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 3531–3540 of 14297 papers

Title	Date	Tasks	Status	Hype
Towards Robustness of Text-to-Visualization Translation against Lexical and Phrasal Variability	Apr 10, 2024	RAGRetrieval	—Unverified	0
Superposition Prompting: Improving and Accelerating Retrieval-Augmented Generation	Apr 10, 2024	Question AnsweringRAG	CodeCode Available	2
RAR-b: Reasoning as Retrieval Benchmark	Apr 9, 2024	Information RetrievalRAG	CodeCode Available	1
Optimization Methods for Personalizing Large Language Models through Retrieval Augmentation	Apr 9, 2024	Knowledge DistillationLanguage Modeling	CodeCode Available	2
Res-U2Net: Untrained Deep Learning for Phase Retrieval and Image Reconstruction	Apr 9, 2024	Deep LearningImage Reconstruction	CodeCode Available	0
Event-enhanced Retrieval in Real-time Search	Apr 9, 2024	Contrastive LearningDecoder	CodeCode Available	0
AiSAQ: All-in-Storage ANNS with Product Quantization for DRAM-free Information Retrieval	Apr 9, 2024	AllInformation Retrieval	CodeCode Available	2
Dimensionality Reduction in Sentence Transformer Vector Databases with Fast Fourier Transform	Apr 9, 2024	Computational EfficiencyDimensionality Reduction	—Unverified	0
A Dataset and Framework for Learning State-invariant Object Representations	Apr 9, 2024	ObjectObject Recognition	CodeCode Available	0
LLM-Augmented Retrieval: Enhancing Retrieval Models Through Language Models and Doc-Level Embedding	Apr 8, 2024	Language ModelingLanguage Modelling	—Unverified	0

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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