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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 531–540 of 14297 papers

Title	Date	Tasks	Status	Hype
CiteFix: Enhancing RAG Accuracy Through Post-Processing Citation Correction	Apr 22, 2025	ArticlesInformation Retrieval	—Unverified	0
CLIRudit: Cross-Lingual Information Retrieval of Scientific Documents	Apr 22, 2025	BenchmarkingCross-Lingual Information Retrieval	—Unverified	0
FinDER: Financial Dataset for Question Answering and Evaluating Retrieval-Augmented Generation	Apr 22, 2025	Question AnsweringRAG	—Unverified	0
POLYRAG: Integrating Polyviews into Retrieval-Augmented Generation for Medical Applications	Apr 21, 2025	HallucinationLogical Reasoning	—Unverified	0
ColBERT-serve: Efficient Multi-Stage Memory-Mapped Scoring	Apr 21, 2025	Retrieval	—Unverified	0
Efficient Document Retrieval with G-Retriever	Apr 21, 2025	graph constructionQuestion Answering	CodeCode Available	0
Transparentize the Internal and External Knowledge Utilization in LLMs with Trustworthy Citation	Apr 21, 2025	RetrievalRetrieval-augmented Generation	—Unverified	0
The 1st EReL@MIR Workshop on Efficient Representation Learning for Multimodal Information Retrieval	Apr 21, 2025	Cross-Modal RetrievalInformation Retrieval	—Unverified	0
Retrieval Augmented Generation Evaluation in the Era of Large Language Models: A Comprehensive Survey	Apr 21, 2025	Computational EfficiencyInformation Retrieval	CodeCode Available	2
AlignRAG: Leveraging Critique Learning for Evidence-Sensitive Retrieval-Augmented Reasoning	Apr 21, 2025	RAGRetrieval	CodeCode Available	1

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All datasets Quora Question Pairs HotpotQA Natural Questions OK-VQA InfoSeek MVK Polyvore PubMedQA PubMedQA corpus with metadata ToolLens คลิปไวรัล!! ไอซ์ ปรีชญา ลืมปิดไลฟ์สดตอนอาบน้ำ ถูกแชร์กระหึ่มเน็ต

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