| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| BEIR | DIVE | SciFact0.9954 | 174 | 23d ago | |
| BEIR (test) | UnIte | TREC-COVID Score91.6 | 130 | 1mo ago | |
| PIRE multi-chunk | ChunkNorris | R@1081 | 96 | 4mo ago | |
| PIRE single-chunk 1.0 (test) | ChunkNorris | R@1086 | 96 | 4mo ago | |
| BRIGHT | qwen3-4b | Mean nDCG@1054.8 | 94 | 1mo ago | |
| BEIR v1.0.0 (test) | ARHN(Filter) | ArguAna72.9 | 75 | 2mo ago | |
| Robust04 | CEDR-KNRM | P@2046.67 | 72 | 1mo ago | |
| NFCorpus (test) | Ours | NDCG@100.462 | 69 | 29d ago | |
| SciFact (test) | Ours | NDCG@100.906 | 65 | 2mo ago | |
| TREC DL'19 | RSD | nDCG@1077 | 61 | 2mo ago | |
| NIAH (test) | Average Score99.6 | 59 | 3mo ago | ||
| TREC-COVID | Blended RAG | NDCG@1087 | 59 | 3mo ago | |
| MS MARCO (test) | Ours | NDCG@100.714 | 56 | 1mo ago | |
| MS MARCO | IMRNNs | NDCG@1093 | 56 | 23d ago | |
| CLINC150 | Qwen3-Embedding-8B | MAP88 | 55 | 2mo ago | |
| REALSCHOLAR | Qwen3-Embedding-8B | MAP70 | 55 | 2mo ago | |
| FollowIR | Qwen3-Embedding-8B | MAP0.49 | 55 | 1mo ago | |
| NQ320k | DDRO | Hits@148.92 | 54 | 2mo ago | |
| SciFact | nDCG@1077.77 | 51 | 3mo ago | ||
| COVID | LW-window (IQ) | nDCG@1078.1 | 50 | 2mo ago | |
| TREC DL20 | ColBERTv2-rerank | NDCG@1075.6 | 50 | 4mo ago | |
| LIMIT benchmark (test) | Recall@285.7 | 46 | 4mo ago | ||
| FIQA BEIR (test) | DIVE | nDCG@1093.19 | 44 | 2mo ago | |
| TREC DL 2019 | ColBERTv2 | nDCG@1074.4 | 43 | 23d ago | |
| TREC DL 2020 | SPLADE-v3 | nDCG@1075.4 | 43 | 1mo ago |
