Selected Publications
Please check my Google Scholar profile for the latest publications. (* denotes equal contribution)
Papers
2024
MMEvol: Empowering Multimodal Large Language Models with Evol-Instruct
Run Luo*, Haonan Zhang*, Longze Chen*, Ting-En Lin*, Xiong Liu, Yuchuan Wu, Min Yang, Minzheng Wang, Pengpeng Zeng, Lianli Gao, Heng Tao Shen, Yunshui Li, Xiaobo Xia, Fei Huang, Jingkuan Song, Yongbin Li. Arxiv 2024.
Target Shaping for Data Selection in Targeted Instruction Tuning
Changyu Chen, Ting-En Lin, Yuchuan Wu, Yongbin Li, Rui Yan. Arxiv 2024.
A Survey on Self-Evolution of Large Language Models
Zhengwei Tao, Ting-En Lin, Xiancai Chen, Hangyu Li, Yuchuan Wu, Yongbin Li, Zhi Jin, Fei Huang, Dacheng Tao, Jingren Zhou. Arxiv 2024.
Improving Factual Consistency of Text Summarization by Adversarially Decoupling Comprehension and Embellishment Abilities of LLMs
Huawen Feng, Yan Fan, Xiong Liu, Ting-En Lin, Zekun Yao, Yuchuan Wu, Fei Huang, Yongbin Li, Qianli Ma. EMNLP findings 2024.
Masked Thought: Simply Masking Partial Reasoning Steps Can Improve Mathematical Reasoning Learning of Language Models
Changyu Chen, Xiting Wang, Ting-En Lin, Ang Lv, Yuchuan Wu, Xin Gao, Ji-Rong Wen, Rui Yan, Yongbin Li. ACL 2024. acceptance rate: 21.3%
Fortify the Shortest Stave in Attention: Enhancing Context Awareness of Large Language Models for Effective Tool Use
Yuhan Chen*, Ang Lv*, Ting-En Lin, Changyu Chen, Yuchuan Wu, Fei Huang, Yongbin Li, Rui Yan. ACL 2024. acceptance rate: 21.3%
Self-Explanation Prompting Improves Dialogue Understanding in Large Language Models
Haoyu Gao, Ting-En Lin, Hangyu Li, Min Yang, Yuchuan Wu, Wentao Ma, Yongbin Li. LREC-COLING 2024.
2023
Intent Recognition for Human-Machine Interactions
Hua Xu, Hanlei Zhang, Ting-En Lin. Springer 2023.
SpokenWOZ: A Large-Scale Speech-Text Benchmark for Spoken Task-Oriented Dialogue Agents
Shuzheng Si, Wentao Ma, Haoyu Gao, Yuchuan Wu, Ting-En Lin, Yinpei Dai, Hangyu Li, Rui Yan, Fei Huang, Yongbin Li. NeurIPS 2023. Dataset track, acceptance rate: 32.7%
UniSA: Unified Generative Framework for Sentiment Analysis
Zaijing Li, Ting-En Lin, Yuchuan Wu, Meng Liu, Fengxiao Tang, Ming Zhao, Yongbin Li. ACM MM 2023. acceptance rate: 29.3%
Speech-Text Dialog Pre-training for Spoken Dialog Understanding with Explicit Cross-Modal Alignment
Tianshu Yu*, Haoyu Gao*, Ting-En Lin, Min Yang, Yuchuan Wu, Wentao Ma, Chao Wang, Fei Huang, Yongbin Li. ACL 2023. acceptance rate: 23.5%%
Unsupervised Dialogue Topic Segmentation with Topic-aware Utterance Representation
Haoyu Gao*, Rui Wang*, Ting-En Lin, Yuchuan Wu, Min Yang, Fei Huang, Yongbin Li. SIGIR 2023. short paper, acceptance rate: 25.12%
Empathetic Response Generation via Emotion Cause Transition Graph
Yushan Qian, Bo Wang, Ting-En Lin, Yinhe Zheng, Ying Zhu, Dongming Zhao, Yuexian Hou, Yuchuan Wu, Yongbin Li. ICASSP 2023.
- 2022
UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion Recognition
Guimin Hu, Ting-En Lin, Yi Zhao, Guangming Lu, Yuchuan Wu, Yongbin Li. EMNLP 2022. acceptance rate: 22.1% [Code]
Duplex Conversation: Towards Human-like Interaction in Spoken Dialogue Systems
Ting-En Lin, Yuchuan Wu, Fei Huang, Luo Si, Jian Sun, Yongbin Li. KDD 2022. ADS track, acceptance rate: 25.9%
Discovering New Intents with Deep Aligned Clustering
Hanlei Zhang, Hua Xu, Ting-En Lin, Rui Lyu. AAAI 2021. acceptance rate: 21.4% [Code]
Deep Open Intent Classification with Adaptive Decision Boundary
Hanlei Zhang, Hua Xu, Ting-En Lin. AAAI 2021. acceptance rate: 21.4% [Code]
Discovering New Intents via Constrained Deep Adaptive Clustering with Cluster Refinement
Ting-En Lin, Hua Xu, Hanlei Zhang. AAAI 2020. acceptance rate: 20.6% [Code]
A Post-processing Method for Detecting Unknown Intent of Dialogue System via Pre-trained Deep Neural Network Classifier
Ting-En Lin, Hua Xu. Knowledge-Based Systems, 2019. SCI, IF=8.139
Deep Unknown Intent Detection with Margin Loss
Ting-En Lin, Hua Xu. ACL 2019. short paper, acceptance rate: 18.2% [Code]
Patents
CN113887554B 处理反馈语的方法以及装置
林廷恩, 武玉川, 李永彬, 孙健. Granted.
CN114267345B 模型训练方法、语音处理方法及其装置
林廷恩, 武玉川, 李永彬, 孙健. Granted.
CN114691852B 人机对话系统及方法
李永彬, 武玉川, 黎航宇, 马文涛, 林廷恩, 戴音培, 孙健. Granted.
CN117633196B 问答模型构建方法及项目问答方法
武玉川, 王睿, 马文涛, 黎航宇, 王轲, 林廷恩, 刘雄, 樊艳, 黄非, 李永彬. Granted.
Preprints
Constructive Large Language Models Alignment with Diverse Feedback
Tianshu Yu, Ting-En Lin, Yuchuan Wu, Min Yang, Fei Huang, Yongbin Li. Arxiv 2023.