Retrieval on LegalBench RAG (Recall, Precision, IE)
36.91RecallSPROUTRAG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SPROUTRAG2026.06 | 36.91 | 53.48 | 19.74 | |
| MoC2026.06 | 32.18 | 46.11 | 14.84 | |
| PropRAG2026.06 | 31.47 | 45.28 | 14.25 | |
| SAKI-RAG2026.06 | 31.38 | 46.27 | 14.52 | |
| LightRAG2026.06 | 30.62 | 43.97 | 13.47 | |
| LLMtype=inference-time oracle, metadata=10 Topics2026.06 | 29.7 | 59.47 | 40.1 | |
| RAPTOR2026.06 | 28.64 | 39.83 | 11.41 | |
| Meta-Chunking-MSP2026.06 | 28.31 | 39.26 | 11.12 | |
| MCompassRAGmetadata=10 Topics2026.06 | 27.9 | 55.1 | 38.4 | |
| Meta-Chunking-PPL2026.06 | 27.82 | 38.41 | 10.69 | |
| Dense X Retrieval2026.06 | 24.83 | 35.74 | 8.88 | |
| LLMtype=inference-time oracle2026.06 | 22.13 | 50.4 | 33.93 | |
| SAKI-RAG2026.06 | 19.27 | 46.3 | 31.23 | |
| Meta-Chunkingvariant=PPL2026.06 | 13.57 | 37.53 | 32.7 | |
| Meta-Chunkingvariant=MSP2026.06 | 11.07 | 36.1 | 28.3 | |
| RAPTOR2026.06 | 8.2 | 32.23 | 24.27 | |
| DenseXRetrieval2026.06 | 5.13 | 24.93 | 19.53 |