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 1961–1970 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search	Jan 29, 2021	Information RetrievalRecommendation Systems	CodeCode Available	1	5
From Artificially Real to Real: Leveraging Pseudo Data from Large Language Models for Low-Resource Molecule Discovery	Sep 11, 2023	DescriptiveDomain Adaptation	CodeCode Available	1	5
ChMusic: A Traditional Chinese Music Dataset for Evaluation of Instrument Recognition	Aug 19, 2021	Information RetrievalInstrument Recognition	CodeCode Available	1	5
History-Aware Conversational Dense Retrieval	Jan 30, 2024	Conversational SearchInformation Retrieval	CodeCode Available	1	5
Hierarchical Retrieval-Augmented Generation Model with Rethink for Multi-hop Question Answering	Aug 20, 2024	Multi-hop Question AnsweringQuestion Answering	CodeCode Available	1	5
ChiQA: A Large Scale Image-based Real-World Question Answering Dataset for Multi-Modal Understanding	Aug 5, 2022	Image RetrievalQuestion Answering	CodeCode Available	1	5
Hierarchical Video-Moment Retrieval and Step-Captioning	Mar 29, 2023	Information RetrievalMoment Retrieval	CodeCode Available	1	5
A Prior Instruction Representation Framework for Remote Sensing Image-text Retrieval	Oct 27, 2023	Cross-Modal RetrievalImage-text Retrieval	CodeCode Available	1	5
Hierarchy-of-Visual-Words: a Learning-based Approach for Trademark Image Retrieval	Aug 7, 2019	Image RetrievalRetrieval	CodeCode Available	1	5
CLIP2Video: Mastering Video-Text Retrieval via Image CLIP	Jun 21, 2021	Language ModelingLanguage Modelling	CodeCode Available	1	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