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 3501–3510 of 14297 papers

Title	Date	Tasks	Status
Deep Learning-Based Identification of Inconsistent Method Names: How Far Are We?	Jan 22, 2025	Contrastive LearningRetrieval	—Unverified
Deep Learning Based Image Retrieval in the JPEG Compressed Domain	Jul 8, 2021	Content-Based Image RetrievalDeep Learning	—Unverified
Accommodate Knowledge Conflicts in Retrieval-augmented LLMs: Towards Reliable Response Generation in the Wild	Apr 17, 2025	Decision MakingInformation Retrieval	—Unverified
Semi-Supervised Cross-Modal Retrieval with Label Prediction	Dec 4, 2018	Cross-Modal RetrievalPrediction	—Unverified
Deep Learning Based Semantic Video Indexing and Retrieval	Jan 28, 2016	Deep LearningRetrieval	—Unverified
Deep Learning Classification With Noisy Labels	Apr 23, 2020	ClassificationDeep Learning	—Unverified
Bayesian Deep Learning for Exoplanet Atmospheric Retrieval	Nov 8, 2018	Deep LearningRetrieval	—Unverified
Deep Learning for Biomedical Information Retrieval: Learning Textual Relevance from Click Logs	Aug 1, 2017	Biomedical Information RetrievalInformation Retrieval	—Unverified
Bayesian inference to improve quality of Retrieval Augmented Generation	Aug 12, 2024	Bayesian InferenceLarge Language Model	—Unverified
Domain Adaptation in Multi-View Embedding for Cross-Modal Video Retrieval	Oct 25, 2021	Domain AdaptationRetrieval	—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