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 1781–1790 of 14297 papers

Title	Date	Tasks	Status	Hype	Score
Music Classification: Beyond Supervised Learning, Towards Real-world Applications	Nov 23, 2021	ClassificationInformation Retrieval	CodeCode Available	1	5
MUVERA: Multi-Vector Retrieval via Fixed Dimensional Encodings	May 29, 2024	Information RetrievalRetrieval	CodeCode Available	1	5
Enhancing Legal Case Retrieval via Scaling High-quality Synthetic Query-Candidate Pairs	Oct 9, 2024	FairnessRetrieval	CodeCode Available	1	5
Benchmarking Image Retrieval for Visual Localization	Nov 24, 2020	Autonomous DrivingBenchmarking	CodeCode Available	1	5
Agent-OM: Leveraging LLM Agents for Ontology Matching	Dec 1, 2023	Ontology MatchingRetrieval	CodeCode Available	1	5
An Empirical Comparison of Instance Attribution Methods for NLP	Apr 9, 2021	Retrieval	CodeCode Available	1	5
Enhancing LLM Factual Accuracy with RAG to Counter Hallucinations: A Case Study on Domain-Specific Queries in Private Knowledge-Bases	Mar 15, 2024	RAGRetrieval	CodeCode Available	1	5
Are Binary Annotations Sufficient? Video Moment Retrieval via Hierarchical Uncertainty-Based Active Learning	Jan 1, 2023	Active LearningMoment Retrieval	CodeCode Available	1	5
ChatCAD+: Towards a Universal and Reliable Interactive CAD using LLMs	May 25, 2023	DiagnosticIn-Context Learning	CodeCode Available	1	5
Chat3GPP: An Open-Source Retrieval-Augmented Generation Framework for 3GPP Documents	Jan 20, 2025	ChunkingRAG	CodeCode Available	1	5

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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