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 101–110 of 14297 papers

Title	Date	Tasks	Status	Hype
Beyond True or False: Retrieval-Augmented Hierarchical Analysis of Nuanced Claims	Jun 12, 2025	RetrievalRetrieval-augmented Generation	CodeCode Available	0
CIIR@LiveRAG 2025: Optimizing Multi-Agent Retrieval Augmented Generation through Self-Training	Jun 12, 2025	RAGResponse Generation	CodeCode Available	0
ScholarSearch: Benchmarking Scholar Searching Ability of LLMs	Jun 11, 2025	BenchmarkingInformation Retrieval	—Unverified	0
Improving Personalized Search with Regularized Low-Rank Parameter Updates	Jun 11, 2025	General KnowledgeImage Retrieval	CodeCode Available	0
Adding simple structure at inference improves Vision-Language Compositionality	Jun 11, 2025	AttributeImage-text Retrieval	CodeCode Available	0
MAGMaR Shared Task System Description: Video Retrieval with OmniEmbed	Jun 11, 2025	RetrievalVideo Retrieval	—Unverified	0
Retrieval of Surface Solar Radiation through Implicit Albedo Recovery from Temporal Context	Jun 11, 2025	Retrieval	CodeCode Available	0
Learning Efficient and Generalizable Graph Retriever for Knowledge-Graph Question Answering	Jun 11, 2025	Graph Question AnsweringKnowledge Graphs	CodeCode Available	0
Query-Focused Retrieval Heads Improve Long-Context Reasoning and Re-ranking	Jun 11, 2025	Re-RankingRetrieval	CodeCode Available	1
Q2E: Query-to-Event Decomposition for Zero-Shot Multilingual Text-to-Video Retrieval	Jun 11, 2025	RetrievalText to Video Retrieval	—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