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 2871–2880 of 14297 papers

Title	Date	Tasks	Status	Score
LeCaRDv2: A Large-Scale Chinese Legal Case Retrieval Dataset	Oct 26, 2023	FairnessRetrieval	CodeCode Available	5
Binary Generative Adversarial Networks for Image Retrieval	Aug 8, 2017	Deep HashingImage Retrieval	CodeCode Available	5
Learn to Understand Negation in Video Retrieval	Apr 30, 2022	Natural Language QueriesNegation	CodeCode Available	5
Binary Document Image Super Resolution for Improved Readability and OCR Performance	Dec 6, 2018	Image Super-ResolutionInformation Retrieval	CodeCode Available	5
An F-shape Click Model for Information Retrieval on Multi-block Mobile Pages	Jun 17, 2022	Information RetrievalRetrieval	CodeCode Available	5
An Extractive-and-Abstractive Framework for Source Code Summarization	Jun 15, 2022	Code SummarizationMachine Translation	CodeCode Available	5
Learning Without Loss	Oct 29, 2019	Retrieval	CodeCode Available	5
Linking In-context Learning in Transformers to Human Episodic Memory	May 23, 2024	In-Context LearningRetrieval	CodeCode Available	5
LW2G: Learning Whether to Grow for Prompt-based Continual Learning	Sep 27, 2024	Continual LearningPrompt Learning	CodeCode Available	5
An Exploratory Study on Long Dialogue Summarization: What Works and What’s Next	Nov 1, 2021	ArticlesRetrieval	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