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 311–320 of 14297 papers

Title	Date	Tasks	Status	Hype
ChartCards: A Chart-Metadata Generation Framework for Multi-Task Chart Understanding	May 21, 2025	Chart Question AnsweringChart Understanding	CodeCode Available	0
MIRB: Mathematical Information Retrieval Benchmark	May 21, 2025	Automated Theorem ProvingInformation Retrieval	CodeCode Available	0
HDLxGraph: Bridging Large Language Models and HDL Repositories via HDL Graph Databases	May 21, 2025	RAGRetrieval	CodeCode Available	0
Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization	May 21, 2025	Open-Domain Question AnsweringQuestion Answering	—Unverified	0
Reinforcing Question Answering Agents with Minimalist Policy Gradient Optimization	May 20, 2025	HallucinationIn-Context Learning	—Unverified	0
DisastIR: A Comprehensive Information Retrieval Benchmark for Disaster Management	May 20, 2025	Decision MakingInformation Retrieval	CodeCode Available	1
SCAN: Semantic Document Layout Analysis for Textual and Visual Retrieval-Augmented Generation	May 20, 2025	Document Layout Analysisobject-detection	—Unverified	0
Cross-Domain Diffusion with Progressive Alignment for Efficient Adaptive Retrieval	May 20, 2025	Domain AdaptationRetrieval	—Unverified	0
Multimodal RAG-driven Anomaly Detection and Classification in Laser Powder Bed Fusion using Large Language Models	May 20, 2025	Anomaly DetectionDescriptive	—Unverified	0
Knowledge Graph Based Repository-Level Code Generation	May 20, 2025	Code GenerationCode Search	—Unverified	0

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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