Search Results for author: Austin W. Hanjie

Found 4 papers, 4 papers with code

COLLIE: Systematic Construction of Constrained Text Generation Tasks

1 code implementation17 Jul 2023 Shunyu Yao, Howard Chen, Austin W. Hanjie, Runzhe Yang, Karthik Narasimhan

Text generation under constraints have seen increasing interests in natural language processing, especially with the rapidly improving capabilities of large language models.

Logical Reasoning Sentence +1

SemSup: Semantic Supervision for Simple and Scalable Zero-shot Generalization

1 code implementation26 Feb 2022 Austin W. Hanjie, Ameet Deshpande, Karthik Narasimhan

Prior work along this vein have largely used expensive per-instance annotation or singular class-level descriptions, but per-instance descriptions are hard to scale and single class descriptions may not be rich enough.

Semantic Similarity Semantic Textual Similarity +3

SILG: The Multi-environment Symbolic Interactive Language Grounding Benchmark

1 code implementation20 Oct 2021 Victor Zhong, Austin W. Hanjie, Sida I. Wang, Karthik Narasimhan, Luke Zettlemoyer

We hope SILG enables the community to quickly identify new methodologies for language grounding that generalize to a diverse set of environments and their associated challenges.

Grounded language learning NetHack

Grounding Language to Entities and Dynamics for Generalization in Reinforcement Learning

1 code implementation19 Jan 2021 Austin W. Hanjie, Victor Zhong, Karthik Narasimhan

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.

reinforcement-learning Reinforcement Learning (RL) +1

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