no code implementations • 23 Apr 2024 • Siyin Wang, Chao-Han Huck Yang, Ji Wu, Chao Zhang
Large language models (LLMs) can adapt to new tasks through in-context learning (ICL) based on a few examples presented in dialogue history without any model parameter update.
no code implementations • 5 Mar 2024 • Bo wang, Tianxiang Sun, Hang Yan, Siyin Wang, Qingyuan Cheng, Xipeng Qiu
The exploration of whether agents can align with their environment without relying on human-labeled data presents an intriguing research topic.
no code implementations • 22 Feb 2024 • Siyin Wang, Jie zhou, Qin Chen, Qi Zhang, Tao Gui, Xuanjing Huang
Domain adaption has been widely adapted for cross-domain sentiment analysis to transfer knowledge from the source domain to the target domain.
no code implementations • 17 Feb 2024 • Siyin Wang, ShiMin Li, Tianxiang Sun, Jinlan Fu, Qinyuan Cheng, Jiasheng Ye, Junjie Ye, Xipeng Qiu, Xuanjing Huang
HAG extends the current paradigm in the text generation process, highlighting the feasibility of endowing the LLMs with self-regulate decoding strategies.
no code implementations • 16 Dec 2023 • Jingyi Zhou, Jie zhou, Jiabao Zhao, Siyin Wang, Haijun Shan, Gui Tao, Qi Zhang, Xuanjing Huang
Few-shot text classification has attracted great interest in both academia and industry due to the lack of labeled data in many fields.
2 code implementations • 5 Oct 2023 • Qinyuan Cheng, Tianxiang Sun, Wenwei Zhang, Siyin Wang, Xiangyang Liu, Mozhi Zhang, Junliang He, Mianqiu Huang, Zhangyue Yin, Kai Chen, Xipeng Qiu
We analyze the primary types of hallucinations in different types of models and their causes.
no code implementations • 13 Sep 2023 • Siyin Wang, Chao-Han Huck Yang, Ji Wu, Chao Zhang
Language-level adaptation experiments using Chinese dialects showed that when applying SICL to isolated word ASR, consistent and considerable relative WER reductions can be achieved using Whisper models of any size on two dialects, which is on average 32. 3%.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +3
no code implementations • COLING 2022 • Siyin Wang, Jie zhou, Changzhi Sun, Junjie Ye, Tao Gui, Qi Zhang, Xuanjing Huang
In this work, we propose a causal intervention model for Implicit Sentiment Analysis using Instrumental Variable (ISAIV).