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

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Showing 4321–4330 of 14297 papers

Title	Date	Tasks	Status	Score
A Rotation Meanout Network with Invariance for Dermoscopy Image Classification and Retrieval	Aug 1, 2022	image-classificationImage Classification	CodeCode Available	5
CLIReval: Evaluating Machine Translation as a Cross-Lingual Information Retrieval Task	Jul 1, 2020	Cross-Lingual Information RetrievalDocument Translation	CodeCode Available	5
HypeVPR: Exploring Hyperbolic Space for Perspective to Equirectangular Visual Place Recognition	Jun 5, 2025	RetrievalVisual Place Recognition	CodeCode Available	5
Long-context Language Models Cannot Retrieve Without Sufficient Steps	Oct 6, 2024	Retrieval	CodeCode Available	5
Hypercube-RAG: Hypercube-Based Retrieval-Augmented Generation for In-domain Scientific Question-Answering	May 25, 2025	Question AnsweringRAG	CodeCode Available	5
A Convolutional Autoencoder Approach to Learn Volumetric Shape Representations for Brain Structures	Oct 17, 2018	BIG-bench Machine LearningRetrieval	CodeCode Available	5
Hyperbolic Representation Learning for Fast and Efficient Neural Question Answering	Jul 25, 2017	Efficient Neural NetworkFeature Engineering	CodeCode Available	5
ARL2: Aligning Retrievers for Black-box Large Language Models via Self-guided Adaptive Relevance Labeling	Feb 21, 2024	MMLURetrieval	CodeCode Available	5
Hybrid Style Siamese Network: Incorporating style loss in complementary apparels retrieval	Nov 23, 2019	Complimentary Image RetrievalImage Retrieval	CodeCode Available	5
CLIP-Branches: Interactive Fine-Tuning for Text-Image Retrieval	Jun 19, 2024	Image RetrievalInformation Retrieval	CodeCode Available	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