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 3151–3160 of 14297 papers

Title	Date	Tasks	Status	Score
Learning Deep Representations of Fine-grained Visual Descriptions	May 17, 2016	AttributeImage Retrieval	CodeCode Available	5
A Dataset and Baselines for Multilingual Reply Suggestion	Jun 3, 2021	Retrieval	CodeCode Available	5
Learning Discriminative 3D Shape Representations by View Discerning Networks	Aug 11, 2018	3D Shape Recognition3D Shape Representation	CodeCode Available	5
Automatic Instrument Recognition in Polyphonic Music Using Convolutional Neural Networks	Nov 17, 2015	Feature EngineeringInformation Retrieval	CodeCode Available	5
Learning Deep Local Features With Multiple Dynamic Attentions for Large-Scale Image Retrieval	Jan 1, 2021	Image RetrievalMetric Learning	CodeCode Available	5
Learning Cross-Modal Embeddings with Adversarial Networks for Cooking Recipes and Food Images	May 3, 2019	Cross-Modal RetrievalNutrition	CodeCode Available	5
Learning Deep Nearest Neighbor Representations Using Differentiable Boundary Trees	Feb 28, 2017	Retrieval	CodeCode Available	5
Learning Disentangled Representations of Texts with Application to Biomedical Abstracts	Apr 19, 2018	Retrieval	CodeCode Available	5
Learning Compressed Sentence Representations for On-Device Text Processing	Jun 19, 2019	RetrievalSentence	CodeCode Available	5
Automatic Generation of Model and Data Cards: A Step Towards Responsible AI	May 10, 2024	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