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

Ad-Hoc Information Retrieval on TREC Robust04

Metric: nDCG@20 (higher is better)

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#Model↕nDCG@20▼Extra DataPaperDate↕Code
1monoT5-3B (zero-shot)0.6091NoDocument Ranking with a Pretrained Sequence-to-S...2020-03-14Code
2PARADE(ELECTRA)0.5399NoPARADE: Passage Representation Aggregation for D...2020-08-20Code
3CEDR-KNRM0.5381NoCEDR: Contextualized Embeddings for Document Ran...2019-04-15Code
4PARADE(BERT)0.5252NoPARADE: Passage Representation Aggregation for D...2020-08-20Code
5BERT-MaxP0.469NoDeeper Text Understanding for IR with Contextual...2019-05-22Code
6BERT-SumP0.467NoDeeper Text Understanding for IR with Contextual...2019-05-22Code
7POSIT-DRMM-MV0.464NoDeep Relevance Ranking Using Enhanced Document-Q...2018-09-05Code
8Vanilla BERT0.4541NoCEDR: Contextualized Embeddings for Document Ran...2019-04-15Code
9NPRF-DRMM0.4502NoNPRF: A Neural Pseudo Relevance Feedback Framewo...2018-10-30Code
10PACRR0.445NoDeep Relevance Ranking Using Enhanced Document-Q...2018-09-05Code
11BERT-FirstP0.444NoDeeper Text Understanding for IR with Contextual...2019-05-22Code
12SNRM-PRF0.4391No--Code
13NPRF-KNRM0.4327NoNPRF: A Neural Pseudo Relevance Feedback Framewo...2018-10-30Code
14SNRM0.431No--Code
15DRMM0.431NoA Deep Relevance Matching Model for Ad-hoc Retri...2017-11-23Code
16KNRM0.3989NoNPRF: A Neural Pseudo Relevance Feedback Framewo...2018-10-30Code