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 3531–3540 of 14297 papers

Title	Date	Tasks	Status
Deep Metric Learning using Similarities from Nonlinear Rank Approximations	Sep 20, 2019	Metric LearningRetrieval	—Unverified
Automating Horizon Scanning in Future Studies	Jun 1, 2022	ArticlesComment Generation	—Unverified
Deep Metric Learning via Adaptive Learnable Assessment	Jun 1, 2020	ClusteringImage Retrieval	—Unverified
BeatDance: A Beat-Based Model-Agnostic Contrastive Learning Framework for Music-Dance Retrieval	Oct 16, 2023	Contrastive LearningRetrieval	—Unverified
Accommodate Knowledge Conflicts in Retrieval-augmented LLMs: Towards Reliable Response Generation in the Wild	Apr 17, 2025	Decision MakingInformation Retrieval	—Unverified
Deep Metric Learning with Alternating Projections onto Feasible Sets	Jul 17, 2019	ClusteringImage Retrieval	—Unverified
Beef up mmWave Dense Cellular Networks with D2D-Assisted Cooperative Edge Caching	Jan 2, 2023	Retrieval	—Unverified
Deep Metric Learning with Hierarchical Triplet Loss	Oct 16, 2018	Face RecognitionImage Retrieval	—Unverified
Deep Metric Learning with Soft Orthogonal Proxies	Jun 22, 2023	Image RetrievalMetric Learning	—Unverified
Do Perceived Gender Biases in Retrieval Results Affect Relevance Judgements?	Mar 3, 2022	Information RetrievalRetrieval	—Unverified

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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