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 631–640 of 14297 papers

Title	Date	Tasks	Status	Hype
Deep metric learning using Triplet network	Dec 20, 2014	General ClassificationInformation Retrieval	CodeCode Available	1
Deep Reinforcement Learning with Task-Adaptive Retrieval via Hypernetwork	Jun 19, 2023	Decision MakingDeep Reinforcement Learning	CodeCode Available	1
Deep Self-Supervised Representation Learning for Free-Hand Sketch	Feb 3, 2020	Representation LearningRetrieval	CodeCode Available	1
Defending Against Social Engineering Attacks in the Age of LLMs	Jun 18, 2024	Retrieval	CodeCode Available	1
Advancing High-Resolution Video-Language Representation with Large-Scale Video Transcriptions	Nov 19, 2021	RetrievalSuper-Resolution	CodeCode Available	1
Deeper Convolutional Neural Networks and Broad Augmentation Policies Improve Performance in Musical Key Estimation	Nov 7, 2021	image-classificationInformation Retrieval	CodeCode Available	1
DeeperImpact: Optimizing Sparse Learned Index Structures	May 27, 2024	Language ModelingLanguage Modelling	CodeCode Available	1
Deep Declarative Dynamic Time Warping for End-to-End Learning of Alignment Paths	Mar 19, 2023	Dynamic Time WarpingInformation Retrieval	CodeCode Available	1
2nd Place Solution to Google Landmark Retrieval 2021	Oct 8, 2021	Image RetrievalPerson Re-Identification	CodeCode Available	1
DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning	Mar 15, 2020	ClassificationFew-Shot Image Classification	CodeCode Available	1

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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