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hiyouga/README.md

stat

hiyouga

Yaowei Zheng

Ph.D. Student

Beihang University

37 Xueyuan Rd., Haidian Dist.

Beijing, China, 100191

Education

  • 2022.09-Present School of Computer Science and Engineering, Beihang University Ph.D.
  • 2017.09-2021.06 Shen Yuan Honors College, Beihang University B.Eng.

Research Interests

  • Natural Language Processing
  • Large Language Models

Skills

  • Natural Language: Chinese (Native); English (CET-6); Japanese (JLPT-N2)
  • Programming Language: Python; C++; Java; JavaScript; PHP; Go; Verilog HDL; MATLAB
  • Typesetting Language: LaTeX; Markdown
  • Programming Framework: PyTorch; TensorFlow
  1. Yaowei Zheng, Richong Zhang, Junhao Zhang, Yanhan Ye, Zheyan Luo and Yongqiang Ma: LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models. Preprint. [arXiv]
  2. Junfan Chen, Richong Zhang, Yaowei Zheng, Qianben Chen, Chunming Hu and Yongyi Mao: DualCL: Principled Supervised Contrastive Learning as Mutual Information Maximization for Text Classification. WWW2024. [DOI][arXiv][Code]
  3. Richong Zhang, Qianben Chen, Yaowei Zheng, Samuel Mensah and Yongyi Mao: Aspect-level Sentiment Analysis via a Syntax-based Neural Network. IEEE/ACM Transactions on Audio, Speech, and Language Processing. [DOI]
  4. Xiaohui Guo, Richong Zhang, Yaowei Zheng and Yongyi Mao: Robust Regularization with Adversarial Labelling of Perturbed Samples. IJCAI2021. [DOI][arXiv]
  5. Yaowei Zheng, Richong Zhang and Yongyi Mao: Regularizing Neural Networks via Adversarial Model Perturbation. CVPR2021. [DOI][arXiv][Code][Poster][Video]
  6. Yaowei Zheng, Richong Zhang, Suyuchen Wang, Samuel Mensah and Yongyi Mao: Anchored Model Transfer and Soft Instance Transfer for Cross-Task Cross-Domain Learning: A Study Through Aspect-Level Sentiment Classification. WWW2020. [DOI]
  7. Yaowei Zheng, Richong Zhang, Samuel Mensah and Yongyi Mao: Replicate, Walk, and Stop on Syntax: an Effective Neural Network Model for Aspect-Level Sentiment Classification. AAAI2020. [DOI][Code]

Academic Service

  • Conference Reviewer: AAAI, EMNLP, NAACL, COLING
  • Journal Reviewer: Neural Computation

Pinned

  1. LLaMA-Factory LLaMA-Factory Public

    Unify Efficient Fine-Tuning of 100+ LLMs

    Python 24.8k 3.1k

  2. FastEdit FastEdit Public

    🩹Editing large language models within 10 seconds⚡

    Python 1.2k 83

  3. ChatGLM-Efficient-Tuning ChatGLM-Efficient-Tuning Public archive

    Fine-tuning ChatGLM-6B with PEFT | 基于 PEFT 的高效 ChatGLM 微调

    Python 3.6k 463

  4. AMP-Regularizer AMP-Regularizer Public

    Code for our paper "Regularizing Neural Networks via Adversarial Model Perturbation", CVPR2021

    Python 34 8

  5. RepWalk RepWalk Public

    Code and dataset for our paper "Replicate, Walk, and Stop on Syntax: an Effective Neural Network Model for Aspect-Level Sentiment Classification", AAAI2020

    Python 25 4

  6. Dual-Contrastive-Learning Dual-Contrastive-Learning Public

    Code for our paper "Dual Contrastive Learning: Text Classification via Label-Aware Data Augmentation"

    Python 147 25