Question Answering on MP-DocVQA
18.17ANLSM3DOCDEP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| M3DOCDEPtop-k={1, 2, 3, 4}, Readers=LLaVA-OneVision-1.5, InternVL-3.5, and Qwen2.5-VL, RAG protocol=shared corpus-level RAG protocol2026.04 | 18.17 | 15.29 | 20.14 | |
| MultiDocFusiontop-k={1, 2, 3, 4}, Readers=LLaVA-OneVision-1.5, InternVL-3.5, and Qwen2.5-VL, RAG protocol=shared corpus-level RAG protocol2026.04 | 16.15 | 13.16 | 18.5 | |
| Structure-based chunkingtop-k={1, 2, 3, 4}, Readers=LLaVA-OneVision-1.5, InternVL-3.5, and Qwen2.5-VL, RAG protocol=shared corpus-level RAG protocol2026.04 | 15.37 | 9.8 | 12.78 | |
| Length chunkingtop-k={1, 2, 3, 4}, Readers=LLaVA-OneVision-1.5, InternVL-3.5, and Qwen2.5-VL, RAG protocol=shared corpus-level RAG protocol2026.04 | 13.98 | 9.66 | 14.08 | |
| Perplexity chunkingtop-k={1, 2, 3, 4}, Readers=LLaVA-OneVision-1.5, InternVL-3.5, and Qwen2.5-VL, RAG protocol=shared corpus-level RAG protocol2026.04 | 13.44 | 7.51 | 9.5 | |
| Semantic chunkingtop-k={1, 2, 3, 4}, Readers=LLaVA-OneVision-1.5, InternVL-3.5, and Qwen2.5-VL, RAG protocol=shared corpus-level RAG protocol2026.04 | 13.32 | 8.05 | 9.78 | |
| LumberChunkertop-k={1, 2, 3, 4}, Readers=LLaVA-OneVision-1.5, InternVL-3.5, and Qwen2.5-VL, RAG protocol=shared corpus-level RAG protocol2026.04 | 13.07 | 7.69 | 9.93 |