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 271–280 of 14297 papers

Title	Date	Tasks	Status	Hype
Single Snapshot Distillation for Phase Coded Mask Design in Phase Retrieval	May 23, 2025	global-optimizationKnowledge Distillation	—Unverified	0
Resolving Conflicting Evidence in Automated Fact-Checking: A Study on Retrieval-Augmented LLMs	May 23, 2025	Fact CheckingRAG	CodeCode Available	0
MetaGen Blended RAG: Higher Accuracy for Domain-Specific Q&A Without Fine-Tuning	May 23, 2025	Few-Shot LearningQuestion Answering	CodeCode Available	1
Retrieval Augmented Generation-based Large Language Models for Bridging Transportation Cybersecurity Legal Knowledge Gaps	May 23, 2025	Language ModelingLanguage Modelling	—Unverified	0
Hard Negative Mining for Domain-Specific Retrieval in Enterprise Systems	May 23, 2025	Computational EfficiencyDimensionality Reduction	—Unverified	0
RaDeR: Reasoning-aware Dense Retrieval Models	May 23, 2025	MathMathematical Problem-Solving	CodeCode Available	1
InstructPart: Task-Oriented Part Segmentation with Instruction Reasoning	May 23, 2025	Autonomous DrivingInformation Retrieval	—Unverified	0
DART^3: Leveraging Distance for Test Time Adaptation in Person Re-Identification	May 23, 2025	Domain AdaptationImage Retrieval	—Unverified	0
Personalizing Student-Agent Interactions Using Log-Contextualized Retrieval Augmented Generation (RAG)	May 22, 2025	Decision MakingRAG	—Unverified	0
Search Wisely: Mitigating Sub-optimal Agentic Searches By Reducing Uncertainty	May 22, 2025	Information RetrievalRAG	—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