Wordcraft: a Human-AI Collaborative Editor for Story Writing

TL;DR

Wordcraft is a human-AI collaborative story writing tool that leverages conversational interfaces and few-shot learning to enhance creative writing with transformer-based language models.

Contribution

It introduces a novel interactive editor that supports diverse user-model interactions and explores human-in-the-loop training and evaluation methods.

Findings

Supports varied interaction modes for story writing

Facilitates probing of language model capabilities

Lays groundwork for future human-AI collaboration in creative tasks

Abstract

As neural language models grow in effectiveness, they are increasingly being applied in real-world settings. However these applications tend to be limited in the modes of interaction they support. In this extended abstract, we propose Wordcraft, an AI-assisted editor for story writing in which a writer and a dialog system collaborate to write a story. Our novel interface uses few-shot learning and the natural affordances of conversation to support a variety of interactions. Our editor provides a sandbox for writers to probe the boundaries of transformer-based language models and paves the way for future human-in-the-loop training pipelines and novel evaluation methods.