Dense Retrieval

Benchmarks

Dataset Name	SOTA Method	Metric
BEIR zero-shot	RetroMAE	TREC-COVID77.2	13	1mo ago
Natural Question (test)	RetroMAE	Recall@1077.04	9	1mo ago
2AIRTC (test)	multilingual-e5-large-instruct	MRR@1000.905	8	1mo ago
Industrial E-commerce Dataset	SCI w/o CI	Precision@105.94	7	1mo ago
CAsT-20		MRR59.1	7	1mo ago
CAsT-19		MRR74	7	1mo ago
TREC DL20 v1.5	SFT+DPO	nDCG@100.7057	6	1mo ago
TREC DL19 v1.5	SFT+DPO	nDCG@1072.26	6	1mo ago
FEVER	OPERA Static Pruning (SP)	NDCG@100.915	5	1mo ago
HotpotQA	OPERA Dynamic Pruning (DP)	NDCG@100.812	5	1mo ago
TriviaQA	OPERA Static Pruning (SP)	NDCG@1050.1	5	1mo ago
ANTIQUE	OPERA Dynamic Pruning (DP)	NDCG@100.59	5	1mo ago
FiQA	OPERA Dynamic Pruning (DP)	NDCG@100.524	5	1mo ago
TripClick (t)	OPERA Dynamic Pruning (DP)	NDCG@1024.9	5	1mo ago
TripClick h	OPERA Dynamic Pruning (DP)	NDCG@1030.9	5	1mo ago
NFCorpus	OPERA Static Pruning (SP)	NDCG@1049.1	5	1mo ago
MS MARCO (dev)	RetroMAE	MRR@100.416	5	1mo ago
SciFact	GPL	Relative Improvement (%)4.8	4	1mo ago
FiQA	GPL	Relative Improvement14.6	4	1mo ago
ArguAna	GPL	Relative Improvement (%)29.8	4	1mo ago
SciDocs	GPL	Relative Improvement (%)13.4	4	1mo ago

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