Multi-document Multi-entity Question Answering on Loong 200K-250K Tokens
72.86Spotlight Locating Avg ScoreDocSage
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| DocSageMethod=DocSage (Ours)2026.03 | 72.86 | 71 | 61.65 | 30 | 70.34 | 39 | 69.85 | 54 | 60.52 | 47 | |
| StructRAGMethod=StructRAG2026.03 | 58.01 | 19 | 56.73 | 26 | 57.72 | 0 | 36.42 | 5 | 52.45 | 10 | |
| GPT-4o + RAGMethod=GPT-4o + RAG2026.03 | 53.21 | 24 | 24.85 | 10 | 27.05 | 0 | 17.97 | 0 | 29.58 | 7 | |
| GPT-4oMethod=GPT-4o2026.03 | 37.53 | 19 | 24.45 | 8 | 31.01 | 0 | 33.55 | 7 | 31.73 | 7 | |
| GraphRAGMethod=GraphRAG2026.03 | 17.85 | 0 | 27.2 | 0 | 21.33 | 1 | 34.15 | 34 | 23.94 | 5 |