Information Retrieval on EntityQuestions

Metric: Recall@20 (higher is better)

LeaderboardDataset

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#	Model↕	Recall@20▼	Extra Data	Paper	Date↕	Code
1	TOME-2	0.838	No	Mention Memory: incorporating textual knowledge ...	2021-10-12	Code
2	SPAR-PAQ	0.74	No	Salient Phrase Aware Dense Retrieval: Can a Dens...	2021-10-13	Code
3	BM25	0.72	No	Simple Entity-Centric Questions Challenge Dense ...	2021-09-17	Code
4	Zero-NeR	0.671	No	Can a Frozen Pretrained Language Model be used f...	2023-03-09	-
5	Contriever	0.647	No	Can a Frozen Pretrained Language Model be used f...	2023-03-09	-
6	DPR-multi	0.567	No	Simple Entity-Centric Questions Challenge Dense ...	2021-09-17	Code
7	DPR-NQ	0.497	No	Simple Entity-Centric Questions Challenge Dense ...	2021-09-17	Code

#1TOME-2SOTA
0.838
Recall@20· 2021-10-12
Mention Memory: incorporating textual knowledge into Transformers through entity mention attention Code
#2SPAR-PAQ
0.74
Recall@20· 2021-10-13
Salient Phrase Aware Dense Retrieval: Can a Dense Retriever Imitate a Sparse One?Code
#3BM25SOTA
0.72
Recall@20· 2021-09-17
Simple Entity-Centric Questions Challenge Dense Retrievers Code
#4Zero-NeR
0.671
Recall@20· 2023-03-09
Can a Frozen Pretrained Language Model be used for Zero-shot Neural Retrieval on Entity-centric Questions?
#5Contriever
0.647
Recall@20· 2023-03-09
Can a Frozen Pretrained Language Model be used for Zero-shot Neural Retrieval on Entity-centric Questions?
#6DPR-multi
0.567
Recall@20· 2021-09-17
Simple Entity-Centric Questions Challenge Dense Retrievers Code
#7DPR-NQ
0.497
Recall@20· 2021-09-17
Simple Entity-Centric Questions Challenge Dense Retrievers Code