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 1341–1350 of 14297 papers

Title	Date	Tasks	Status	Hype
Zero-shot Video Moment Retrieval via Off-the-shelf Multimodal Large Language Models	Jan 14, 2025	Moment RetrievalRetrieval	—Unverified	0
Talk to Right Specialists: Routing and Planning in Multi-agent System for Question Answering	Jan 14, 2025	Question AnsweringRAG	—Unverified	0
Multimodal semantic retrieval for product search	Jan 13, 2025	RetrievalSemantic Retrieval	CodeCode Available	0
Large Language Models: New Opportunities for Access to Science	Jan 13, 2025	Information RetrievalRetrieval	—Unverified	0
Research on the Online Update Method for Retrieval-Augmented Generation (RAG) Model with Incremental Learning	Jan 13, 2025	Incremental LearningKnowledge Distillation	—Unverified	0
Enhancing Retrieval-Augmented Generation: A Study of Best Practices	Jan 13, 2025	In-Context LearningRAG	CodeCode Available	2
Rethinking Knowledge in Distillation: An In-context Sample Retrieval Perspective	Jan 13, 2025	Knowledge DistillationRetrieval	—Unverified	0
Parallel Key-Value Cache Fusion for Position Invariant RAG	Jan 13, 2025	DecoderOpen-Domain Question Answering	—Unverified	0
WebWalker: Benchmarking LLMs in Web Traversal	Jan 13, 2025	BenchmarkingOpen-Domain Question Answering	CodeCode Available	11
The Devil is in the Spurious Correlation: Boosting Moment Retrieval via Temporal Dynamic Learning	Jan 13, 2025	Moment RetrievalRetrieval	—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