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 3271–3280 of 14297 papers

Title	Date	Tasks	Status
PCA-RAG: Principal Component Analysis for Efficient Retrieval-Augmented Generation	Apr 11, 2025	Dimensionality ReductionRAG	—Unverified
TP-RAG: Benchmarking Retrieval-Augmented Large Language Model Agents for Spatiotemporal-Aware Travel Planning	Apr 11, 2025	BenchmarkingLanguage Modeling	—Unverified
Harnessing the Unseen: The Hidden Influence of Intrinsic Knowledge in Long-Context Language Models	Apr 11, 2025	Retrieval	—Unverified
Code-Craft: Hierarchical Graph-Based Code Summarization for Enhanced Context Retrieval	Apr 11, 2025	Code SummarizationInformation Retrieval	—Unverified
A Reproducibility Study of Graph-Based Legal Case Retrieval	Apr 11, 2025	Information RetrievalLarge Language Model	—Unverified
RAG-VR: Leveraging Retrieval-Augmented Generation for 3D Question Answering in VR Environments	Apr 11, 2025	Answer GenerationQuestion Answering	CodeCode Available
Out of Style: RAG's Fragility to Linguistic Variation	Apr 11, 2025	Question AnsweringRAG	CodeCode Available
Knowledge Graph-extended Retrieval Augmented Generation for Question Answering	Apr 11, 2025	In-Context LearningInformation Retrieval	—Unverified
Multi-modal Reference Learning for Fine-grained Text-to-Image Retrieval	Apr 10, 2025	Image RetrievalRepresentation Learning	—Unverified
Leveraging LLMs for Multimodal Retrieval-Augmented Radiology Report Generation via Key Phrase Extraction	Apr 10, 2025	Contrastive LearningDiagnostic	—Unverified

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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