Ad-Hoc Information Retrieval on TREC Robust04
Metric: MAP (higher is better)
Metric: MAP (higher is better)
| # | Model↕ | MAP▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | monoT5-3B (zero-shot) | 0.3876 | No | Document Ranking with a Pretrained Sequence-to-S... | 2020-03-14 | Code |
| 2 | BERT FT(Microblog) | 0.3278 | No | Simple Applications of BERT for Ad Hoc Document ... | 2019-03-26 | Code |
| 3 | Anserini BM25+RM3 | 0.302 | No | - | - | Code |
| 4 | SNRM-PRF | 0.2971 | No | - | - | Code |
| 5 | NPRF-DRMM | 0.2904 | No | NPRF: A Neural Pseudo Relevance Feedback Framewo... | 2018-10-30 | Code |
| 6 | SNRM | 0.2856 | No | - | - | Code |
| 7 | NPRF-KNRM | 0.2846 | No | NPRF: A Neural Pseudo Relevance Feedback Framewo... | 2018-10-30 | Code |
| 8 | FNRM-RankProb_Embed | 0.2837 | No | Neural Ranking Models with Weak Supervision | 2017-04-28 | Code |
| 9 | FNRM-Rank_Embed | 0.2811 | No | Neural Ranking Models with Weak Supervision | 2017-04-28 | Code |
| 10 | DRMM | 0.279 | No | A Deep Relevance Matching Model for Ad-hoc Retri... | 2017-11-23 | Code |
| 11 | POSIT-DRMM-MV | 0.271 | No | Deep Relevance Ranking Using Enhanced Document-Q... | 2018-09-05 | Code |
| 12 | PACRR | 0.258 | No | Deep Relevance Ranking Using Enhanced Document-Q... | 2018-09-05 | Code |
| 13 | QL | 0.2499 | No | - | - | Code |
| 14 | KNRM | 0.2464 | No | NPRF: A Neural Pseudo Relevance Feedback Framewo... | 2018-10-30 | Code |