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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 801–810 of 14297 papers

Title	Date	Tasks	Status	Hype
Text Proxy: Decomposing Retrieval from a 1-to-N Relationship into N 1-to-1 Relationships for Text-Video Retrieval	Oct 9, 2024	RetrievalText Retrieval	CodeCode Available	1
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations	Oct 24, 2024	Instruction FollowingQuestion Answering	CodeCode Available	1
Dense Hierarchical Retrieval for Open-Domain Question Answering	Oct 28, 2021	Open-Domain Question AnsweringQuestion Answering	CodeCode Available	1
Dense Passage Retrieval for Open-Domain Question Answering	Apr 10, 2020	Open-Domain Question AnsweringPassage Retrieval	CodeCode Available	1
DenserNet: Weakly Supervised Visual Localization Using Multi-scale Feature Aggregation	Dec 4, 2020	Image RetrievalRetrieval	CodeCode Available	1
DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations	Jun 5, 2020	ClusteringContrastive Learning	CodeCode Available	1
Detection and Retrieval of Out-of-Distribution Objects in Semantic Segmentation	May 14, 2020	Dimensionality ReductionImage Retrieval	CodeCode Available	1
Adaptive Re-Ranking with a Corpus Graph	Aug 18, 2022	Passage RankingRe-Ranking	CodeCode Available	1
Analogous to Evolutionary Algorithm: Designing a Unified Sequence Model	May 31, 2021	Image RetrievalRetrieval	CodeCode Available	1
Decomposed Prompting: A Modular Approach for Solving Complex Tasks	Oct 5, 2022	Information RetrievalRetrieval	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