Information Retrieval on RegOps-Bench
63.8Recall@10RefWalk
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RefWalk2026.05 | 63.8 | 44.4 | 57.4 | |
| RefWalkAblation=w/o anchor2026.05 | 60.4 | 41.6 | 55.4 | |
| RefWalkAblation=w/o OKG2026.05 | 60.3 | 41.2 | 54.8 | |
| RefWalkAblation=w/o multi-view2026.05 | 59.9 | 41.2 | 54.5 | |
| Dense+Rerank2026.05 | 57 | 36.4 | 53.5 | |
| PIKE-RAG2026.05 | 54.8 | 35.6 | 52.1 | |
| Dense2026.05 | 54.4 | 35.6 | 45.3 | |
| Query Decomp2026.05 | 50.1 | 31.2 | 42.7 | |
| LightRAG2026.05 | 43.9 | 30.4 | 31 | |
| HippoRAG-22026.05 | 41.7 | 27.6 | 25.9 | |
| BM252026.05 | 33.8 | 23.6 | 26.4 |