Retrieval on SciFact (nDCG and Recall)
0.952Recall@10LightRAG
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LightRAGLLM=GPT2026.03 | 0.952 | — | — | — | — | — | 0.427 | |
| LightRAGLLM=LLaMA2026.03 | 0.935 | — | — | — | — | — | 0.361 | |
| LiteSemRAG2026.03 | 0.923 | — | — | — | — | — | 0.692 | |
| GraphRAGLLM=GPT2026.03 | 0.874 | — | — | — | — | — | — | |
| Search-R3-Smallreasoning=true2025.10 | 0.795 | 0.56 | 0.672 | 0.704 | 0.535 | 0.933 | — | |
| Instructor-XLreasoning=false2025.10 | 0.785 | 0.52 | 0.645 | 0.672 | 0.491 | 0.903 | — | |
| BGE-M3reasoning=false2025.10 | 0.783 | 0.51 | 0.644 | 0.672 | 0.482 | 0.907 | — | |
| Search-R3-Smallreasoning=false2025.10 | 0.761 | 0.503 | 0.624 | 0.657 | 0.478 | 0.913 | — | |
| GTR-T5-XLreasoning=false2025.10 | 0.748 | 0.537 | 0.642 | 0.68 | 0.51 | 0.921 | — | |
| Sentence-T5-XLreasoning=false2025.10 | 0.648 | 0.397 | 0.509 | 0.557 | 0.37 | 0.874 | — |