Update README.md

README.md

@@ -6,24 +6,30 @@ license: cdla-permissive-2.0
 
 *PubTables-v2* is a new large-scale dataset for full-page and multi-page table extraction.
 
+<img src="https://cdn-uploads.huggingface.co/production/uploads/631b793ff6bc4be4a65092ed/w9BXjqpGduqiPZ-QZCfYO.jpeg" alt="PubTables-v2 Figure 2" width="800">
+
 ## Collections
 
 It comes in 3 collections:
-- **Cropped Tables**
-  - **135,578** cropped tables, with each sample containing exactly one table cropped closely to its border
-  - In contrast with PubTables-1M, all of the cropped tables in this collection are either long (30 or more rows) or wide (12 or more columns)
-  - The data in this collection supports the traditional table structure recognition (TSR) task
-  - Note: **5,804** of these tables are currently part of an unreleased, private test set
-- **Single Pages**
-  - **467,541** individual document pages, with each page containing 1 or more tables
-  - This collection contains **548,414** tables annotated in their full-page context
-  - The data in this collection supports the task of TD and the task of end-to-end table extraction (TE), or TSR in a full-page context
-  - Note: **43,288** of these pages are currently part of an unreleased, private test set
-- **Full Documents**
-  - **9,172** full documents, with all pages included and all tables annotated
-  - This collection focuses on multi-page tables specifically—every document contains at least one multi-page table
-  - In total there are **9,492** multi-page tables, **630** single-page tables split across multiple columns, and **14,740** single-page, single-part tables
-  - The data in this collection supports the tasks of multi-page TD, multi-page TSR (cell structure and content but not location), and cross-page table continuation prediction
+### Cropped Tables
+- **135,578** cropped tables, with each sample containing exactly one table cropped closely to its border
+- In contrast with PubTables-1M, all of the cropped tables in this collection are either long (30 or more rows) or wide (12 or more columns)
+- The data in this collection supports the traditional table structure recognition (TSR) task
+- Note: **5,804** of these tables are currently part of an unreleased, private test set
+
+### Single Pages
+- **467,541** individual document pages, with each page containing 1 or more tables
+- This collection contains **548,414** tables annotated in their full-page context
+- The data in this collection supports the task of TD and the task of end-to-end table extraction (TE), or TSR in a full-page context
+- Note: **43,288** of these pages are currently part of an unreleased, private test set
+  
+### Full Documents
+<img src="https://cdn-uploads.huggingface.co/production/uploads/631b793ff6bc4be4a65092ed/w9BXjqpGduqiPZ-QZCfYO.jpeg" alt="PubTables-v2 Figure 2" width="500">
+
+- **9,172** full documents, with all pages included and all tables annotated
+- This collection focuses on multi-page tables specifically—every document contains at least one multi-page table
+- In total there are **9,492** multi-page tables, **630** single-page tables split across multiple columns, and **14,740** single-page, single-part tables
+- The data in this collection supports the tasks of multi-page TD, multi-page TSR (cell structure and content but not location), and cross-page table continuation prediction
 
 Note: A small percentage of the samples in PubTables-v2 are currently part of a private, unreleased test set.
 These samples are held back to evaluate data leakage for the public test set in future models and will be released at some point in the future.