Publications

You can also find my articles on my Semantic Scholar Profile or my Google Scholar profile.

2023

• Skills-in-Context Prompting: Unlocking Compositionality in Large Language Models
  Jiaao Chen , Xiaoman Pan, Dian Yu, Kaiqiang Song, Xiaoyang Wang, Dong Yu, and Jianshu Chen
  Arxiv, 2023 pdf, code

• Can Large Language Models Transform Computational Social Science?
  Caleb Ziems, William Held, Omar Shaikh, Jiaao Chen, Zhehao Zhang and Diyi Yang
  Arxiv, 2023 pdf, code

• Is ChatGPT a General-Purpose Natural Language Processing Task Solver?
  Chengwei Qin, Aston Zhang, Zhuosheng Zhang, Jiaao Chen, Michihiro Yasunaga, and Diyi Yang Arxiv, 2023 pdf, code

• A cheaper and Better Diffusion Language Model with Soft-masked Noise
  Jiaao Chen, Aston Zhang, Mu Li, Alex Smola and Diyi Yang
  Arxiv, 2023 pdf, code

• Where Does Your News Come From? Predicting Information Pathways in Social Media
  Alexander K Taylor, Nuan Wen, Po-Nien Kung, Jiaao Chen, Violet Peng, and Wei Wang
  SIGIR, 2023 pdf, code

• Controllable Conversation Generation with Conversation Structures via Diffusion Models
  Jiaao Chen and Diyi Yang
  ACL Findings, 2023 pdf, code

• Human-in-the-loop Abstractive Dialogue Summarization
  Jiaao Chen , Mohan Dodda and Diyi Yang
  ACL Findings, 2023 pdf, code

• Compositional Data Augmentation for Abstractive Conversation Summarization
  Siru Ouyang, Jiaao Chen, Jiawei Han and Diyi Yang
  ACL, 2023 pdf, code

• Parameter-Efficient Fine-Tuning Design Spaces
  Jiaao Chen, Aston Zhang, Xingjian Shi, Mu Li, Alex Smola, Diyi Yang
  ICLR, 2023 pdf, code

• An Empirical Survey of Data Augmentation for Limited Data Learning in NLP
  Jiaao Chen, Derek Tam, Colin Raffel, Mohit Bansal, Diyi Yang
  TACL pdf, code

2022

• When FLUE Meets FLANG: Benchmarks and Large Pretrained Language Model for Financial Domain
  Raj Sanjay Shah, Kunal Chawla, Dheeraj Eidnani, Agam Shah, Wendi Du, Sudheer Chava, Natraj Raman, Charese Smiley, Jiaao Chen, Diyi Yang
  EMNLP, 2022 pdf, code

• E-VALUE: Understanding Dialect Disparity in NLU
  Caleb Ziems*, Jiaao Chen*, Camille Harris, Jessica Anderson, and Diyi Yang
  ACL Findings, 2022 pdf, code

• Focus on the Action: Learning to Highlight and Summarize Jointly for Email To-Do Items Summarization
  Kexun Zhang, Jiaao Chen, and Diyi Yang
  ACL Findings, 2022 pdf, code

• Leveraging Expert Guided Adversarial Augmentation For Improving Generalization in Named Entity Recognition
  Aaron Reich, Jiaao Chen, Aastha Agrawal, Yanzhe Zhang, and Diyi Yang
  ACL Findings, 2022 pdf, code

• Mixture of Virtual Prompts: Efficient Fine-tuning with Virtual Prompts for Natural Language Understanding
  Jiaao Chen, William Held, and Diyi Yang
  Pre-Print, 2022 pdf, code

2021

• Simple Conversational Data Augmentation for Semi-supervised Abstractive Dialogue Summarization
  Jiaao Chen, and Diyi Yang
  EMNLP, 2021 pdf, code

• HiddenCut: Simple Data Augmentation for Natural Language Understanding with Better Generalization
  Jiaao Chen, Dinghan Shen, Weizhu Chen, and Diyi Yang
  ACL, 2021 pdf, code

• Structure-Aware Abstractive Conversation Summarization via Discourse and Action Graphs
  Jiaao Chen, and Diyi Yang
  NAACL, 2021 pdf, code

• Continual Learning for Text Classification with Information Disentanglement Based Regularization
  Yufan Huang, Yanzhe Zhang, Jiaao Chen, Xuezhi Wang and Diyi Yang
  NAACL, 2021 pdf, code

• Weakly-Supervised Hierarchical Models for Predicting Persuasive Strategies in Good-faith Textual Requests
  Jiaao Chen, and Diyi Yang
  AAAI, 2021 pdf, code

2020

• Multi-View Sequence-to-Sequence Models with Conversational Structure for Abstractive Dialogue Summarization
  Jiaao Chen, and Diyi Yang
  EMNLP, 2020 pdf, code

• Local Additivity Based Data Augmentation for Semi-supervised NER
  Jiaao Chen*, Zhenghui Wang*, Ran Tian, Zichao Yang and Diyi Yang
  EMNLP, 2020 pdf, code

• Examining the Ordering of Rhetorical Strategies in Persuasive Requests
  Omar Shaikh, Jiaao Chen, Jon Saad-Falcon, Polo Chau and Diyi Yang
  EMNLP Findings, 2020 pdf, code

• MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text Classification
  Jiaao Chen, Zichao Yang, and Diyi Yang
  ACL, 2020 pdf, code

• Semi-supervised Models via Data Augmentation for Classifying Interactive Affective Responses
  Jiaao Chen*, Yuwei Wu*, and Diyi Yang
  AAAI Workshop on Affective Content Analysis, 2020 pdf, code

2019

• Let’s Make Your Request More Persuasive: Modeling Persuasive Strategies via Semi Supervised Neural Nets on Crowdfunding Platforms
  Diyi Yang*, Jiaao Chen*, Zichao Yang, Dan Jurafsky, and Eduard Hovy
  NAACL, 2019, oral pdf

• Incorporating Structured Commonsense Knowledge in Story Completion
  Jiaao Chen, Jianshu Chen and Zhou Yu
  AAAI, 2019 pdf