Retrieval

A methodology that involves selecting relevant data or examples from a large dataset to support tasks like prediction, learning, or inference. It enhances models by providing context or additional information, often used in systems like retrieval-augmented generation or in-context learning.

Papers

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Showing 241–250 of 14297 papers

Title	Date	Tasks	Status	Hype
Search and Refine During Think: Autonomous Retrieval-Augmented Reasoning of LLMs	May 16, 2025	Retrieval	CodeCode Available	2
AudioSetCaps: An Enriched Audio-Caption Dataset using Automated Generation Pipeline with Large Audio and Language Models	Nov 28, 2024	Audio captioningAudio to Text Retrieval	CodeCode Available	2
Backtracing: Retrieving the Cause of the Query	Mar 6, 2024	Information RetrievalLanguage Modeling	CodeCode Available	2
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models	Apr 17, 2021	Argument RetrievalBenchmarking	CodeCode Available	2
Baleen: Robust Multi-Hop Reasoning at Scale via Condensed Retrieval	Jan 2, 2021	Claim VerificationQuestion Answering	CodeCode Available	2
BEBLID: Boosted efficient binary local image descriptor	Feb 7, 2024	Computational EfficiencyRetrieval	CodeCode Available	2
A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval	Mar 7, 2025	Information RetrievalLanguage Modeling	CodeCode Available	2
Benchmarking Large Language Models in Retrieval-Augmented Generation	Sep 4, 2023	Benchmarkingcounterfactual	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
FollowIR: Evaluating and Teaching Information Retrieval Models to Follow Instructions	Mar 22, 2024	Information RetrievalRetrieval	CodeCode Available	2

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	183.53	—	Unverified
2	Elasticsearch	Queries per second	21.8	—	Unverified
3	BM25-PT	Queries per second	6.49	—	Unverified
4	Rank-BM25	Queries per second	1.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	20.88	—	Unverified
2	Elasticsearch	Queries per second	7.11	—	Unverified
3	Rank-BM25	Queries per second	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BM25S	Queries per second	41.85	—	Unverified
2	Elasticsearch	Queries per second	12.16	—	Unverified
3	Rank-BM25	Queries per second	0.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FLMR	Recall@5	89.32	—	Unverified
2	RA-VQA	Recall@5	82.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PreFLMR	Recall@5	62.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP-KIS	text-to-video Mean Rank	30	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP4Outfit	Recall@5	7.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MetaGen Blended RAG	Accuracy (Top-1)	82.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COLT	COMP@	84.55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	hello	0L	1,121,222	—	Unverified