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 871–880 of 14297 papers

Title	Date	Tasks	Status	Hype
DebateQA: Evaluating Question Answering on Debatable Knowledge	Aug 2, 2024	DiversityQuestion Answering	CodeCode Available	1
Focus, Distinguish, and Prompt: Unleashing CLIP for Efficient and Flexible Scene Text Retrieval	Aug 1, 2024	AttributeOptical Character Recognition	CodeCode Available	1
EgoCVR: An Egocentric Benchmark for Fine-Grained Composed Video Retrieval	Jul 23, 2024	Re-RankingRetrieval	CodeCode Available	1
Visual Haystacks: A Vision-Centric Needle-In-A-Haystack Benchmark	Jul 18, 2024	GPUImage Retrieval	CodeCode Available	1
Video-Language Alignment via Spatio-Temporal Graph Transformer	Jul 16, 2024	Contrastive LearningQuestion Answering	CodeCode Available	1
No Train, all Gain: Self-Supervised Gradients Improve Deep Frozen Representations	Jul 15, 2024	AllImage Retrieval	CodeCode Available	1
Enhancing Retrieval and Managing Retrieval: A Four-Module Synergy for Improved Quality and Efficiency in RAG Systems	Jul 15, 2024	In-Context LearningRAG	CodeCode Available	1
MixGR: Enhancing Retriever Generalization for Scientific Domain through Complementary Granularity	Jul 15, 2024	Question AnsweringRAG	CodeCode Available	1
Vector Field Attention for Deformable Image Registration	Jul 14, 2024	Image RegistrationRetrieval	CodeCode Available	1
CompAct: Compressing Retrieved Documents Actively for Question Answering	Jul 12, 2024	Multi-hop Question AnsweringQuestion Answering	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