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SotA/Natural Language Processing/Ad-Hoc Information Retrieval/TREC Robust04

Ad-Hoc Information Retrieval on TREC Robust04

Metric: P@20 (higher is better)

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#Model↕P@20▼Extra DataPaperDate↕Code
1monoT5-3B (zero-shot)0.5165NoDocument Ranking with a Pretrained Sequence-to-S...2020-03-14Code
2CEDR-KNRM0.4667NoCEDR: Contextualized Embeddings for Document Ran...2019-04-15Code
3PARADE(ELECTRA)0.4604NoPARADE: Passage Representation Aggregation for D...2020-08-20Code
4PARADE(BERT)0.4486NoPARADE: Passage Representation Aggregation for D...2020-08-20Code
5BERT FT(Microblog)0.4287NoSimple Applications of BERT for Ad Hoc Document ...2019-03-26Code
6NPRF-DRMM0.4064NoNPRF: A Neural Pseudo Relevance Feedback Framewo...2018-10-30Code
7Vanilla BERT0.4042NoCEDR: Contextualized Embeddings for Document Ran...2019-04-15Code
8Anserini BM25+RM30.4012No--Code
9SNRM-PRF0.3948No--Code
10NPRF-KNRM0.3926NoNPRF: A Neural Pseudo Relevance Feedback Framewo...2018-10-30Code
11POSIT-DRMM-MV0.389NoDeep Relevance Ranking Using Enhanced Document-Q...2018-09-05Code
12DRMM0.382NoA Deep Relevance Matching Model for Ad-hoc Retri...2017-11-23Code
13SNRM0.3766No--Code
14PACRR0.374NoDeep Relevance Ranking Using Enhanced Document-Q...2018-09-05Code
15KNRM0.351NoNPRF: A Neural Pseudo Relevance Feedback Framewo...2018-10-30Code