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 2301–2310 of 14297 papers

Title	Date	Tasks	Status	Hype
CREPE: Can Vision-Language Foundation Models Reason Compositionally?	Dec 13, 2022	Image RetrievalNegation	CodeCode Available	1
Answering Questions on COVID-19 in Real-Time	Jun 29, 2020	Information RetrievalQuestion Answering	CodeCode Available	1
CrIBo: Self-Supervised Learning via Cross-Image Object-Level Bootstrapping	Oct 11, 2023	In-Context LearningObject	CodeCode Available	1
FashionBERT: Text and Image Matching with Adaptive Loss for Cross-modal Retrieval	May 20, 2020	Cross-Modal RetrievalRetrieval	CodeCode Available	1
Cross-Architecture Self-supervised Video Representation Learning	May 26, 2022	Action RecognitionContrastive Learning	CodeCode Available	1
FashionViL: Fashion-Focused Vision-and-Language Representation Learning	Jul 17, 2022	Contrastive LearningImage Retrieval	CodeCode Available	1
Fast and Incremental Loop Closure Detection Using Proximity Graphs	Nov 25, 2019	GPUImage Retrieval	CodeCode Available	1
Fast and Light-Weight Answer Text Retrieval in Dialogue Systems	May 27, 2022	Re-RankingRetrieval	CodeCode Available	1
Faster Learned Sparse Retrieval with Block-Max Pruning	May 2, 2024	Retrieval	CodeCode Available	1
C-RAG: Certified Generation Risks for Retrieval-Augmented Language Models	Feb 5, 2024	RAGRetrieval	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