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 1091–1100 of 14297 papers

Title	Date	Tasks	Status	Hype
Infinite Retrieval: Attention Enhanced LLMs in Long-Context Processing	Feb 18, 2025	RAGRetrieval	—Unverified	0
Robust Adaptation of Large Multimodal Models for Retrieval Augmented Hateful Meme Detection	Feb 18, 2025	Contrastive LearningDomain Generalization	CodeCode Available	1
Oreo: A Plug-in Context Reconstructor to Enhance Retrieval-Augmented Generation	Feb 18, 2025	Multi-Task LearningRAG	—Unverified	0
A^2ATS: Retrieval-Based KV Cache Reduction via Windowed Rotary Position Embedding and Query-Aware Vector Quantization	Feb 18, 2025	CPUPosition	—Unverified	0
G-Refer: Graph Retrieval-Augmented Large Language Model for Explainable Recommendation	Feb 18, 2025	Collaborative FilteringExplainable Recommendation	CodeCode Available	1
Beyond Seen Data: Improving KBQA Generalization Through Schema-Guided Logical Form Generation	Feb 18, 2025	Entity RetrievalForm	CodeCode Available	0
Range Retrieval with Graph-Based Indices	Feb 18, 2025	Information RetrievalRetrieval	—Unverified	0
RAPID: Retrieval Augmented Training of Differentially Private Diffusion Models	Feb 18, 2025	Privacy PreservingRAG	CodeCode Available	0
K-Paths: Reasoning over Graph Paths for Drug Repurposing and Drug Interaction Prediction	Feb 18, 2025	Drug DiscoveryKnowledge Graphs	CodeCode Available	1
REAL-MM-RAG: A Real-World Multi-Modal Retrieval Benchmark	Feb 17, 2025	RAGRetrieval	—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