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 891–900 of 14297 papers

Title	Date	Tasks	Status	Hype
End-to-end Lyrics Alignment for Polyphonic Music Using an Audio-to-Character Recognition Model	Feb 18, 2019	Retrievaltext-to-speech	CodeCode Available	1
An Empirical Comparison of Instance Attribution Methods for NLP	Apr 9, 2021	Retrieval	CodeCode Available	1
End-to-End Query Term Weighting	Aug 6, 2023	Passage RetrievalRetrieval	CodeCode Available	1
End-to-End Training of Multi-Document Reader and Retriever for Open-Domain Question Answering	Jun 9, 2021	Answer GenerationOpen-Domain Question Answering	CodeCode Available	1
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations	Oct 24, 2024	Instruction FollowingQuestion Answering	CodeCode Available	1
Enhancing LLM Factual Accuracy with RAG to Counter Hallucinations: A Case Study on Domain-Specific Queries in Private Knowledge-Bases	Mar 15, 2024	RAGRetrieval	CodeCode Available	1
An Empirical Study of CLIP for Text-based Person Search	Aug 19, 2023	Cross-Modal RetrievalData Augmentation	CodeCode Available	1
An Empirical Study of End-to-End Video-Language Transformers with Masked Visual Modeling	Sep 4, 2022	Fill MaskOptical Flow Estimation	CodeCode Available	1
DeeperImpact: Optimizing Sparse Learned Index Structures	May 27, 2024	Language ModelingLanguage Modelling	CodeCode Available	1
DeCEMBERT: Learning from Noisy Instructional Videos via Dense Captions and Entropy Minimization	Jun 1, 2021	Question AnsweringRetrieval	CodeCode Available	1

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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