| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| BEIR (test) | UnIte | TREC-COVID Score91.6 | 126 | 12d ago | |
| BEIR | DIVE | SciFact0.9954 | 120 | 21h ago | |
| PIRE multi-chunk | ChunkNorris | R@1081 | 96 | 3mo ago | |
| PIRE single-chunk 1.0 (test) | ChunkNorris | R@1086 | 96 | 3mo ago | |
| BRIGHT | qwen3-4b | Mean nDCG@1054.8 | 94 | 21h ago | |
| BEIR v1.0.0 (test) | ARHN(Filter) | ArguAna72.9 | 75 | 1mo ago | |
| Robust04 | CEDR-KNRM | P@2046.67 | 72 | 5d ago | |
| NFCorpus (test) | Ours | NDCG@100.462 | 67 | 7d ago | |
| SciFact (test) | Ours | NDCG@100.906 | 65 | 7d ago | |
| TREC DL'19 | RSD | nDCG@1077 | 61 | 29d ago | |
| NIAH (test) | Average Score99.6 | 59 | 1mo ago | ||
| TREC-COVID | Blended RAG | NDCG@1087 | 59 | 1mo ago | |
| MS MARCO (test) | Ours | NDCG@100.714 | 56 | 4d ago | |
| MS MARCO | IMRNNs | NDCG@1093 | 56 | 3mo ago | |
| CLINC150 | Qwen3-Embedding-8B | MAP88 | 55 | 20d ago | |
| REALSCHOLAR | Qwen3-Embedding-8B | MAP70 | 55 | 20d ago | |
| FollowIR | Qwen3-Embedding-8B | MAP0.49 | 55 | 20d ago | |
| NQ320k | DDRO | Hits@148.92 | 54 | 7d ago | |
| SciFact | nDCG@1077.77 | 51 | 1mo ago | ||
| COVID | LW-window (IQ) | nDCG@1078.1 | 50 | 22d ago | |
| TREC DL20 | ColBERTv2-rerank | NDCG@1075.6 | 50 | 2mo ago | |
| LIMIT benchmark (test) | Recall@285.7 | 46 | 2mo ago | ||
| FIQA BEIR (test) | DIVE | nDCG@1093.19 | 44 | 12d ago | |
| LoTTE pooled (test) | Double-encoder - Seismic | Retrieval Time (ms)1.3 | 41 | 3mo ago | |
| BANKING77 | Qwen3-Embedding-8B | MAP71 | 40 | 20d ago |
