Search Results for author: Ziyang Xu

Found 5 papers, 2 papers with code

Achieving >97% on GSM8K: Deeply Understanding the Problems Makes LLMs Better Reasoners

no code implementations23 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)

Arithmetic Reasoning GSM8K +1

Take Care of Your Prompt Bias! Investigating and Mitigating Prompt Bias in Factual Knowledge Extraction

1 code implementation15 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).

A Comprehensive Review of Community Detection in Graphs

no code implementations21 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.

Community Detection Sociology

PTransIPs: Identification of phosphorylation sites enhanced by protein PLM embeddings

1 code implementation8 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.

Language Modelling

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