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 2841–2850 of 14297 papers

Title	Date	Tasks	Status	Score
LeCaRDv2: A Large-Scale Chinese Legal Case Retrieval Dataset	Oct 26, 2023	FairnessRetrieval	CodeCode Available	5
Advancing Image Retrieval with Few-Shot Learning and Relevance Feedback	Dec 18, 2023	Binary ClassificationClassification	CodeCode Available	5
Extractive Explanations for Interpretable Text Ranking	Jun 23, 2021	Document RankingRetrieval	CodeCode Available	5
An Information Retrieval Approach to Short Text Conversation	Aug 29, 2014	Information RetrievalRetrieval	CodeCode Available	5
BioRAGent: A Retrieval-Augmented Generation System for Showcasing Generative Query Expansion and Domain-Specific Search for Scientific Q&A	Dec 16, 2024	Answer GenerationFew-Shot Learning	CodeCode Available	5
Learn to Understand Negation in Video Retrieval	Apr 30, 2022	Natural Language QueriesNegation	CodeCode Available	5
An Information Retrieval Approach to Building Datasets for Hate Speech Detection	Jun 17, 2021	Active LearningExplanation Generation	CodeCode Available	5
BioNLP-OST 2019 RDoC Tasks: Multi-grain Neural Relevance Ranking Using Topics and Attention Based Query-Document-Sentence Interactions	Oct 1, 2019	Re-RankingRetrieval	CodeCode Available	5
Learning vs Retrieval: The Role of In-Context Examples in Regression with LLMs	Sep 6, 2024	In-Context LearningMeta-Learning	CodeCode Available	5
BioNerFlair: biomedical named entity recognition using flair embedding and sequence tagger	Nov 3, 2020	ArticlesInformation 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