Search Results for author: Le Xiao

Found 5 papers, 0 papers with code

Research on Joint Representation Learning Methods for Entity Neighborhood Information and Description Information

no code implementations15 Sep 2023 Le Xiao, Xin Shan, Yuhua Wang, Miaolei Deng

To address the issue of poor embedding performance in the knowledge graph of a programming design course, a joint represen-tation learning model that combines entity neighborhood infor-mation and description information is proposed.

Representation Learning

Enhancing LLM with Evolutionary Fine Tuning for News Summary Generation

no code implementations6 Jul 2023 Le Xiao, Xiaolin Chen

A News Summary Generator (NSG) is designed to select and evolve the event pattern populations and generate news summaries.

Natural Language Understanding

PatternGPT :A Pattern-Driven Framework for Large Language Model Text Generation

no code implementations2 Jul 2023 Le Xiao, Xin Shan

Firstly, the framework utilizes the extraction capability of Large Language Models to generate rich and diversified structured and formalized patterns, which facilitates the introduction of external knowledge to do the computation, and then draws on the idea of federated learning to use multiple agents to achieve the sharing in order to obtain more diversified patterns, and finally uses judgment criteria and optimization algorithm to search for high-quality patterns to guide the generation of models.

Federated Learning Language Modelling +2

Label-free timing analysis of SiPM-based modularized detectors with physics-constrained deep learning

no code implementations24 Apr 2023 Pengcheng Ai, Le Xiao, Zhi Deng, Yi Wang, Xiangming Sun, Guangming Huang, Dong Wang, Yulei Li, Xinchi Ran

We mathematically demonstrate the existence of the optimal function desired by the method, and give a systematic algorithm for training and calibration of the model.

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