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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 441–450 of 4740 papers

Title	Date	Tasks	Status	Hype
BERT-kNN: Adding a kNN Search Component to Pretrained Language Models for Better QA	May 2, 2020	Information RetrievalLanguage Modeling	CodeCode Available	1
Rethinking the Role of Token Retrieval in Multi-Vector Retrieval	Apr 4, 2023	Information RetrievalRetrieval	CodeCode Available	1
Augmenting Document Representations for Dense Retrieval with Interpolation and Perturbation	Mar 15, 2022	Data AugmentationInformation Retrieval	CodeCode Available	1
audioLIME: Listenable Explanations Using Source Separation	Aug 2, 2020	Information RetrievalMusic Information Retrieval	CodeCode Available	1
Automatic Generation of Topic Labels	May 29, 2020	DescriptiveInformation Retrieval	CodeCode Available	1
Revealing the Importance of Semantic Retrieval for Machine Reading at Scale	Sep 17, 2019	Fact VerificationInformation Retrieval	CodeCode Available	1
Scaling Laws for Linear Complexity Language Models	Jun 24, 2024	Information RetrievalRetrieval	CodeCode Available	1
Attention Lens: A Tool for Mechanistically Interpreting the Attention Head Information Retrieval Mechanism	Oct 25, 2023	Information RetrievalRetrieval	CodeCode Available	1
SciMMIR: Benchmarking Scientific Multi-modal Information Retrieval	Jan 24, 2024	BenchmarkingImage Captioning	CodeCode Available	1
AT-RAG: An Adaptive RAG Model Enhancing Query Efficiency with Topic Filtering and Iterative Reasoning	Oct 16, 2024	Decision MakingInformation Retrieval	CodeCode Available	1

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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