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 2921–2930 of 14297 papers

Title	Date	Tasks	Status	Score
Learning Without Loss	Oct 29, 2019	Retrieval	CodeCode Available	5
LEGAL-UQA: A Low-Resource Urdu-English Dataset for Legal Question Answering	Oct 16, 2024	Optical Character Recognition (OCR)Question Answering	CodeCode Available	5
Learning Unseen Modality Interaction	Jun 22, 2023	RetrievalVideo Classification	CodeCode Available	5
Learning to Weight for Text Classification	Mar 28, 2019	ClassificationGeneral Classification	CodeCode Available	5
Learning Two-Branch Neural Networks for Image-Text Matching Tasks	Apr 11, 2017	Image-text matchingRetrieval	CodeCode Available	5
Learning to Search in Long Documents Using Document Structure	Jun 9, 2018	Information RetrievalQuestion Answering	CodeCode Available	5
Learning to Speak and Act in a Fantasy Text Adventure Game	Mar 7, 2019	Retrieval	CodeCode Available	5
Beyond Two-Tower Matching: Learning Sparse Retrievable Cross-Interactions for Recommendation	Nov 30, 2023	Retrieval	CodeCode Available	5
Beyond True or False: Retrieval-Augmented Hierarchical Analysis of Nuanced Claims	Jun 12, 2025	RetrievalRetrieval-augmented Generation	CodeCode Available	5
2D Matryoshka Training for Information Retrieval	Nov 26, 2024	Information RetrievalRetrieval	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