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 461–470 of 14297 papers

Title	Date	Tasks	Status	Hype
Direct Retrieval-augmented Optimization: Synergizing Knowledge Selection and Language Models	May 5, 2025	Policy Gradient MethodsRAG	CodeCode Available	3
Predicting Movie Hits Before They Happen with LLMs	May 5, 2025	Retrieval	—Unverified	0
SymbioticRAG: Enhancing Document Intelligence Through Human-LLM Symbiotic Collaboration	May 5, 2025	Optical Character Recognition (OCR)RAG	—Unverified	0
SafeMate: A Modular RAG-Based Agent for Context-Aware Emergency Guidance	May 5, 2025	NavigateRAG	—Unverified	0
TeDA: Boosting Vision-Lanuage Models for Zero-Shot 3D Object Retrieval via Testing-time Distribution Alignment	May 5, 2025	3D Object RetrievalLanguage Modeling	CodeCode Available	0
Knowing You Don't Know: Learning When to Continue Search in Multi-round RAG through Self-Practicing	May 5, 2025	In-Context Reinforcement LearningRAG	CodeCode Available	1
OBD-Finder: Explainable Coarse-to-Fine Text-Centric Oracle Bone Duplicates Discovery	May 4, 2025	Content-Based Image RetrievalImage Retrieval	CodeCode Available	0
Exploring new Approaches for Information Retrieval through Natural Language Processing	May 4, 2025	Argument MiningHate Speech Detection	—Unverified	0
Incorporating Legal Structure in Retrieval-Augmented Generation: A Case Study on Copyright Fair Use	May 4, 2025	Knowledge GraphsLegal Reasoning	CodeCode Available	0
Compositional Image-Text Matching and Retrieval by Grounding Entities	May 4, 2025	Image CaptioningImage-text matching	CodeCode Available	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