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 701–710 of 14297 papers

Title	Date	Tasks	Status	Hype
G-Refer: Graph Retrieval-Augmented Large Language Model for Explainable Recommendation	Feb 18, 2025	Collaborative FilteringExplainable Recommendation	CodeCode Available	1
Robust Adaptation of Large Multimodal Models for Retrieval Augmented Hateful Meme Detection	Feb 18, 2025	Contrastive LearningDomain Generalization	CodeCode Available	1
Learning More Effective Representations for Dense Retrieval through Deliberate Thinking Before Search	Feb 18, 2025	Retrieval	CodeCode Available	1
Towards Text-Image Interleaved Retrieval	Feb 18, 2025	Information RetrievalLanguage Modeling	CodeCode Available	1
FairDiverse: A Comprehensive Toolkit for Fair and Diverse Information Retrieval Algorithms	Feb 17, 2025	DiversityFairness	CodeCode Available	1
ILIAS: Instance-Level Image retrieval At Scale	Feb 17, 2025	BenchmarkingImage Retrieval	CodeCode Available	1
Exposing Numeracy Gaps: A Benchmark to Evaluate Fundamental Numerical Abilities in Large Language Models	Feb 16, 2025	Language ModelingLanguage Modelling	CodeCode Available	1
Knowledge Graph-Driven Retrieval-Augmented Generation: Integrating Deepseek-R1 with Weaviate for Advanced Chatbot Applications	Feb 16, 2025	ChatbotLanguage Modeling	CodeCode Available	1
Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs	Feb 13, 2025	BenchmarkingRetrieval	CodeCode Available	1
Composite Sketch+Text Queries for Retrieving Objects with Elusive Names and Complex Interactions	Feb 12, 2025	Contrastive LearningImage Retrieval	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