Multi-document Multi-entity Question Answering on Loong (50K-100K Tokens)
88.79Spotlight Locating Score (Avg)DocSage
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| DocSageMethod=DocSage (Ours)2026.03 | 88.79 | 88 | 75.68 | 50 | 63.19 | 42 | 71.23 | 55 | 70.76 | 54 | |
| GPT-4oMethod=GPT-4o2026.03 | 88.5 | 73 | 61.01 | 41 | 48.79 | 11 | 63.33 | 35 | 59.55 | 30 | |
| StructRAGMethod=StructRAG2026.03 | 69.36 | 42 | 64.98 | 37 | 62.63 | 17 | 55.79 | 19 | 62.17 | 24 | |
| GPT-4o + RAGMethod=GPT-4o + RAG2026.03 | 67.6 | 47 | 47.21 | 32 | 39.73 | 5 | 47.07 | 22 | 46.33 | 19 | |
| GraphRAGMethod=GraphRAG2026.03 | 24.55 | 0 | 14.15 | 0 | 37.48 | 0 | 45.79 | 12 | 32.73 | 3 |