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Information Retrieval

Information retrieval is the task of ranking a list of documents or search results in response to a query

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Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 41–50 of 4740 papers

Title	Date	Tasks	Status	Hype
MS MARCO Web Search: a Large-scale Information-rich Web Dataset with Millions of Real Click Labels	May 13, 2024	Information RetrievalRetrieval	CodeCode Available	3
ReasonIR: Training Retrievers for Reasoning Tasks	Apr 29, 2025	Information RetrievalMMLU	CodeCode Available	3
FreshDiskANN: A Fast and Accurate Graph-Based ANN Index for Streaming Similarity Search	May 20, 2021	Information RetrievalRetrieval	CodeCode Available	2
FollowIR: Evaluating and Teaching Information Retrieval Models to Follow Instructions	Mar 22, 2024	Information RetrievalRetrieval	CodeCode Available	2
FinBERT-QA: Financial Question Answering with pre-trained BERT Language Models	Apr 24, 2025	Answer SelectionInformation Retrieval	CodeCode Available	2
Atlas: Few-shot Learning with Retrieval Augmented Language Models	Aug 5, 2022	Fact CheckingFew-Shot Learning	CodeCode Available	2
FIRST: Faster Improved Listwise Reranking with Single Token Decoding	Jun 21, 2024	Information RetrievalLanguage Modeling	CodeCode Available	2
A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions	Nov 9, 2023	HallucinationInformation Retrieval	CodeCode Available	2
Eureka: Evaluating and Understanding Large Foundation Models	Sep 13, 2024	Information Retrieval	CodeCode Available	2
Evaluation of Retrieval-Augmented Generation: A Survey	May 13, 2024	Information RetrievalRAG	CodeCode Available	2

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All datasets BSARD MS MARCO CQADupStack TREC-PM Amazon MSLR WEB30K MSMARCO MTEB News Headlines Ohsumed

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Two-tower Bi-Encoder (RoBERTa)	Recall@100	74.78	—	Unverified
2	Siamese Bi-Encoder (RoBERTa)	Recall@100	71.63	—	Unverified
3	BM25	Recall@100	51.33	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RetroMAE v2	MRR@10	42.58	—	Unverified
2	ConAE-256	Time (ms)	0.33	—	Unverified
3	ConAE-128	Time (ms)	0.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SGPT-BE-5.8B	mAP@100	0.16	—	Unverified
2	TSDAE	mAP@100	0.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	hpipubcommon	infNDCG	0.56	—	Unverified
2	hpictall	infNDCG	0.55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MIND	HR@30	0.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Distilled Network	nDCG@10	0.53	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RetroMAE	MRR@10	0.42	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SGPT-5.8B-msmarco	nDCG@10	50.25	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Information Retrieval + SVM	1:1 Accuracy	83.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BERT+CONCEPT FILTER	NDCG	0.25	—	Unverified