DialogueScript: Using Dialogue Agents to Produce a Script

Christi\'an Mikl\'a\v{s}; D\'avid Javorsk\'y; Ond\v{r}ej Du\v{s}ek; Patr\'icia Schmidtov\'a; Rudolf Rosa; Tom\'a\v{s} Musil

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DialogueScript: Using Dialogue Agents to Produce a Script

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arxiv 2206.08425 v1 pith:QNPPIHII submitted 2022-06-16 cs.CL

Patrícia Schmidtová , Dávid Javorský , Christián Mikláš , Tomáš Musil , Rudolf Rosa , Ondřej Dušek This is my paper · ORCID

classification cs.CL

keywords agentsapproachdialoguescriptautomaticbaselinecharacterconsistency

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We present a novel approach to generating scripts by using agents with different personality types. To manage character interaction in the script, we employ simulated dramatic networks. Automatic and human evaluation on multiple criteria shows that our approach outperforms a vanilla-GPT2-based baseline. We further introduce a new metric to evaluate dialogue consistency based on natural language inference and demonstrate its validity.

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