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Hao Ren

Peng Cheng Laboratory

China

SCHOLARLY PAPERS

2

DOWNLOADS

168

TOTAL CITATIONS

0

Scholarly Papers (2)

1.

Text-Augmented Contrastive Evaluation Method: Pioneeringly Achieving Quantitative Assessment for Rag-Enhanced Llm of Industrial Fault Diagnosis

Number of pages: 15 Posted: 20 Feb 2025
Central South University, Central South University, Peng Cheng Laboratory, Central South University, Central South University and Central South University
Downloads 160 (467,092)

Abstract:

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large language models, Retrieval-augmented generation, LLM-generated responses evaluation, industrial fault diagnosis

2.

Source-decision attention multi-scale ensemble booster for multivariate time series classification

Number of pages: 37 Posted: 15 May 2026
Kunming University of Science and Technology, Kunming University of Science and Technology, Chengdu University of Information Technology, Peng Cheng Laboratory, Peng Cheng Laboratory, Kunming University of Science and Technology and Chongqing University
Downloads 8 (1,575,921)

Abstract:

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multivariate time series classification ;UEA repository;ensemble ;multi-scale ;attention mechanism