Metric: Precision@100 (higher is better)
| # | Model↕ | Precision@100▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ReAtt | 90.4 | No | Retrieval as Attention: End-to-end Learning of R... | 2022-12-05 | Code |
| 2 | DPR-PAQ | 89.22 | Yes | Domain-matched Pre-training Tasks for Dense Retr... | 2021-07-28 | Code |
| 3 | SPAR | 88.8 | No | Salient Phrase Aware Dense Retrieval: Can a Dens... | 2021-10-13 | Code |
| 4 | RocketQA | 88.5 | No | RocketQA: An Optimized Training Approach to Dens... | 2020-10-16 | Code |
| 5 | DPR+ELECTRA-large-extreader-reranker | 88.25 | No | R2-D2: A Modular Baseline for Open-Domain Questi... | 2021-09-08 | Code |
| 6 | DPR+RoBERTa-base-crossencoder-reranker | 88.03 | No | R2-D2: A Modular Baseline for Open-Domain Questi... | 2021-09-08 | Code |
| 7 | ANCE | 87.5 | No | Approximate Nearest Neighbor Negative Contrastiv... | 2020-07-01 | Code |
| 8 | DPR | 86 | No | Dense Passage Retrieval for Open-Domain Question... | 2020-04-10 | Code |
| 9 | BM25+RM3 | 79.6 | No | Generation-Augmented Retrieval for Open-domain Q... | 2020-09-17 | Code |