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 611–620 of 14297 papers

Title	Date	Tasks	Status	Hype
NoTeS-Bank: Benchmarking Neural Transcription and Search for Scientific Notes Understanding	Apr 12, 2025	BenchmarkingDocument AI	—Unverified	0
Pneuma: Leveraging LLMs for Tabular Data Representation and Retrieval in an End-to-End System	Apr 12, 2025	Information RetrievalRAG	CodeCode Available	1
Knowledge Graph-extended Retrieval Augmented Generation for Question Answering	Apr 11, 2025	In-Context LearningInformation Retrieval	—Unverified	0
Cross-Document Cross-Lingual NLI via RST-Enhanced Graph Fusion and Interpretability Prediction	Apr 11, 2025	Cross-Lingual Natural Language InferenceGraph Attention	—Unverified	0
The Other Side of the Coin: Exploring Fairness in Retrieval-Augmented Generation	Apr 11, 2025	FairnessHallucination	CodeCode Available	0
Code-Craft: Hierarchical Graph-Based Code Summarization for Enhanced Context Retrieval	Apr 11, 2025	Code SummarizationInformation Retrieval	—Unverified	0
FocalLens: Instruction Tuning Enables Zero-Shot Conditional Image Representations	Apr 11, 2025	image-classificationImage Classification	—Unverified	0
OnSET: Ontology and Semantic Exploration Toolkit	Apr 11, 2025	Knowledge GraphsRetrieval	CodeCode Available	0
TP-RAG: Benchmarking Retrieval-Augmented Large Language Model Agents for Spatiotemporal-Aware Travel Planning	Apr 11, 2025	BenchmarkingLanguage Modeling	—Unverified	0
A Reproducibility Study of Graph-Based Legal Case Retrieval	Apr 11, 2025	Information RetrievalLarge Language Model	—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