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 3031–3040 of 14297 papers

Title	Date	Tasks	Status	Hype
Can't Hide Behind the API: Stealing Black-Box Commercial Embedding Models	Jun 13, 2024	Retrieval	—Unverified	0
Exploring the Spectrum of Visio-Linguistic Compositionality and Recognition	Jun 13, 2024	Retrievalzero-shot-classification	CodeCode Available	1
An Efficient Post-hoc Framework for Reducing Task Discrepancy of Text Encoders for Composed Image Retrieval	Jun 13, 2024	Contrastive LearningImage Retrieval	CodeCode Available	2
Self-supervised Graph Neural Network for Mechanical CAD Retrieval	Jun 13, 2024	3D Shape RepresentationGraph Learning	—Unverified	0
Aligning Vision Models with Human Aesthetics in Retrieval: Benchmarks and Algorithms	Jun 13, 2024	Retrieval	—Unverified	0
Enhancing Diagnostic Accuracy in Rare and Common Fundus Diseases with a Knowledge-Rich Vision-Language Model	Jun 13, 2024	DiagnosticImage Retrieval	CodeCode Available	2
Explore the Limits of Omni-modal Pretraining at Scale	Jun 13, 2024	Language ModelingLanguage Modelling	CodeCode Available	2
VeraCT Scan: Retrieval-Augmented Fake News Detection with Justifiable Reasoning	Jun 12, 2024	Fake News DetectionRetrieval	—Unverified	0
Ad Auctions for LLMs via Retrieval Augmented Generation	Jun 12, 2024	FairnessRAG	—Unverified	0
Blowfish: Topological and statistical signatures for quantifying ambiguity in semantic search	Jun 12, 2024	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