Multi-document Multi-entity Question Answering on Loong 10K-50K Tokens
91.12Spotlight Locating Avg ScoreDocSage
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| DocSageMethod=DocSage (Ours)2026.03 | 91.12 | 94 | 87.1 | 58 | 67.97 | 45 | 90.84 | 70 | 80.09 | 62 | |
| GPT-4oMethod=GPT-4o2026.03 | 87.38 | 83 | 65.56 | 34 | 58.15 | 24 | 83.21 | 56 | 71.81 | 45 | |
| StructRAGMethod=StructRAG2026.03 | 76.02 | 48 | 77.09 | 48 | 66.43 | 23 | 69.2 | 35 | 70.82 | 36 | |
| GPT-4o + RAGMethod=GPT-4o + RAG2026.03 | 50.57 | 35 | 44.08 | 27 | 37.58 | 5 | 53.41 | 35 | 45.65 | 23 | |
| GraphRAGMethod=GraphRAG2026.03 | 32.3 | 2 | 28.15 | 3 | 41.52 | 14 | 55.38 | 44 | 41.64 | 18 |