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 2571–2580 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
BroadFace: Looking at Tens of Thousands of People at Once for Face Recognition	Aug 15, 2020	Face IdentificationFace Recognition	CodeCode Available	1	5
ColBERT-XM: A Modular Multi-Vector Representation Model for Zero-Shot Multilingual Information Retrieval	Feb 23, 2024	Cross-Lingual TransferInformation Retrieval	CodeCode Available	1	5
Efficient Token-Guided Image-Text Retrieval with Consistent Multimodal Contrastive Training	Jun 15, 2023	Image-text RetrievalRepresentation Learning	CodeCode Available	1	5
CompAct: Compressing Retrieved Documents Actively for Question Answering	Jul 12, 2024	Multi-hop Question AnsweringQuestion Answering	CodeCode Available	1	5
Learning a Representation for Cover Song Identification Using Convolutional Neural Network	Nov 1, 2019	Cover song identificationInformation Retrieval	CodeCode Available	1	5
EHRSQL: A Practical Text-to-SQL Benchmark for Electronic Health Records	Jan 16, 2023	RetrievalText to SQL	CodeCode Available	1	5
Learning a Text-Video Embedding from Incomplete and Heterogeneous Data	Apr 7, 2018	RetrievalText Retrieval	CodeCode Available	1	5
EgoCVR: An Egocentric Benchmark for Fine-Grained Composed Video Retrieval	Jul 23, 2024	Re-RankingRetrieval	CodeCode Available	1	5
Composed Image Retrieval with Text Feedback via Multi-grained Uncertainty Regularization	Nov 14, 2022	Composed Image Retrieval (CoIR)Image Retrieval	CodeCode Available	1	5
Bringing the State-of-the-Art to Customers: A Neural Agent Assistant Framework for Customer Service Support	Feb 7, 2023	Response GenerationRetrieval	CodeCode Available	1	5

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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