Clean or Annotate: Learning with Noisy Labels through Targeted Relabeling Derek Chen, Zhou Yu, Samuel R. Bowman (Accepted at NAACL ‘22 with Best Paper Award in Low-Resource NLP workshop)

DG^2: Data Augmentation Through Document Grounded Dialogue Generation Qingyang Wu, Song Feng, Derek Chen, Sachindra Joshi, Luis Lastras and Zhou Yu (Accepted at SIGDial ‘22)

GOLD: Improving Out-of-Scope Detection in Dialogues using Data Augmentation Derek Chen, Zhou Yu [Code] (Accepted as long paper at EMNLP ‘21)

Data Augmentation for Intent Classification Derek Chen, Claire Yin (Accepted into NeurIPs ‘21 Data-Centric AI)

Action-Based Conversations Dataset: A Corpus for Building Task-Oriented Dialogue Systems Derek Chen, Howard Chen, Yang Yi, Alex Lin, Zhou Yu (Accepted as long paper at NAACL ‘21) [Code]

Social IQa: Commonsense Reasoning about Social Interactions Maarten Sap, Hannah Rashkin, Derek Chen, Ronan Le Bras, Yejin Choi (accepted as long paper, oral in EMNLP ‘19)

Decoupling Strategy and Generation in Negotiation Dialogues He He, Derek Chen, Anusha Balakrishnan, Percy Liang (Accepted as long paper, oral in EMNLP ‘18)