no code implementations • 23 Apr 2024 • Qihuang Zhong, Kang Wang, Ziyang Xu, Juhua Liu, Liang Ding, Bo Du, DaCheng Tao
Chain of Thought prompting strategy has enhanced the performance of Large Language Models (LLMs) across various NLP tasks.
Ranked #1 on Math Word Problem Solving on SVAMP (Accuracy metric)
1 code implementation • 15 Mar 2024 • Ziyang Xu, Keqin Peng, Liang Ding, DaCheng Tao, Xiliang Lu
Experiments across various prompts, PLMs, and benchmarks show that our approach can not only correct the overfitted performance caused by prompt bias, but also significantly improve the prompt retrieval capability (up to 10% absolute performance gain).
no code implementations • 16 Jan 2024 • Qiao Jin, Fangyuan Chen, Yiliang Zhou, Ziyang Xu, Justin M. Cheung, Robert Chen, Ronald M. Summers, Justin F. Rousseau, Peiyun Ni, Marc J Landsman, Sally L. Baxter, Subhi J. Al'Aref, Yijia Li, Alex Chen, Josef A. Brejt, Michael F. Chiang, Yifan Peng, Zhiyong Lu
GPT-4V also performs well in cases where physicians incorrectly answer, with over 78% accuracy.
no code implementations • 21 Sep 2023 • Jiakang Li, Songning Lai, Zhihao Shuai, Yuan Tan, Yifan Jia, Mianyang Yu, Zichen Song, Xiaokang Peng, Ziyang Xu, Yongxin Ni, Haifeng Qiu, Jiayu Yang, Yutong Liu, Yonggang Lu
This review article delves into the topic of community detection in graphs, which serves as a thorough exposition of various community detection methods from perspectives of modularity-based method, spectral clustering, probabilistic modelling, and deep learning.
1 code implementation • 8 Aug 2023 • Ziyang Xu, Haitian Zhong, Bingrui He, Xueying Wang, Tianchi Lu
Phosphorylation is pivotal in numerous fundamental cellular processes and plays a significant role in the onset and progression of various diseases.