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 801–810 of 14297 papers

Title	Date	Tasks	Status
Satisfactory Medical Consultation based on Terminology-Enhanced Information Retrieval and Emotional In-Context Learning	Mar 22, 2025	AttributeIn-Context Learning	—Unverified
Enhancing Product Search Interfaces with Sketch-Guided Diffusion and Language Agents	Mar 21, 2025	Image RetrievalRetrieval	—Unverified
Seeing What Matters: Empowering CLIP with Patch Generation-to-Selection	Mar 21, 2025	Edge DetectionRetrieval	—Unverified
Enhancing Subsequent Video Retrieval via Vision-Language Models (VLMs)	Mar 21, 2025	Representation LearningRetrieval	CodeCode Available
Autonomous Radiotherapy Treatment Planning Using DOLA: A Privacy-Preserving, LLM-Based Optimization Agent	Mar 21, 2025	Large Language ModelPrivacy Preserving	—Unverified
Dense Passage Retrieval in Conversational Search	Mar 21, 2025	Conversational SearchInformation Retrieval	CodeCode Available
Financial Analysis: Intelligent Financial Data Analysis System Based on LLM-RAG	Mar 20, 2025	Financial AnalysisRAG	—Unverified
MKG-Rank: Enhancing Large Language Models with Knowledge Graph for Multilingual Medical Question Answering	Mar 20, 2025	Knowledge GraphsMedical Question Answering	—Unverified
Typed-RAG: Type-aware Multi-Aspect Decomposition for Non-Factoid Question Answering	Mar 20, 2025	Question AnsweringRAG	CodeCode Available
Beyond the Visible: Multispectral Vision-Language Learning for Earth Observation	Mar 20, 2025	Contrastive LearningEarth Observation	—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