Retrieval on TechSlides
0.85NDCG@5RobTab ColQwen
Evaluation results
| Method | Links | |
|---|---|---|
| RobTab ColQwenFine-tuning Data=Rephrased + Table-heavy (RobTab), Input Processing=Vision, Rephrasing Level=Level 32025.02 | 0.85 | |
| RobTab ColPaliFine-tuning Data=Rephrased + Table-heavy (RobTab), Input Processing=Vision, Rephrasing Level=Level 32025.02 | 0.833 | |
| Rob ColQwenFine-tuning Data=Rephrased dataset (Rob), Input Processing=Vision, Rephrasing Level=Level 32025.02 | 0.83 | |
| Rob ColPaliFine-tuning Data=Rephrased dataset (Rob), Input Processing=Vision, Rephrasing Level=Level 32025.02 | 0.828 | |
| Tab ColQwenFine-tuning Data=Table-heavy dataset (Tab), Input Processing=Vision, Rephrasing Level=Level 32025.02 | 0.789 | |
| ColQwenInput Processing=Vision, Rephrasing Level=Level 32025.02 | 0.781 | |
| Tab ColPaliFine-tuning Data=Table-heavy dataset (Tab), Input Processing=Vision, Rephrasing Level=Level 32025.02 | 0.776 | |
| ColPaliInput Processing=Vision, Rephrasing Level=Level 32025.02 | 0.758 | |
| BGE-M3 (Captioning)Input Processing=Captioning, Rephrasing Level=Level 32025.02 | 0.517 | |
| BGE-M3 (OCR)Input Processing=OCR, Rephrasing Level=Level 32025.02 | 0.497 | |
| BM25 (Captioning)Input Processing=Captioning, Rephrasing Level=Level 32025.02 | 0.361 | |
| BM25 (OCR)Input Processing=OCR, Rephrasing Level=Level 32025.02 | 0.312 |