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 831–840 of 14297 papers

Title	Date	Tasks	Status	Hype
RAG-RL: Advancing Retrieval-Augmented Generation via RL and Curriculum Learning	Mar 17, 2025	Answer GenerationMulti-hop Question Answering	—Unverified	0
OSCAR: Online Soft Compression And Reranking	Mar 17, 2025	RAGReranking	—Unverified	0
All You Need to Know About Training Image Retrieval Models	Mar 17, 2025	AllImage Retrieval	CodeCode Available	2
Privacy-Aware RAG: Secure and Isolated Knowledge Retrieval	Mar 17, 2025	RAGRetrieval	—Unverified	0
MES-RAG: Bringing Multi-modal, Entity-Storage, and Secure Enhancements to RAG	Mar 17, 2025	Information RetrievalQuestion Answering	CodeCode Available	0
Knowledge-Aware Iterative Retrieval for Multi-Agent Systems	Mar 17, 2025	Evidence SelectionLarge Language Model	—Unverified	0
Long-VMNet: Accelerating Long-Form Video Understanding via Fixed Memory	Mar 17, 2025	FormGPU	—Unverified	0
Business Entity Entropy	Mar 16, 2025	Retrieval	—Unverified	0
Datrics Text2SQL. A Framework for Natural Language to SQL Query Generation	Mar 15, 2025	Natural Language QueriesRAG	CodeCode Available	2
Integrating Chain-of-Thought and Retrieval Augmented Generation Enhances Rare Disease Diagnosis from Clinical Notes	Mar 15, 2025	RAGRetrieval	—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