Austin W. Hanjie — accepted AI-conference papers

2024

COLLIE: Systematic Construction of Constrained Text Generation Tasks

Shunyu Yao, Howard Chen, Austin W. Hanjie, Runzhe Yang, Karthik R Narasimhan

ICLR 2024poster

Text generation under constraints have seen increasing interests in natural language processing, especially with the rapidly improving capabilities of large language models. However, existing benchmarks for constrained generation usually focus on fixed constraint types (e.g. generate a sentence cont…

Cited by 29 Source ↗PDF ↗code ↗Scholar ↗

2021

Grounding Language to Entities and Dynamics for Generalization in Reinforcement Learning

Austin W. Hanjie, Victor Y Zhong, Karthik Narasimhan

ICML 2021spotlight

We investigate the use of natural language to drive the generalization of control policies and introduce the new multi-task environment Messenger with free-form text manuals describing the environment dynamics. Unlike previous work, Messenger does not assume prior knowledge connecting text and state…

Cited by 60 Source ↗PDF ↗code ↗Scholar ↗