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 1381–1390 of 14297 papers

Title	Date	Tasks	Status	Hype
The generalized phase retrieval problem over compact groups	Jan 7, 2025	Retrieval	—Unverified	0
Multilingual Open QA on the MIA Shared Task	Jan 7, 2025	Cross-Lingual Information RetrievalInformation Retrieval	—Unverified	0
RAG-Check: Evaluating Multimodal Retrieval Augmented Generation Performance	Jan 7, 2025	HallucinationRAG	—Unverified	0
SenseRAG: Constructing Environmental Knowledge Bases with Proactive Querying for LLM-Based Autonomous Driving	Jan 7, 2025	Autonomous DrivingDecision Making	—Unverified	0
Multimodal Multihop Source Retrieval for Web Question Answering	Jan 7, 2025	Multi-hop Question AnsweringQuestion Answering	—Unverified	0
MTRAG: A Multi-Turn Conversational Benchmark for Evaluating Retrieval-Augmented Generation Systems	Jan 7, 2025	RAGRetrieval	CodeCode Available	2
Towards Reliable Testing for Multiple Information Retrieval System Comparisons	Jan 7, 2025	Information RetrievalRetrieval	CodeCode Available	0
TACLR: A Scalable and Efficient Retrieval-based Method for Industrial Product Attribute Value Identification	Jan 7, 2025	AttributeContrastive Learning	CodeCode Available	0
Sustainable Digitalization of Business with Multi-Agent RAG and LLM	Jan 6, 2025	ArticlesDecision Making	—Unverified	0
Political Events using RAG with LLMs	Jan 6, 2025	ArticlesEvent Extraction	—Unverified	0

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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