DialogueScript: Using Dialogue Agents to Produce a Script
This addresses scriptwriting automation for creative industries, though it appears incremental with hybrid methods.
The researchers tackled script generation by using dialogue agents with different personality types and simulated dramatic networks to manage character interactions, achieving better performance than a GPT-2 baseline in automatic and human evaluations.
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.