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 2951–2960 of 14297 papers

Title	Date	Tasks	Status
Advancing Academic Knowledge Retrieval via LLM-enhanced Representation Similarity Fusion	Oct 14, 2024	Retrieval	—Unverified
Deep metric learning for multi-labelled radiographs	Dec 11, 2017	ClusteringImage Retrieval	—Unverified
Advances in Human Action Recognition: A Survey	Jan 23, 2015	Action RecognitionRetrieval	—Unverified
Binary Constrained Deep Hashing Network for Image Retrieval without Manual Annotation	Feb 21, 2018	Deep HashingImage Retrieval	—Unverified
Co-regularized Multi-view Sparse Reconstruction Embedding for Dimension Reduction	Apr 1, 2019	Dimensionality ReductionDocument Classification	—Unverified
Binary Coding for Partial Action Analysis With Limited Observation Ratios	Jul 1, 2017	Action AnalysisAction Recognition	—Unverified
Binary Codes for Tagging X-Ray Images via Deep De-Noising Autoencoders	Apr 24, 2016	Content-Based Image RetrievalImage Retrieval	—Unverified
Deep Metric Learning for Ground Images	Sep 3, 2021	Image RetrievalMetric Learning	—Unverified
Deep Metric Learning Network using Proxies for Chromosome Classification in Karyotyping Test	Jan 29, 2020	Image RetrievalMetric Learning	—Unverified
Deep Metric Learning via Adaptive Learnable Assessment	Jun 1, 2020	ClusteringImage Retrieval	—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