Information Retrieval on Natural Questions

Metric: Precision@100 (higher is better)

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#	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

#1ReAttSOTA
90.4
Precision@100· 2022-12-05
Retrieval as Attention: End-to-end Learning of Retrieval and Reading within a Single Transformer Code
#2DPR-PAQSOTA
89.22
Precision@100· Extra Data· 2021-07-28
Domain-matched Pre-training Tasks for Dense Retrieval Code
#3SPAR
88.8
Precision@100· 2021-10-13
Salient Phrase Aware Dense Retrieval: Can a Dense Retriever Imitate a Sparse One?Code
#4RocketQASOTA
88.5
Precision@100· 2020-10-16
RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question Answering Code
#5DPR+ELECTRA-large-extreader-reranker
88.25
Precision@100· 2021-09-08
R2-D2: A Modular Baseline for Open-Domain Question Answering Code
#6DPR+RoBERTa-base-crossencoder-reranker
88.03
Precision@100· 2021-09-08
R2-D2: A Modular Baseline for Open-Domain Question Answering Code
#7ANCESOTA
87.5
Precision@100· 2020-07-01
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval Code
#8DPRSOTA
86
Precision@100· 2020-04-10
Dense Passage Retrieval for Open-Domain Question Answering Code
#9BM25+RM3
79.6
Precision@100· 2020-09-17
Generation-Augmented Retrieval for Open-domain Question Answering Code