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Derek Chen

5 accepted papers

2026

Characterization and Evaluation of Screw-Based Locomotion across Aquatic, Granular, and Transitional Media

ICRA 2026poster

Screw-based propulsion systems offer promising capabilities for amphibious mobility, yet face significant challenges in optimizing locomotion across water, granular materials, and transitional environments. This study presents a systematic investigation into the locomotion performance of various scr…

2023

Mixture of Soft Prompts for Controllable Data Generation

EMNLP 2023long findings

Large language models (LLMs) effectively generate fluent text when the target output follows natural language patterns. However, structured prediction tasks confine the output format to a limited ontology, causing even very large models to struggle since they were never trained with such restriction…

Cited by 0SourcecodeScholar
2023

Symbolic Planning and Code Generation for Grounded Dialogue

EMNLP 2023long main

Large language models (LLMs) excel at processing and generating text and code. However, LLMs have had limited applicability in grounded task-oriented dialogue as they are difficult to steer toward task objectives and fail to handle novel grounding. We present a modular and interpretable grounded dia…

Cited by 0SourcecodeScholar
2021

Action-Based Conversations Dataset: A Corpus for Building More In-Depth Task-Oriented Dialogue Systems

NAACL 2021long

Existing goal-oriented dialogue datasets focus mainly on identifying slots and values. However, customer support interactions in reality often involve agents following multi-step procedures derived from explicitly-defined company policies as well. To study customer service dialogue systems in more r…