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 1521–1530 of 14297 papers

Title	Date	Tasks	Status	Hype
Progressive Multimodal Reasoning via Active Retrieval	Dec 19, 2024	DiversityMultimodal Reasoning	—Unverified	0
Dehallucinating Parallel Context Extension for Retrieval-Augmented Generation	Dec 19, 2024	HallucinationRAG	—Unverified	0
PA-RAG: RAG Alignment via Multi-Perspective Preference Optimization	Dec 19, 2024	InformativenessRAG	CodeCode Available	1
Adversarial Hubness in Multi-Modal Retrieval	Dec 18, 2024	Image RetrievalInformation Retrieval	CodeCode Available	0
Retrieval Augmented Image Harmonization	Dec 18, 2024	Data AugmentationImage Harmonization	—Unverified	0
Query-centric Audio-Visual Cognition Network for Moment Retrieval, Segmentation and Step-Captioning	Dec 18, 2024	Moment RetrievalMulti-Task Learning	—Unverified	0
Information-Theoretic Generative Clustering of Documents	Dec 18, 2024	ClusteringRetrieval	CodeCode Available	0
RAG for Effective Supply Chain Security Questionnaire Automation	Dec 18, 2024	ManagementRAG	—Unverified	0
Multi-OphthaLingua: A Multilingual Benchmark for Assessing and Debiasing LLM Ophthalmological QA in LMICs	Dec 18, 2024	Question AnsweringRAG	—Unverified	0
Knowledge Editing with Dynamic Knowledge Graphs for Multi-Hop Question Answering	Dec 18, 2024	graph constructionknowledge editing	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