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 4021–4030 of 14297 papers

Title	Date	Tasks	Status	Hype
Re3val: Reinforced and Reranked Generative Retrieval	Jan 30, 2024	Passage RetrievalReranking	—Unverified	0
NNOSE: Nearest Neighbor Occupational Skill Extraction	Jan 30, 2024	DiversityRetrieval	CodeCode Available	0
Retrieval Augmented Deep Anomaly Detection for Tabular Data	Jan 30, 2024	Anomaly DetectionRetrieval	CodeCode Available	0
NFT1000: A Cross-Modal Dataset for Non-Fungible Token Retrieval	Jan 29, 2024	Retrieval	CodeCode Available	1
Development and Testing of Retrieval Augmented Generation in Large Language Models -- A Case Study Report	Jan 29, 2024	RAGRetrieval	—Unverified	0
Effective Controllable Bias Mitigation for Classification and Retrieval using Gate Adapters	Jan 29, 2024	FairnessRetrieval	CodeCode Available	0
MT-HCCAR: Multi-Task Deep Learning with Hierarchical Classification and Attention-based Regression for Cloud Property Retrieval	Jan 29, 2024	ClassificationModel Selection	CodeCode Available	0
Corrective Retrieval Augmented Generation	Jan 29, 2024	RAGRetrieval	CodeCode Available	3
Vocabulary-Defined Semantics: Latent Space Clustering for Improving In-Context Learning	Jan 29, 2024	ClusteringDisentanglement	—Unverified	0
KAUCUS: Knowledge Augmented User Simulators for Training Language Model Assistants	Jan 29, 2024	DiversityInstruction Following	—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