From 8cbba4cb454cd908e2cf657e0ee1c1b78d804f67 Mon Sep 17 00:00:00 2001
From: sergio <sergiojj932@gmail.com>
Date: Tue, 16 Dec 2025 00:38:52 +0100
Subject: [PATCH] test

---
 apply_content.py                       |  22 ++++--
 generate_mermaid_figures.py            |   4 +-
 thesis_output/figures/figura_1.png     | Bin 73022 -> 19801 bytes
 thesis_output/figures/figura_2.png     | Bin 57027 -> 19649 bytes
 thesis_output/figures/figura_3.png     | Bin 35774 -> 15985 bytes
 thesis_output/figures/figura_4.png     | Bin 86765 -> 38109 bytes
 thesis_output/figures/figura_5.png     | Bin 70784 -> 29993 bytes
 thesis_output/figures/figura_6.png     | Bin 35311 -> 16914 bytes
 thesis_output/figures/figura_7.png     | Bin 37511 -> 17910 bytes
 thesis_output/figures/figura_8.png     | Bin 113206 -> 48978 bytes
 thesis_output/plantilla_individual.htm | 102 +++++++++++--------------
 11 files changed, 62 insertions(+), 66 deletions(-)

diff --git a/apply_content.py b/apply_content.py
index 84bb22d..367e92c 100644
--- a/apply_content.py
+++ b/apply_content.py
@@ -92,9 +92,13 @@ def parse_md_to_html_blocks(md_content):
                 mermaid_lines.append(lines[i])
                 i += 1
 
-            # Try to extract title from mermaid content
+            # Try to extract title from mermaid content (YAML format: title: "...")
             mermaid_content = '\n'.join(mermaid_lines)
-            title_match = re.search(r'title\s+["\']?([^"\'"\n]+)["\']?', mermaid_content)
+            # Match YAML format: title: "Title" or title: 'Title'
+            title_match = re.search(r'title:\s*["\']([^"\']+)["\']', mermaid_content)
+            if not title_match:
+                # Fallback to non-YAML format: title "Title"
+                title_match = re.search(r'title\s+["\']?([^"\'"\n]+)["\']?', mermaid_content)
             if title_match:
                 fig_title = title_match.group(1).strip()
             else:
@@ -106,12 +110,13 @@ def parse_md_to_html_blocks(md_content):
 
             # Create figure with MsoCaption class and proper Word SEQ field for cross-reference
             # Format: "Figura X." in bold, title in italic (per UNIR guidelines)
-            bookmark_id = f"_TocFigura{figure_counter}"
-            html_blocks.append(f'''<p class=MsoCaption style="text-align:center"><a name="{bookmark_id}"><b><span lang=ES style="font-size:12.0pt;line-height:150%">Figura </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Figura \\* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang=ES style="font-size:12.0pt;line-height:150%">{figure_counter}</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang=ES style="font-size:12.0pt;line-height:150%">.</span></b><span lang=ES style="font-size:12.0pt;line-height:150%"> </span><i><span lang=ES style="font-size:12.0pt;line-height:150%;font-weight:normal">{fig_title}</span></i></p>''')
+            # Word TOC looks for text with Caption style - anchor must be outside main caption text
+            bookmark_id = f"_Ref_Fig{figure_counter}"
+            html_blocks.append(f'''<a name="{bookmark_id}"></a><p class=MsoCaption style="text-align:center"><b><span lang=ES style="font-size:12.0pt;line-height:150%">Figura <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Figura \\* ARABIC <span style='mso-element:field-separator'></span><![endif]-->{figure_counter}<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang=ES style="font-size:12.0pt;line-height:150%"> </span><i><span lang=ES style="font-size:12.0pt;line-height:150%">{fig_title}</span></i></p>''')
 
             if os.path.exists(fig_path):
-                # Use actual image with proper Word-compatible format (max 350px width, 400px height to fit page with caption)
-                html_blocks.append(f'''<p class=MsoNormal style="text-align:center"><span lang=ES><img style="max-width:350px;max-height:400px;width:auto;height:auto" src="{fig_file}" alt="{fig_title}"/></span></p>''')
+                # Use Word-compatible width in cm (A4 text area is ~16cm wide, use ~12cm max)
+                html_blocks.append(f'''<p class=MsoNormal style="text-align:center"><span lang=ES><img style="width:12cm;max-width:100%" src="{fig_file}" alt="{fig_title}"/></span></p>''')
             else:
                 # Fallback to placeholder
                 html_blocks.append(f'''<p class=MsoNormal style="text-align:center;border:1px dashed #999;padding:20px;margin:10px 40px;background:#f9f9f9"><span lang=ES style="color:#666">[Insertar diagrama Mermaid aquí]</span></p>''')
@@ -189,12 +194,13 @@ def parse_md_to_html_blocks(md_content):
 
             # Add table title with MsoCaption class and proper Word SEQ field for cross-reference
             # Format: "Tabla X." in bold, title in italic (per UNIR guidelines)
-            bookmark_id = f"_TocTabla{table_counter}"
+            # Word TOC looks for text with Caption style - anchor must be outside main caption text
+            bookmark_id = f"_Ref_Tab{table_counter}"
             if table_title:
                 clean_title = table_title.replace(f"Tabla {table_counter}.", "").strip()
             else:
                 clean_title = "Tabla de datos."
-            html_blocks.append(f'''<p class=MsoCaption><a name="{bookmark_id}"><b><span lang=ES style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \\* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang=ES style="font-size:12.0pt;line-height:150%">{table_counter}</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang=ES style="font-size:12.0pt;line-height:150%">.</span></b><span lang=ES style="font-size:12.0pt;line-height:150%"> </span><i><span lang=ES style="font-size:12.0pt;line-height:150%;font-weight:normal">{clean_title}</span></i></p>''')
+            html_blocks.append(f'''<a name="{bookmark_id}"></a><p class=MsoCaption><b><span lang=ES style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \\* ARABIC <span style='mso-element:field-separator'></span><![endif]-->{table_counter}<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang=ES style="font-size:12.0pt;line-height:150%"> </span><i><span lang=ES style="font-size:12.0pt;line-height:150%">{clean_title}</span></i></p>''')
 
             # Build table HTML with APA style (horizontal lines only, no vertical)
             table_html = '<table class=MsoTableGrid border=0 cellspacing=0 cellpadding=0 style="border-collapse:collapse;border:none">'
diff --git a/generate_mermaid_figures.py b/generate_mermaid_figures.py
index 0434b84..7753ec2 100644
--- a/generate_mermaid_figures.py
+++ b/generate_mermaid_figures.py
@@ -64,10 +64,10 @@ def convert_to_png(diagrams):
         with open(temp_file, 'w', encoding='utf-8') as f:
             f.write(diagram['code'])
 
-        # Convert using mmdc with higher resolution for better readability
+        # Convert using mmdc with moderate size for page fit
         try:
             result = subprocess.run(
-                [MMDC, '-i', temp_file, '-o', output_file, '-b', 'white', '-w', '1600', '-s', '2'],
+                [MMDC, '-i', temp_file, '-o', output_file, '-b', 'white', '-w', '800', '-s', '1.5'],
                 capture_output=True,
                 text=True,
                 timeout=60
diff --git a/thesis_output/figures/figura_1.png b/thesis_output/figures/figura_1.png
index cc72b75853062076036da06a2e8216a38dc2a392..346c735971bf6d7432c6d8e5718c758c7395806c 100644
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diff --git a/thesis_output/plantilla_individual.htm b/thesis_output/plantilla_individual.htm
index 4230ac7..74f7eac 100644
--- a/thesis_output/plantilla_individual.htm
+++ b/thesis_output/plantilla_individual.htm
@@ -4162,13 +4162,6 @@ Este trabajo demuestra que es posible obtener mejoras sustanciales en sistemas O
 
 
 
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 <p class="Ttulondices"><span style="mso-bookmark:_Toc437509152"><span class="SpellE"><span lang="ES">Abstract</span></span></span></p><p class="MsoNormal"><span lang="EN-US">This Master's Thesis addresses the optimization of Artificial Intelligence-based Optical Character Recognition (OCR) systems for Spanish documents, specifically in a resource-constrained environment where model fine-tuning is not feasible. The main objective is to identify the optimal hyperparameter configuration that maximizes text recognition accuracy without requiring additional model training.
 
 A comparative study of three open-source OCR solutions was conducted: EasyOCR, PaddleOCR (PP-OCRv5), and DocTR, evaluating their performance using standard CER (Character Error Rate) and WER (Word Error Rate) metrics on a corpus of academic documents in Spanish. After identifying PaddleOCR as the most promising solution, systematic hyperparameter optimization was performed using Ray Tune with the Optuna search algorithm, executing 64 different configurations.
@@ -4182,8 +4175,6 @@ This work demonstrates that substantial improvements in OCR systems can be obtai
 
 
 
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 <span lang="ES" style='font-size:12.0pt;line-height:150%;font-family:"Calibri",sans-serif;
 mso-ascii-theme-font:minor-latin;mso-fareast-font-family:"Times New Roman";
 mso-hansi-theme-font:minor-latin;mso-bidi-font-family:"Times New Roman";
@@ -4577,8 +4568,8 @@ _Toc14106979"><span style="mso-bookmark:_Toc437515557"><span lang="ES" style="te
 <p class="MsoListParagraphCxSpMiddle" style="margin-left:36pt;text-indent:-18pt"><span lang="ES" style="font-family:Symbol">·</span><span lang="ES" style="font-size:7pt">     </span><span lang="ES"><b>Cuarta generación (2010-presente)</b>: Arquitecturas de aprendizaje profundo que dominan el estado del arte.</span></p>
 <h3 style="mso-list:l22 level3 lfo18"><span lang="ES" style="text-transform:none">Pipeline Moderno de OCR</span></h3>
 <p class="MsoNormal"><span lang="ES">Los sistemas OCR modernos siguen típicamente un pipeline de dos etapas:</span></p>
-<p class="MsoCaption" style="text-align:center"><a name="_TocFigura1"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Figura </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Figura \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">1</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Diagrama 1</span></i></p>
-<p class="MsoNormal" style="text-align:center"><span lang="ES"><img alt="Diagrama 1" src="figures/figura_1.png" style="max-width:350px;max-height:400px;width:auto;height:auto"/></span></p>
+<a name="_Ref_Fig1"></a><p class="MsoCaption" style="text-align:center"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Figura <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Figura \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->1<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Pipeline de un sistema OCR moderno</span></i></p>
+<p class="MsoNormal" style="text-align:center"><span lang="ES"><img alt="Pipeline de un sistema OCR moderno" src="figures/figura_1.png" style="width:12cm;max-width:100%"/></span></p>
 <p class="Piedefoto-tabla" style="margin-left:0cm;text-align:center"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
 <p class="MsoListParagraphCxSpMiddle" style="margin-left:36pt;text-indent:-18pt"><span lang="ES">1.<span style="font-size:7pt">   </span><b>Detección de texto (Text Detection)</b>: Localización de regiones que contienen texto en la imagen. Las arquitecturas más utilizadas incluyen:</span></p>
@@ -4609,7 +4600,7 @@ _Toc14106979"><span style="mso-bookmark:_Toc437515557"><span lang="ES" style="te
 <p class="MsoListParagraphCxSpMiddle" style="margin-left:36pt;text-indent:-18pt"><span lang="ES" style="font-family:Symbol">·</span><span lang="ES" style="font-size:7pt">     </span><span lang="ES"><b>Arquitectura</b>:</span></p>
 <p class="MsoNormal"><span lang="ES">  - Detector: DB (Differentiable Binarization) con backbone ResNet (Liao et al., 2020)   - Reconocedor: SVTR (Scene-Text Visual Transformer Recognition)   - Clasificador de orientación opcional</span></p>
 <p class="MsoListParagraphCxSpMiddle" style="margin-left:36pt;text-indent:-18pt"><span lang="ES" style="font-family:Symbol">·</span><span lang="ES" style="font-size:7pt">     </span><span lang="ES"><b>Hiperparámetros configurables</b>:</span></p>
-<p class="MsoCaption"><a name="_TocTabla1"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">1</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Hiperparámetros configurables de PaddleOCR.</span></i></p>
+<a name="_Ref_Tab1"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->1<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Hiperparámetros configurables de PaddleOCR.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Parámetro</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Descripción</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Valor por defecto</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">text_det_thresh</span></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Umbral de detección de píxeles</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">0.3</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">text_det_box_thresh</span></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Umbral de caja de detección</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">0.6</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">text_det_unclip_ratio</span></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Coeficiente de expansión</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">1.5</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">text_rec_score_thresh</span></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Umbral de confianza de reconocimiento</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">0.5</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">use_textline_orientation</span></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Clasificación de orientación</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">False</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">use_doc_orientation_classify</span></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Clasificación de orientación de documento</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">False</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">use_doc_unwarping</span></span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Corrección de deformación</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">False</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
@@ -4622,7 +4613,7 @@ _Toc14106979"><span style="mso-bookmark:_Toc437515557"><span lang="ES" style="te
 <p class="MsoListParagraphCxSpMiddle" style="margin-left:36pt;text-indent:-18pt"><span lang="ES" style="font-family:Symbol">·</span><span lang="ES" style="font-size:7pt">     </span><span lang="ES"><b>Fortalezas</b>: API limpia, orientación académica, salida estructurada de alto nivel</span></p>
 <p class="MsoListParagraphCxSpMiddle" style="margin-left:36pt;text-indent:-18pt"><span lang="ES" style="font-family:Symbol">·</span><span lang="ES" style="font-size:7pt">     </span><span lang="ES"><b>Limitaciones</b>: Menor rendimiento en español comparado con PaddleOCR</span></p>
 <h4><span lang="ES">Comparativa de Arquitecturas</span></h4>
-<p class="MsoCaption"><a name="_TocTabla2"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">2</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Comparativa de soluciones OCR de código abierto.</span></i></p>
+<a name="_Ref_Tab2"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->2<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Comparativa de soluciones OCR de código abierto.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Modelo</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Tipo</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Componentes</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Fortalezas Clave</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>EasyOCR</b></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">End-to-end (det + rec)</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">CRAFT + CRNN/Transformer</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Ligero, fácil de usar, multilingüe</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>PaddleOCR</b></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">End-to-end (det + rec + cls)</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">DB + SVTR/CRNN</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Soporte multilingüe robusto, configurable</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>DocTR</b></span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">End-to-end (det + rec)</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">DB/LinkNet + CRNN/SAR/ViTSTR</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Orientado a investigación, API limpia</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
@@ -4644,8 +4635,8 @@ _Toc14106979"><span style="mso-bookmark:_Toc437515557"><span lang="ES" style="te
 <p class="MsoListParagraphCxSpMiddle" style="margin-left:36pt;text-indent:-18pt"><span lang="ES" style="font-family:Symbol">·</span><span lang="ES" style="font-size:7pt">     </span><span lang="ES">Pruning de trials no prometedores</span></p>
 <p class="MsoListParagraphCxSpMiddle" style="margin-left:36pt;text-indent:-18pt"><span lang="ES" style="font-family:Symbol">·</span><span lang="ES" style="font-size:7pt">     </span><span lang="ES">Visualización de resultados</span></p>
 <p class="MsoNormal"><span lang="ES">La combinación Ray Tune + Optuna permite búsquedas eficientes en espacios de alta dimensionalidad.</span></p>
-<p class="MsoCaption" style="text-align:center"><a name="_TocFigura2"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Figura </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Figura \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">2</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Diagrama 2</span></i></p>
-<p class="MsoNormal" style="text-align:center"><span lang="ES"><img alt="Diagrama 2" src="figures/figura_2.png" style="max-width:350px;max-height:400px;width:auto;height:auto"/></span></p>
+<a name="_Ref_Fig2"></a><p class="MsoCaption" style="text-align:center"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Figura <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Figura \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->2<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Ciclo de optimización con Ray Tune y Optuna</span></i></p>
+<p class="MsoNormal" style="text-align:center"><span lang="ES"><img alt="Ciclo de optimización con Ray Tune y Optuna" src="figures/figura_2.png" style="width:12cm;max-width:100%"/></span></p>
 <p class="Piedefoto-tabla" style="margin-left:0cm;text-align:center"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
 <h4><span lang="ES">HPO en Sistemas OCR</span></h4>
@@ -4678,7 +4669,7 @@ concretos y metodología de trabajo</span></span></a></span></span><span style="
 <h2 style="mso-list:l22 level2 lfo18"><span lang="ES" style="text-transform:none">Objetivo general</span></h2>
 <p class="MsoNormal" style="margin-left:2cm;margin-right:1cm"><i><span lang="ES"><b>Optimizar el rendimiento de PaddleOCR para documentos académicos en español mediante ajuste de hiperparámetros, alcanzando un CER inferior al 2% sin requerir fine-tuning del modelo ni recursos GPU dedicados.</b></span></i></p>
 <h3 style="mso-list:l22 level3 lfo18"><span lang="ES" style="text-transform:none">Justificación SMART del Objetivo General</span></h3>
-<p class="MsoCaption"><a name="_TocTabla3"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">3</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla de datos.</span></i></p>
+<a name="_Ref_Tab3"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->3<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla de datos.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Criterio</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Cumplimiento</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>Específico (S)</b></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Se define claramente qué se quiere lograr: optimizar PaddleOCR mediante ajuste de hiperparámetros para documentos en español</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>Medible (M)</b></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Se establece una métrica cuantificable: CER &lt; 2%</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>Alcanzable (A)</b></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Es viable dado que: (1) PaddleOCR permite configuración de hiperparámetros, (2) Ray Tune posibilita búsqueda automatizada, (3) No se requiere GPU</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>Relevante (R)</b></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">El impacto es demostrable: mejora la extracción de texto en documentos académicos sin costes adicionales de infraestructura</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>Temporal (T)</b></span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">El plazo es un cuatrimestre, correspondiente al TFM</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
@@ -4695,8 +4686,8 @@ concretos y metodología de trabajo</span></span></a></span></span><span style="
 <p class="MsoNormal" style="margin-left:2cm;margin-right:1cm"><i><span lang="ES"><b>Comparar el rendimiento de la configuración baseline versus la configuración optimizada sobre el dataset completo, documentando la mejora obtenida.</b></span></i></p>
 <h2 style="mso-list:l22 level2 lfo18"><span lang="ES" style="text-transform:none">Metodología del trabajo</span></h2>
 <h3 style="mso-list:l22 level3 lfo18"><span lang="ES" style="text-transform:none">Visión General</span></h3>
-<p class="MsoCaption" style="text-align:center"><a name="_TocFigura3"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Figura </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Figura \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">3</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Diagrama 3</span></i></p>
-<p class="MsoNormal" style="text-align:center"><span lang="ES"><img alt="Diagrama 3" src="figures/figura_3.png" style="max-width:350px;max-height:400px;width:auto;height:auto"/></span></p>
+<a name="_Ref_Fig3"></a><p class="MsoCaption" style="text-align:center"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Figura <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Figura \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->3<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Fases de la metodología experimental</span></i></p>
+<p class="MsoNormal" style="text-align:center"><span lang="ES"><img alt="Fases de la metodología experimental" src="figures/figura_3.png" style="width:12cm;max-width:100%"/></span></p>
 <p class="Piedefoto-tabla" style="margin-left:0cm;text-align:center"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
 <p class="MsoNormal"><span lang="ES"><b>Descripción de las fases:</b></span></p>
@@ -4715,8 +4706,8 @@ concretos y metodología de trabajo</span></span></a></span></span><span style="
 <p class="MsoListParagraphCxSpMiddle" style="margin-left:36pt;text-indent:-18pt"><span lang="ES">1.<span style="font-size:7pt">   </span><b>Extracción de texto de referencia</b>:</span></p>
 <p class="MsoNormal"><span lang="ES">   - Método: <span style="font-family:Consolas;font-size:10pt">page.get_text("dict")</span> de PyMuPDF    - Preservación de estructura de líneas    - Tratamiento de texto vertical/marginal    - Normalización de espacios y saltos de línea</span></p>
 <h4><span lang="ES">Estructura del Dataset</span></h4>
-<p class="MsoCaption" style="text-align:center"><a name="_TocFigura4"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Figura </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Figura \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">4</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Diagrama 4</span></i></p>
-<p class="MsoNormal" style="text-align:center"><span lang="ES"><img alt="Diagrama 4" src="figures/figura_4.png" style="max-width:350px;max-height:400px;width:auto;height:auto"/></span></p>
+<a name="_Ref_Fig4"></a><p class="MsoCaption" style="text-align:center"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Figura <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Figura \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->4<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Estructura del dataset de evaluación</span></i></p>
+<p class="MsoNormal" style="text-align:center"><span lang="ES"><img alt="Estructura del dataset de evaluación" src="figures/figura_4.png" style="width:12cm;max-width:100%"/></span></p>
 <p class="Piedefoto-tabla" style="margin-left:0cm;text-align:center"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
 <h4><span lang="ES">Clase ImageTextDataset</span></h4>
@@ -4729,7 +4720,7 @@ concretos y metodología de trabajo</span></span></a></span></span><span style="
         # Retorna (PIL.Image, str)</pre></span></p>
 <h3 style="mso-list:l22 level3 lfo18"><span lang="ES" style="text-transform:none">Fase 2: Benchmark Comparativo</span></h3>
 <h4><span lang="ES">Modelos Evaluados</span></h4>
-<p class="MsoCaption"><a name="_TocTabla4"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">4</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla de datos.</span></i></p>
+<a name="_Ref_Tab4"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->4<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla de datos.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Modelo</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Versión</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Configuración</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">EasyOCR</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">-</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Idiomas: ['es', 'en']</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">PaddleOCR</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">PP-OCRv5</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Modelos server_det + server_rec</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">DocTR</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">-</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">db_resnet50 + sar_resnet31</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
@@ -4744,7 +4735,7 @@ def evaluate_text(reference, prediction):
     }</pre></span></p>
 <h3 style="mso-list:l22 level3 lfo18"><span lang="ES" style="text-transform:none">Fase 3: Espacio de Búsqueda</span></h3>
 <h4><span lang="ES">Hiperparámetros Seleccionados</span></h4>
-<p class="MsoCaption"><a name="_TocTabla5"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">5</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla de datos.</span></i></p>
+<a name="_Ref_Tab5"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->5<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla de datos.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Parámetro</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Tipo</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Rango/Valores</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Descripción</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">use_doc_orientation_classify</span></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Booleano</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">[True, False]</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Clasificación de orientación del documento</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">use_doc_unwarping</span></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Booleano</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">[True, False]</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Corrección de deformación del documento</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">textline_orientation</span></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Booleano</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">[True, False]</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Clasificación de orientación de línea de texto</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">text_det_thresh</span></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Continuo</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">[0.0, 0.7]</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Umbral de detección de píxeles de texto</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">text_det_box_thresh</span></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Continuo</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">[0.0, 0.7]</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Umbral de caja de detección</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">text_det_unclip_ratio</span></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Fijo</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">0.0</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Coeficiente de expansión (fijado)</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">text_rec_score_thresh</span></span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Continuo</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">[0.0, 0.7]</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Umbral de confianza de reconocimiento</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
@@ -4775,8 +4766,8 @@ tuner = tune.Tuner(
 <h3 style="mso-list:l22 level3 lfo18"><span lang="ES" style="text-transform:none">Fase 4: Ejecución de Optimización</span></h3>
 <h4><span lang="ES">Arquitectura de Ejecución</span></h4>
 <p class="MsoNormal"><span lang="ES">Debido a incompatibilidades entre Ray y PaddleOCR en el mismo proceso, se implementó una arquitectura basada en subprocesos:</span></p>
-<p class="MsoCaption" style="text-align:center"><a name="_TocFigura5"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Figura </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Figura \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">5</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Diagrama 5</span></i></p>
-<p class="MsoNormal" style="text-align:center"><span lang="ES"><img alt="Diagrama 5" src="figures/figura_5.png" style="max-width:350px;max-height:400px;width:auto;height:auto"/></span></p>
+<a name="_Ref_Fig5"></a><p class="MsoCaption" style="text-align:center"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Figura <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Figura \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->5<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Arquitectura de ejecución con subprocesos</span></i></p>
+<p class="MsoNormal" style="text-align:center"><span lang="ES"><img alt="Arquitectura de ejecución con subprocesos" src="figures/figura_5.png" style="width:12cm;max-width:100%"/></span></p>
 <p class="Piedefoto-tabla" style="margin-left:0cm;text-align:center"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
 <h4><span lang="ES">Script de Evaluación (paddle_ocr_tuning.py)</span></h4>
@@ -4803,12 +4794,12 @@ tuner = tune.Tuner(
 <p class="MsoListParagraphCxSpMiddle" style="margin-left:36pt;text-indent:-18pt"><span lang="ES">4.<span style="font-size:7pt">   </span><b>Métricas reportadas</b>: CER, WER, tiempo de procesamiento</span></p>
 <h3 style="mso-list:l22 level3 lfo18"><span lang="ES" style="text-transform:none">Entorno de Ejecución</span></h3>
 <h4><span lang="ES">Hardware</span></h4>
-<p class="MsoCaption"><a name="_TocTabla6"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">6</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla de datos.</span></i></p>
+<a name="_Ref_Tab6"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->6<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla de datos.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Componente</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Especificación</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">CPU</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Intel Core (especificar modelo)</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">RAM</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">16 GB</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">GPU</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">No disponible (ejecución en CPU)</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Almacenamiento</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">SSD</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
 <h4><span lang="ES">Software</span></h4>
-<p class="MsoCaption"><a name="_TocTabla7"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">7</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla de datos.</span></i></p>
+<a name="_Ref_Tab7"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->7<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla de datos.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Componente</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Versión</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Sistema Operativo</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Windows 10/11</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Python</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">3.11.9</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">PaddleOCR</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">3.3.2</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">PaddlePaddle</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">3.2.2</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Ray</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">2.52.1</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Optuna</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">4.6.0</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
@@ -4852,7 +4843,7 @@ color:#0098CD;mso-font-kerning:16.0pt;mso-bidi-font-weight:bold'><o:p></o:p></sp
 <h3 style="mso-list:l22 level3 lfo18"><span lang="ES" style="text-transform:none">Configuración del Experimento</span></h3>
 <h4><span lang="ES">Dataset de Evaluación</span></h4>
 <p class="MsoNormal"><span lang="ES">Se utilizó el documento "Instrucciones para la redacción y elaboración del TFE" del Máster Universitario en Inteligencia Artificial de UNIR, ubicado en la carpeta <span style="font-family:Consolas;font-size:10pt">instructions/</span>.</span></p>
-<p class="MsoCaption"><a name="_TocTabla8"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">8</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla 3. Características del dataset de evaluación.</span></i></p>
+<a name="_Ref_Tab8"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->8<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla 3. Características del dataset de evaluación.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Característica</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Valor</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Número de páginas evaluadas</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">5 (páginas 1-5 en benchmark inicial)</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Formato</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">PDF digital (no escaneado)</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Idioma</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Español</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Resolución de conversión</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">300 DPI</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
@@ -4880,7 +4871,7 @@ def evaluate_text(reference, prediction):
 <h3 style="mso-list:l22 level3 lfo18"><span lang="ES" style="text-transform:none">Resultados del Benchmark</span></h3>
 <h4><span lang="ES">Resultados de PaddleOCR (Datos del CSV)</span></h4>
 <p class="MsoNormal"><span lang="ES">Del archivo <span style="font-family:Consolas;font-size:10pt">results/ai_ocr_benchmark_finetune_results_20251206_113206.csv</span>, se obtienen los siguientes resultados de PaddleOCR para las páginas 5-9 del documento:</span></p>
-<p class="MsoCaption"><a name="_TocTabla9"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">9</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla 4. Resultados de PaddleOCR por página (benchmark inicial).</span></i></p>
+<a name="_Ref_Tab9"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->9<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla 4. Resultados de PaddleOCR por página (benchmark inicial).</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Página</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">WER</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">CER</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">5</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">12.16%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">6.33%</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">6</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">12.81%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">6.40%</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">7</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">11.06%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">6.24%</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">8</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">8.13%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">1.54%</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">9</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">10.61%</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">5.58%</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
@@ -4889,7 +4880,7 @@ def evaluate_text(reference, prediction):
 <p class="MsoListParagraphCxSpMiddle" style="margin-left:36pt;text-indent:-18pt"><span lang="ES" style="font-family:Symbol">·</span><span lang="ES" style="font-size:7pt">     </span><span lang="ES">WER medio: ~10.95%</span></p>
 <h4><span lang="ES">Comparativa de Modelos</span></h4>
 <p class="MsoNormal"><span lang="ES">Según la documentación del notebook <span style="font-family:Consolas;font-size:10pt">ocr_benchmark_notebook.ipynb</span>, los tres modelos evaluados representan diferentes paradigmas de OCR:</span></p>
-<p class="MsoCaption"><a name="_TocTabla10"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">10</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla 5. Comparativa de arquitecturas OCR evaluadas.</span></i></p>
+<a name="_Ref_Tab10"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->10<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla 5. Comparativa de arquitecturas OCR evaluadas.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Modelo</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Tipo</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Componentes</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Fortalezas Clave</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>EasyOCR</b></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">End-to-end (det + rec)</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">DB + CRNN/Transformer</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Ligero, fácil de usar, multilingüe</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>PaddleOCR (PP-OCR)</b></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">End-to-end (det + rec + cls)</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">DB + SRN/CRNN</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Soporte multilingüe robusto, pipeline configurable</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>DocTR</b></span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">End-to-end (det + rec)</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">DB/LinkNet + CRNN/SAR/VitSTR</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Orientado a investigación, API limpia</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
@@ -4930,7 +4921,7 @@ def evaluate_text(reference, prediction):
 <h3 style="mso-list:l22 level3 lfo18"><span lang="ES" style="text-transform:none">Configuración del Experimento</span></h3>
 <h4><span lang="ES">Entorno de Ejecución</span></h4>
 <p class="MsoNormal"><span lang="ES">Según los outputs del notebook:</span></p>
-<p class="MsoCaption"><a name="_TocTabla11"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">11</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla 6. Entorno de ejecución del experimento.</span></i></p>
+<a name="_Ref_Tab11"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->11<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla 6. Entorno de ejecución del experimento.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Componente</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Versión/Especificación</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Python</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">3.11.9</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">PaddlePaddle</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">3.2.2</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">PaddleOCR</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">3.3.2</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Ray</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">2.52.1</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">GPU</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">No disponible (CPU only)</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
@@ -4951,7 +4942,7 @@ def evaluate_text(reference, prediction):
     "text_rec_score_thresh": tune.uniform(0.0, 0.7),
 }</pre></span></p>
 <p class="MsoNormal"><span lang="ES"><b>Descripción de parámetros</b> (según documentación de PaddleOCR):</span></p>
-<p class="MsoCaption"><a name="_TocTabla12"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">12</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla de datos.</span></i></p>
+<a name="_Ref_Tab12"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->12<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla de datos.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Parámetro</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Descripción</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">use_doc_orientation_classify</span></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Clasificación de orientación del documento</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">use_doc_unwarping</span></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Corrección de deformación del documento</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">textline_orientation</span></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Clasificación de orientación de línea de texto</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">text_det_thresh</span></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Umbral de detección de píxeles de texto</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">text_det_box_thresh</span></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Umbral de caja de detección</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">text_det_unclip_ratio</span></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Coeficiente de expansión (fijado en 0.0)</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">text_rec_score_thresh</span></span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Umbral de confianza de reconocimiento</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
@@ -4975,7 +4966,7 @@ def evaluate_text(reference, prediction):
 <h3 style="mso-list:l22 level3 lfo18"><span lang="ES" style="text-transform:none">Resultados de la Optimización</span></h3>
 <h4><span lang="ES">Estadísticas Descriptivas</span></h4>
 <p class="MsoNormal"><span lang="ES">Del archivo CSV de resultados (<span style="font-family:Consolas;font-size:10pt">raytune_paddle_subproc_results_20251207_192320.csv</span>):</span></p>
-<p class="MsoCaption"><a name="_TocTabla13"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">13</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla 7. Estadísticas descriptivas de los 64 trials de Ray Tune.</span></i></p>
+<a name="_Ref_Tab13"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->13<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla 7. Estadísticas descriptivas de los 64 trials de Ray Tune.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Estadística</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">CER</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">WER</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Tiempo (s)</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Tiempo/Página (s)</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>count</b></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">64</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">64</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">64</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">64</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>mean</b></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">5.25%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">14.28%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">347.61</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">69.42</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>std</b></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">11.03%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">10.75%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">7.88</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">1.57</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>min</b></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">1.15%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">9.89%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">320.97</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">64.10</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>25%</b></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">1.20%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">10.04%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">344.24</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">68.76</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>50%</b></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">1.23%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">10.20%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">346.42</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">69.19</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>75%</b></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">4.03%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">13.20%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">350.14</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">69.93</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>max</b></span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">51.61%</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">59.45%</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">368.57</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">73.63</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
@@ -4995,25 +4986,25 @@ Configuración óptima:
 <h4><span lang="ES">Análisis de Correlación</span></h4>
 <p class="MsoNormal"><span lang="ES">Correlación de Pearson entre parámetros y métricas de error (del notebook):</span></p>
 <p class="MsoNormal"><span lang="ES"><b>Correlación con CER:</b></span></p>
-<p class="MsoCaption"><a name="_TocTabla14"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">14</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla de datos.</span></i></p>
+<a name="_Ref_Tab14"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->14<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla de datos.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Parámetro</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Correlación</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">CER</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">1.000</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">config/text_det_box_thresh</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">0.226</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">config/text_rec_score_thresh</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">-0.161</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>config/text_det_thresh</b></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>-0.523</b></span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">config/text_det_unclip_ratio</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">NaN</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
 <p class="MsoNormal"><span lang="ES"><b>Correlación con WER:</b></span></p>
-<p class="MsoCaption"><a name="_TocTabla15"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">15</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla de datos.</span></i></p>
+<a name="_Ref_Tab15"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->15<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla de datos.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Parámetro</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Correlación</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">WER</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">1.000</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">config/text_det_box_thresh</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">0.227</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">config/text_rec_score_thresh</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">-0.173</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>config/text_det_thresh</b></span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>-0.521</b></span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">config/text_det_unclip_ratio</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">NaN</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
 <p class="MsoNormal"><span lang="ES"><b>Hallazgo clave</b>: El parámetro <span style="font-family:Consolas;font-size:10pt">text_det_thresh</span> muestra la correlación más fuerte (-0.52), indicando que valores más altos de este umbral tienden a reducir el error.</span></p>
 <h4><span lang="ES">Impacto del Parámetro textline_orientation</span></h4>
 <p class="MsoNormal"><span lang="ES">Según el análisis del notebook, este parámetro booleano tiene el mayor impacto:</span></p>
-<p class="MsoCaption"><a name="_TocTabla16"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">16</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla 8. Impacto del parámetro textline_orientation en las métricas de error.</span></i></p>
+<a name="_Ref_Tab16"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->16<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla 8. Impacto del parámetro textline_orientation en las métricas de error.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">textline_orientation</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">CER Medio</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">WER Medio</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">True</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">~3.76%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">~12.73%</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">False</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">~12.40%</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">~21.71%</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
 <p class="MsoNormal"><span lang="ES"><b>Interpretación</b>: El CER medio es ~3.3x menor con <span style="font-family:Consolas;font-size:10pt">textline_orientation=True</span> (3.76% vs 12.40%). Además, la varianza es mucho menor, lo que indica resultados más consistentes. Para documentos en español con layouts mixtos (tablas, encabezados, direcciones), la clasificación de orientación ayuda a PaddleOCR a ordenar correctamente las líneas de texto.</span></p>
-<p class="MsoCaption" style="text-align:center"><a name="_TocFigura6"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Figura </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Figura \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">6</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Impacto de textline_orientation en CER</span></i></p>
-<p class="MsoNormal" style="text-align:center"><span lang="ES"><img alt="Impacto de textline_orientation en CER" src="figures/figura_6.png" style="max-width:350px;max-height:400px;width:auto;height:auto"/></span></p>
+<a name="_Ref_Fig6"></a><p class="MsoCaption" style="text-align:center"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Figura <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Figura \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->6<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Impacto de textline_orientation en CER</span></i></p>
+<p class="MsoNormal" style="text-align:center"><span lang="ES"><img alt="Impacto de textline_orientation en CER" src="figures/figura_6.png" style="width:12cm;max-width:100%"/></span></p>
 <p class="Piedefoto-tabla" style="margin-left:0cm;text-align:center"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
 <h4><span lang="ES">Análisis de Fallos</span></h4>
@@ -5027,19 +5018,19 @@ Configuración óptima:
 <h3 style="mso-list:l22 level3 lfo18"><span lang="ES" style="text-transform:none">Comparación Baseline vs Optimizado</span></h3>
 <h4><span lang="ES">Resultados sobre Dataset Completo (24 páginas)</span></h4>
 <p class="MsoNormal"><span lang="ES">Del análisis final del notebook ejecutando sobre las 24 páginas:</span></p>
-<p class="MsoCaption"><a name="_TocTabla17"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">17</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla 9. Comparación baseline vs configuración optimizada (24 páginas).</span></i></p>
+<a name="_Ref_Tab17"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->17<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla 9. Comparación baseline vs configuración optimizada (24 páginas).</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Modelo</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">CER</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">WER</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">PaddleOCR (Baseline)</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">7.78%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">14.94%</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">PaddleOCR-HyperAdjust</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">1.49%</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">7.62%</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
 <h4><span lang="ES">Métricas de Mejora</span></h4>
-<p class="MsoCaption"><a name="_TocTabla18"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">18</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla 10. Análisis de la mejora obtenida.</span></i></p>
+<a name="_Ref_Tab18"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->18<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla 10. Análisis de la mejora obtenida.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Métrica</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Baseline</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Optimizado</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Mejora Absoluta</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Reducción Error</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">CER</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">7.78%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">1.49%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">-6.29 pp</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">80.9%</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">WER</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">14.94%</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">7.62%</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">-7.32 pp</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">49.0%</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
 <h4><span lang="ES">Interpretación (del notebook)</span></h4>
 <p class="MsoNormal" style="margin-left:2cm;margin-right:1cm"><i><span lang="ES">"La optimización de hiperparámetros mejoró la precisión de caracteres de 92.2% a 98.5%, una ganancia de 6.3 puntos porcentuales. Aunque el baseline ya ofrecía resultados aceptables, la configuración optimizada reduce los errores residuales en un 80.9%."</span></i></p>
-<p class="MsoCaption" style="text-align:center"><a name="_TocFigura7"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Figura </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Figura \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">7</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Comparación Baseline vs Optimizado (24 páginas)</span></i></p>
-<p class="MsoNormal" style="text-align:center"><span lang="ES"><img alt="Comparación Baseline vs Optimizado (24 páginas)" src="figures/figura_7.png" style="max-width:350px;max-height:400px;width:auto;height:auto"/></span></p>
+<a name="_Ref_Fig7"></a><p class="MsoCaption" style="text-align:center"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Figura <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Figura \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->7<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Comparación Baseline vs Optimizado (24 páginas)</span></i></p>
+<p class="MsoNormal" style="text-align:center"><span lang="ES"><img alt="Comparación Baseline vs Optimizado (24 páginas)" src="figures/figura_7.png" style="width:12cm;max-width:100%"/></span></p>
 <p class="Piedefoto-tabla" style="margin-left:0cm;text-align:center"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
 <p class="MsoNormal"><span lang="ES"><b>Impacto práctico</b>: En un documento de 10,000 caracteres:</span></p>
@@ -5047,7 +5038,7 @@ Configuración óptima:
 <p class="MsoListParagraphCxSpMiddle" style="margin-left:36pt;text-indent:-18pt"><span lang="ES" style="font-family:Symbol">·</span><span lang="ES" style="font-size:7pt">     </span><span lang="ES">Optimizado: ~149 caracteres con error</span></p>
 <p class="MsoListParagraphCxSpMiddle" style="margin-left:36pt;text-indent:-18pt"><span lang="ES" style="font-family:Symbol">·</span><span lang="ES" style="font-size:7pt">     </span><span lang="ES">Diferencia: ~629 caracteres menos con errores</span></p>
 <h3 style="mso-list:l22 level3 lfo18"><span lang="ES" style="text-transform:none">Tiempo de Ejecución</span></h3>
-<p class="MsoCaption"><a name="_TocTabla19"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">19</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla de datos.</span></i></p>
+<a name="_Ref_Tab19"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->19<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla de datos.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Métrica</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Valor</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Tiempo total del experimento</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">~6 horas (64 trials × ~6 min/trial)</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Tiempo medio por trial</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">367.72 segundos</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Tiempo medio por página</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">69.42 segundos</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Total páginas procesadas</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">64 trials × 5 páginas = 320 evaluaciones</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
@@ -5068,44 +5059,44 @@ Configuración óptima:
 <h3 style="mso-list:l22 level3 lfo18"><span lang="ES" style="text-transform:none">Resumen de Resultados</span></h3>
 <h4><span lang="ES">Resultados del Benchmark Comparativo</span></h4>
 <p class="MsoNormal"><span lang="ES">Del archivo <span style="font-family:Consolas;font-size:10pt">results/ai_ocr_benchmark_finetune_results_20251206_113206.csv</span>, PaddleOCR con configuración inicial (<span style="font-family:Consolas;font-size:10pt">use_textline_orientation=True</span>) obtuvo los siguientes resultados en las páginas 5-9:</span></p>
-<p class="MsoCaption"><a name="_TocTabla20"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">20</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla de datos.</span></i></p>
+<a name="_Ref_Tab20"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->20<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla de datos.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Página</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">WER</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">CER</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">5</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">12.16%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">6.33%</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">6</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">12.81%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">6.40%</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">7</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">11.06%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">6.24%</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">8</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">8.13%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">1.54%</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">9</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">10.61%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">5.58%</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>Promedio</b></span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>10.95%</b></span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>5.22%</b></span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
 <h4><span lang="ES">Resultados de la Optimización con Ray Tune</span></h4>
 <p class="MsoNormal"><span lang="ES">Del archivo <span style="font-family:Consolas;font-size:10pt">src/raytune_paddle_subproc_results_20251207_192320.csv</span> (64 trials):</span></p>
-<p class="MsoCaption"><a name="_TocTabla21"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">21</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla de datos.</span></i></p>
+<a name="_Ref_Tab21"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->21<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla de datos.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Métrica</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Valor</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">CER mínimo</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">1.15%</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">CER medio</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">5.25%</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">CER máximo</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">51.61%</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">WER mínimo</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">9.89%</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">WER medio</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">14.28%</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">WER máximo</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">59.45%</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
 <h4><span lang="ES">Comparación Final (Dataset Completo - 24 páginas)</span></h4>
 <p class="MsoNormal"><span lang="ES">Resultados del notebook <span style="font-family:Consolas;font-size:10pt">src/paddle_ocr_fine_tune_unir_raytune.ipynb</span>:</span></p>
-<p class="MsoCaption"><a name="_TocTabla22"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">22</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla de datos.</span></i></p>
+<a name="_Ref_Tab22"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->22<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla de datos.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Modelo</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">CER</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Precisión Caracteres</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">WER</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Precisión Palabras</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">PaddleOCR (Baseline)</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">7.78%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">92.22%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">14.94%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">85.06%</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">PaddleOCR-HyperAdjust</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">1.49%</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">98.51%</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">7.62%</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">92.38%</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
 <h3 style="mso-list:l22 level3 lfo18"><span lang="ES" style="text-transform:none">Análisis de Resultados</span></h3>
 <h4><span lang="ES">Mejora Obtenida</span></h4>
-<p class="MsoCaption"><a name="_TocTabla23"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">23</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla de datos.</span></i></p>
+<a name="_Ref_Tab23"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->23<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla de datos.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Forma de Medición</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Valor</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Mejora en precisión de caracteres (absoluta)</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">+6.29 puntos porcentuales</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Reducción del CER (relativa)</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">80.9%</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Mejora en precisión de palabras (absoluta)</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">+7.32 puntos porcentuales</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Reducción del WER (relativa)</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">49.0%</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Precisión final de caracteres</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">98.51%</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
 <h4><span lang="ES">Impacto de Hiperparámetros Individuales</span></h4>
 <p class="MsoNormal"><span lang="ES"><b>Parámetro <span style="font-family:Consolas;font-size:10pt">textline_orientation</span></b></span></p>
 <p class="MsoNormal"><span lang="ES">Este parámetro booleano demostró ser el más influyente:</span></p>
-<p class="MsoCaption"><a name="_TocTabla24"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">24</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla de datos.</span></i></p>
+<a name="_Ref_Tab24"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->24<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla de datos.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Valor</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">CER Medio</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Impacto</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">True</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">~3.76%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Rendimiento óptimo</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">False</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">~12.40%</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">3.3x peor</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
 <p class="MsoNormal"><span lang="ES"><b>Reducción del CER</b>: 69.7% cuando se habilita la clasificación de orientación de línea.</span></p>
 <p class="MsoNormal"><span lang="ES"><b>Parámetro <span style="font-family:Consolas;font-size:10pt">text_det_thresh</span></b></span></p>
 <p class="MsoNormal"><span lang="ES">Correlación con CER: <b>-0.523</b> (la más fuerte de los parámetros continuos)</span></p>
-<p class="MsoCaption"><a name="_TocTabla25"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">25</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla de datos.</span></i></p>
+<a name="_Ref_Tab25"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->25<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla de datos.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Rango</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Comportamiento</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">&lt; 0.1</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Fallos catastróficos (CER 40-50%)</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">0.3 - 0.6</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Rendimiento óptimo</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Valor óptimo</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">0.4690</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
 <p class="MsoNormal"><span lang="ES"><b>Parámetros con menor impacto</b></span></p>
-<p class="MsoCaption"><a name="_TocTabla26"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">26</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla de datos.</span></i></p>
+<a name="_Ref_Tab26"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->26<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla de datos.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Parámetro</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Correlación con CER</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Valor óptimo</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">text_det_box_thresh</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">+0.226</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">0.5412</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">text_rec_score_thresh</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">-0.161</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">0.6350</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">use_doc_orientation_classify</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">-</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">False</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">use_doc_unwarping</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">-</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">False</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
@@ -5135,7 +5126,7 @@ Configuración óptima:
 <p class="MsoListParagraphCxSpMiddle" style="margin-left:36pt;text-indent:-18pt"><span lang="ES">1.<span style="font-size:7pt">   </span><b>Ejecución en CPU</b>: Los tiempos reportados (~69s/página) corresponden a ejecución en CPU. Con GPU, los tiempos serían significativamente menores.</span></p>
 <p class="MsoListParagraphCxSpMiddle" style="margin-left:36pt;text-indent:-18pt"><span lang="ES">1.<span style="font-size:7pt">   </span><b>Parámetro fijo</b>: <span style="font-family:Consolas;font-size:10pt">text_det_unclip_ratio</span> permaneció fijo en 0.0 durante todo el experimento por decisión de diseño.</span></p>
 <h4><span lang="ES">Comparación con Objetivos</span></h4>
-<p class="MsoCaption"><a name="_TocTabla27"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">27</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla de datos.</span></i></p>
+<a name="_Ref_Tab27"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->27<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla de datos.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Objetivo</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Meta</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Resultado</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Cumplimiento</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">OE1: Comparar soluciones OCR</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Evaluar EasyOCR, PaddleOCR, DocTR</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">PaddleOCR seleccionado</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">✓</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">OE2: Preparar dataset</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Construir dataset estructurado</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Dataset de 24 páginas</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">✓</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">OE3: Identificar hiperparámetros críticos</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Analizar correlaciones</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><span style="font-family:Consolas;font-size:10pt">textline_orientation</span> y <span style="font-family:Consolas;font-size:10pt">text_det_thresh</span> identificados</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">✓</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">OE4: Optimizar con Ray Tune</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Mínimo 50 configuraciones</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">64 trials ejecutados</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">✓</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">OE5: Validar configuración</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Documentar mejora</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">CER 7.78% → 1.49%</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">✓</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>Objetivo General</b></span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">CER &lt; 2%</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">CER = 1.49%</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">✓</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
@@ -5148,7 +5139,7 @@ Configuración óptima:
 <p class="MsoListParagraphCxSpMiddle" style="margin-left:36pt;text-indent:-18pt"><span lang="ES">4.<span style="font-size:7pt">   </span><b>No recomendado</b>: Habilitar <span style="font-family:Consolas;font-size:10pt">use_doc_orientation_classify</span> o <span style="font-family:Consolas;font-size:10pt">use_doc_unwarping</span> para documentos digitales</span></p>
 <h4><span lang="ES">Impacto Cuantitativo</span></h4>
 <p class="MsoNormal"><span lang="ES">En un documento típico de 10,000 caracteres:</span></p>
-<p class="MsoCaption"><a name="_TocTabla28"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">28</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla de datos.</span></i></p>
+<a name="_Ref_Tab28"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->28<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla de datos.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Configuración</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Errores estimados</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Baseline</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">~778 caracteres</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Optimizada</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">~149 caracteres</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>Reducción</b></span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>629 caracteres menos con errores</b></span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
@@ -5176,7 +5167,7 @@ y trabajo futuro</span></a></h1><p class="MsoNormal"><span lang="ES">Este capít
 <h3 style="mso-list:l22 level3 lfo18"><span lang="ES" style="text-transform:none">Conclusiones Generales</span></h3>
 <p class="MsoNormal"><span lang="ES">Este Trabajo Fin de Máster ha demostrado que es posible mejorar significativamente el rendimiento de sistemas OCR preentrenados mediante optimización sistemática de hiperparámetros, sin requerir fine-tuning ni recursos GPU dedicados.</span></p>
 <p class="MsoNormal"><span lang="ES">El objetivo principal del trabajo era alcanzar un CER inferior al 2% en documentos académicos en español. Los resultados obtenidos confirman el cumplimiento de este objetivo:</span></p>
-<p class="MsoCaption"><a name="_TocTabla29"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">29</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla de datos.</span></i></p>
+<a name="_Ref_Tab29"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->29<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla de datos.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Métrica</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Objetivo</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Resultado</span></b></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">CER</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">&lt; 2%</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES"><b>1.49%</b></span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
@@ -5271,8 +5262,8 @@ major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin
 <p class="MsoListParagraphCxSpMiddle" style="margin-left:36pt;text-indent:-18pt"><span lang="ES" style="font-family:Symbol">·</span><span lang="ES" style="font-size:7pt">     </span><span lang="ES"><b>Dataset</b>: Imágenes y textos de referencia utilizados</span></p>
 <p class="MsoListParagraphCxSpMiddle" style="margin-left:36pt;text-indent:-18pt"><span lang="ES" style="font-family:Symbol">·</span><span lang="ES" style="font-size:7pt">     </span><span lang="ES"><b>Resultados</b>: Archivos CSV con los resultados de los 64 trials de Ray Tune</span></p>
 <h2 style="mso-list:l22 level2 lfo18"><span lang="ES" style="text-transform:none">A.2 Estructura del Repositorio</span></h2>
-<p class="MsoCaption" style="text-align:center"><a name="_TocFigura8"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Figura </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Figura \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">8</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Diagrama 8</span></i></p>
-<p class="MsoNormal" style="text-align:center"><span lang="ES"><img alt="Diagrama 8" src="figures/figura_8.png" style="max-width:350px;max-height:400px;width:auto;height:auto"/></span></p>
+<a name="_Ref_Fig8"></a><p class="MsoCaption" style="text-align:center"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Figura <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Figura \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->8<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Estructura del repositorio del proyecto</span></i></p>
+<p class="MsoNormal" style="text-align:center"><span lang="ES"><img alt="Estructura del repositorio del proyecto" src="figures/figura_8.png" style="width:12cm;max-width:100%"/></span></p>
 <p class="Piedefoto-tabla" style="margin-left:0cm;text-align:center"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
 <p class="MsoNormal"><span lang="ES"><b>Descripción de componentes:</b></span></p>
@@ -5282,7 +5273,7 @@ major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin
 <p class="MsoListParagraphCxSpMiddle" style="margin-left:36pt;text-indent:-18pt"><span lang="ES" style="font-family:Symbol">·</span><span lang="ES" style="font-size:7pt">     </span><span lang="ES"><b>instructions/</b>: Instrucciones y plantilla UNIR</span></p>
 <h2 style="mso-list:l22 level2 lfo18"><span lang="ES" style="text-transform:none">A.3 Requisitos de Software</span></h2>
 <p class="MsoNormal"><span lang="ES">Para reproducir los experimentos se requieren las siguientes dependencias:</span></p>
-<p class="MsoCaption"><a name="_TocTabla30"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla </span></b></a><!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">30</span></b><!--[if supportFields]><span style='mso-element:field-end'></span><![endif]--><b><span lang="ES" style="font-size:12.0pt;line-height:150%">.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%;font-weight:normal">Tabla de datos.</span></i></p>
+<a name="_Ref_Tab30"></a><p class="MsoCaption"><b><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla <!--[if supportFields]><span style='mso-element:field-begin'></span> SEQ Tabla \* ARABIC <span style='mso-element:field-separator'></span><![endif]-->30<!--[if supportFields]><span style='mso-element:field-end'></span><![endif]-->.</span></b><span lang="ES" style="font-size:12.0pt;line-height:150%"> </span><i><span lang="ES" style="font-size:12.0pt;line-height:150%">Tabla de datos.</span></i></p>
 <table border="0" cellpadding="0" cellspacing="0" class="MsoTableGrid" style="border-collapse:collapse;border:none"><tr><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Componente</span></b></p></td><td style="border-top:solid windowtext 1.0pt;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><b><span lang="ES">Versión</span></b></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Python</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">3.11.9</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">PaddlePaddle</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">3.2.2</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">PaddleOCR</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">3.3.2</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Ray</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">2.52.1</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">Optuna</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">4.6.0</span></p></td></tr><tr><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">jiwer</span></p></td><td style="border:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">(última versión)</span></p></td></tr><tr><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">PyMuPDF</span></p></td><td style="border-top:none;border-bottom:solid windowtext 1.0pt;border-left:none;border-right:none;padding:5px"><p class="MsoNormal" style="margin:0"><span lang="ES">(última versión)</span></p></td></tr></table>
 <p class="Piedefoto-tabla" style="margin-left:0cm"><span lang="ES">Fuente: Elaboración propia.</span></p>
 <p class="MsoNormal"><span lang="ES"><o:p> </o:p></span></p>
@@ -5296,7 +5287,6 @@ major-latin;mso-bidi-font-family:"Calibri Light";mso-bidi-theme-font:major-latin
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