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Lara J. Martin

3 accepted papers

2023

CoRRPUS: Code-based Structured Prompting for Neurosymbolic Story Understanding

ACL 2023findings

Story generation and understanding—as with all NLG/NLU tasks—has seen a surge in neurosymbolic work. Researchers have recognized that, while large language models (LLMs) have tremendous utility, they can be augmented with symbolic means to be even better and to make up for many flaws that neural net…

2023

FIREBALL: A Dataset of Dungeons and Dragons Actual-Play with Structured Game State Information

ACL 2023long

Dungeons & Dragons (D&D) is a tabletop roleplaying game with complex natural language interactions between players and hidden state information. Recent work has shown that large language models (LLMs) that have access to state information can generate higher quality game turns than LLMs that use dia…

2022

Dungeons and Dragons as a Dialog Challenge for Artificial Intelligence

EMNLP 2022main

AI researchers have posited Dungeons and Dragons (D&D) as a challenge problem to test systems on various language-related capabilities. In this paper, we frame D&D specifically as a dialogue system challenge, where the tasks are to both generate the next conversational turn in the game and predict t…

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