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 2681–2690 of 14297 papers

Title	Date	Tasks	Status
Golden-Retriever: High-Fidelity Agentic Retrieval Augmented Generation for Industrial Knowledge Base	Jul 20, 2024	NavigateRAG	—Unverified
Automatic Generation of Fashion Images using Prompting in Generative Machine Learning Models	Jul 20, 2024	DiversityFew-Shot Learning	CodeCode Available
ECRTime: Ensemble Integration of Classification and Retrieval for Time Series Classification	Jul 20, 2024	ClassificationDeep Learning	—Unverified
Retrieval Augmented Generation Integrated Large Language Models in Smart Contract Vulnerability Detection	Jul 20, 2024	RAGRetrieval	—Unverified
LAPIS: Language Model-Augmented Police Investigation System	Jul 19, 2024	Language ModelingLanguage Modelling	—Unverified
Adversarial Databases Improve Success in Retrieval-based Large Language Models	Jul 19, 2024	Multiple-choiceRAG	—Unverified
Multi-modal Relation Distillation for Unified 3D Representation Learning	Jul 19, 2024	RelationRepresentation Learning	—Unverified
AuditNet: A Conversational AI-based Security Assistant [DEMO]	Jul 19, 2024	RetrievalRetrieval-augmented Generation	—Unverified
Unipa-GPT: Large Language Models for university-oriented QA in Italian	Jul 19, 2024	ChatbotInformation Retrieval	CodeCode Available
Multimodal Misinformation Detection using Large Vision-Language Models	Jul 19, 2024	Fact CheckingFact Verification	—Unverified

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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