Update README.md

README.md

@@ -27,6 +27,26 @@ tags:
 
 # KarantaOCR: Efficient Document Processing for African Languages
 
+## Table of Contents
+
+- [Model Description](#model-description)
+- [Training Data](#training-data)
+  - [Stage 1: General OCR Training](#stage-1-general-ocr-training)
+  - [Stage 2: African Language Fine-Tuning](#stage-2-african-language-fine-tuning)
+  - [Training Plots](#training-plots)
+- [Capabilities](#capabilities)
+- [Evaluation](#evaluation)
+  - [Results -- KarantaOCR-Bench](#results----karantaocr-bench)
+  - [Results -- OlmoOCR-Bench](#results----olmocr-bench)
+- [How to Use](#how-to-use)
+  - [Load the Model and Processor](#load-the-model-and-processor)
+  - [Prepare a PDF Page for Inference](#prepare-a-pdf-page-for-inference)
+  - [Run OCR Inference](#run-ocr-inference)
+  - [End-to-End Example](#end-to-end-example)
+- [Citation Information](#citation-information)
+
+---
+
 ## Model Description
 
 #### [Paper](....)
@@ -59,6 +79,21 @@ KarantaOCR was trained using a **two-stage curriculum fine-tuning strategy**.
 
 This stage emphasizes accurate transcription of **diacritics, special characters, and region-specific typography**.
 
+### Training Plots
+
+<div align="left">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/604b97e27032db3f5e8d6e8e/5Jf26jOGs12rrMwy3hwrI.png" alt="Train Loss" width="600"/>
+</div>
+
+<div align="left">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/604b97e27032db3f5e8d6e8e/9z4t6so8DIaykrFQHs0Su.png" alt="Eval Loss" width="600"/>
+</div>
+
+<div align="left">
+<img src="https://cdn-uploads.huggingface.co/production/uploads/604b97e27032db3f5e8d6e8e/-TJltGBXNFABTkShCyvsL.png" alt="Learning Rate" width="600"/>
+</div>
+
+
 ---
 
 ## Capabilities