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 3361–3370 of 14297 papers

Title	Date	Tasks	Status
Hyper-RAG: Combating LLM Hallucinations using Hypergraph-Driven Retrieval-Augmented Generation	Mar 30, 2025	RAGRetrieval	—Unverified
An Analysis of Decoding Methods for LLM-based Agents for Faithful Multi-Hop Question Answering	Mar 30, 2025	HallucinationMulti-hop Question Answering	—Unverified
GRASP: Municipal Budget AI Chatbots for Enhancing Civic Engagement	Mar 30, 2025	ChatbotInformation Retrieval	—Unverified
DAT: Dynamic Alpha Tuning for Hybrid Retrieval in Retrieval-Augmented Generation	Mar 29, 2025	Information RetrievalLanguage Modeling	—Unverified
Memory-Aware and Uncertainty-Guided Retrieval for Multi-Hop Question Answering	Mar 29, 2025	Multi-hop Question AnsweringQuestion Answering	—Unverified
A Retrieval-Augmented Knowledge Mining Method with Deep Thinking LLMs for Biomedical Research and Clinical Support	Mar 29, 2025	Answer GenerationArticles	—Unverified
Agentic Large Language Models, a survey	Mar 29, 2025	Medical DiagnosisRetrieval	—Unverified
Understanding Inequality of LLM Fact-Checking over Geographic Regions with Agent and Retrieval models	Mar 28, 2025	Fact CheckingGeneral Knowledge	—Unverified
Preference-based Learning with Retrieval Augmented Generation for Conversational Question Answering	Mar 28, 2025	Conversational Question AnsweringQuestion Answering	CodeCode Available
An Empirical Study of Validating Synthetic Data for Text-Based Person Retrieval	Mar 28, 2025	Image AugmentationImage Generation	CodeCode Available

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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