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 4461–4470 of 14297 papers

Title	Date	Tasks	Status	Hype
Asking More Informative Questions for Grounded Retrieval	Nov 14, 2023	Question AnsweringQuestion Selection	—Unverified	0
ChoralSynth: Synthetic Dataset of Choral Singing	Nov 14, 2023	Information RetrievalMusic Information Retrieval	CodeCode Available	0
Evaluating LLMs on Document-Based QA: Exact Answer Selection and Numerical Extraction using Cogtale dataset	Nov 14, 2023	Answer SelectionInformation Retrieval	—Unverified	0
Fine-tuning Language Models for Factuality	Nov 14, 2023	Fact CheckingMisconceptions	—Unverified	0
Automated Fact-Checking in Dialogue: Are Specialized Models Needed?	Nov 14, 2023	Fact CheckingRetrieval	—Unverified	0
LLatrieval: LLM-Verified Retrieval for Verifiable Generation	Nov 14, 2023	Language ModelingLanguage Modelling	CodeCode Available	1
Overview of the TREC 2023 Product Product Search Track	Nov 14, 2023	Retrieval	—Unverified	0
REST: Retrieval-Based Speculative Decoding	Nov 14, 2023	Language ModelingLanguage Modelling	CodeCode Available	2
Learning to Filter Context for Retrieval-Augmented Generation	Nov 14, 2023	Extractive Question-AnsweringFact Verification	CodeCode Available	2
Pretrain like Your Inference: Masked Tuning Improves Zero-Shot Composed Image Retrieval	Nov 13, 2023	Contrastive LearningImage Retrieval	CodeCode Available	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