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 4071–4080 of 14297 papers

Title	Date	Tasks	Status	Hype
Retrieval-Guided Reinforcement Learning for Boolean Circuit Minimization	Jan 22, 2024	reinforcement-learningReinforcement Learning	—Unverified	0
Estimating the Usefulness of Clarifying Questions and Answers for Conversational Search	Jan 21, 2024	Conversational SearchRetrieval	—Unverified	0
Simple Domain Adaptation for Sparse Retrievers	Jan 21, 2024	Domain AdaptationInformation Retrieval	—Unverified	0
In-context Learning with Retrieved Demonstrations for Language Models: A Survey	Jan 21, 2024	In-Context LearningRetrieval	—Unverified	0
An Information Retrieval and Extraction Tool for Covid-19 Related Papers	Jan 20, 2024	Information RetrievalRetrieval	CodeCode Available	0
Evaluating and Enhancing Large Language Models Performance in Domain-specific Medicine: Osteoarthritis Management with DocOA	Jan 20, 2024	ManagementRAG	—Unverified	0
A Deep Learning Approach for Selective Relevance Feedback	Jan 20, 2024	Deep LearningRetrieval	—Unverified	0
How the Advent of Ubiquitous Large Language Models both Stymie and Turbocharge Dynamic Adversarial Question Generation	Jan 20, 2024	Question GenerationQuestion-Generation	—Unverified	0
Drop your Decoder: Pre-training with Bag-of-Word Prediction for Dense Passage Retrieval	Jan 20, 2024	DecoderPassage Retrieval	CodeCode Available	1
Prompt-RAG: Pioneering Vector Embedding-Free Retrieval-Augmented Generation in Niche Domains, Exemplified by Korean Medicine	Jan 20, 2024	ChatbotInformativeness	—Unverified	0

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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