Report Generation on WSI-Bench
55.6BLEU-1MLLM-HWSI
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MLLM-HWSI2026.03 | 55.6 | 42.6 | 34.8 | 28.7 | 55.1 | 51.3 | — | — | |
| PathMem2026.03 | 54.8 | 42 | 34.7 | 30.2 | 53.6 | 53.1 | 50.8 | 53 | |
| WSI-LLaVA2026.03 | 48 | 35.8 | 28.7 | 24 | 49 | 46.5 | 38 | 42.9 | |
| WSI-LLaVA2026.03 | 48 | 35.8 | 28.7 | 24 | 49 | 46.5 | — | — | |
| Quilt-LLaVA2026.03 | 47.4 | 35.1 | 28.2 | 23.6 | 47.5 | 46 | 32.4 | 33.3 | |
| Quilt-LLaVA2026.03 | 47.4 | 35.1 | 28.2 | 23.6 | 47.5 | 46 | — | — | |
| SlideChat2026.03 | 44.1 | 31 | 27.7 | 19.1 | 46.3 | 42.2 | — | — | |
| Hist-Gen2026.03 | 40.6 | 30.7 | 24.8 | 20.8 | 44.8 | 41.6 | 30 | 39.7 | |
| HistGen2026.03 | 40.6 | 30.7 | 24.8 | 20.8 | 44.8 | 41.6 | — | — | |
| MI-Gen2026.03 | 40.3 | 30.6 | 24.8 | 20.9 | 44.6 | 40.7 | 31 | 37.7 | |
| MIGen2026.03 | 40.3 | 30.6 | 24.8 | 20.9 | 44.6 | 40.7 | — | — | |
| TITAN2026.03 | 39.9 | 32.1 | 22.3 | 20.3 | 30.4 | 38.5 | — | — | |
| WSICaption2026.03 | 20.3 | 15.6 | 18.3 | 13 | 26.5 | 31.7 | — | — | |
| GPT-4o2026.03 | 20.2 | 6.9 | 3 | 1.6 | 13.2 | 16.7 | 6.7 | 13.8 | |
| GPT-4V2026.03 | 20.2 | 6.9 | 3 | 1.6 | 13.2 | 16.7 | — | — |