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 1981–1990 of 14297 papers

Title	Date	Tasks	Status	Hype
ProveRAG: Provenance-Driven Vulnerability Analysis with Automated Retrieval-Augmented LLMs	Oct 22, 2024	ChunkingHallucination	CodeCode Available	0
PtychoFormer: A Transformer-based Model for Ptychographic Phase Retrieval	Oct 22, 2024	Retrieval	—Unverified	0
Enhancing Answer Attribution for Faithful Text Generation with Large Language Models	Oct 22, 2024	RetrievalText Generation	—Unverified	0
Beyond Retrieval: Generating Narratives in Conversational Recommender Systems	Oct 22, 2024	Conversational RecommendationRecommendation Systems	—Unverified	0
Distill-SynthKG: Distilling Knowledge Graph Synthesis Workflow for Improved Coverage and Efficiency	Oct 22, 2024	Knowledge GraphsQuestion Answering	—Unverified	0
Atomic Fact Decomposition Helps Attributed Question Answering	Oct 22, 2024	Knowledge GraphsQuestion Answering	—Unverified	0
Bridging Search and Recommendation in Generative Retrieval: Does One Task Help the Other?	Oct 22, 2024	Collaborative FilteringInformation Retrieval	—Unverified	0
Trustworthy Alignment of Retrieval-Augmented Large Language Models via Reinforcement Learning	Oct 22, 2024	RetrievalRetrieval-augmented Generation	CodeCode Available	1
Do Audio-Language Models Understand Linguistic Variations?	Oct 21, 2024	Contrastive LearningNatural Language Queries	—Unverified	0
STAR: A Simple Training-free Approach for Recommendations using Large Language Models	Oct 21, 2024	Recommendation SystemsRetrieval	—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