Mapping the Design Space of Interactions in Human-AI Text Co-creation Tasks

03/11/2023
by   Zijian Ding, et al.
0

Large Language Models (LLMs) have demonstrated impressive text generation capabilities, prompting us to reconsider the future of human-AI co-creation and how humans interact with LLMs. In this paper, we present a spectrum of content generation tasks and their corresponding human-AI interaction patterns. These tasks include: 1) fixed-scope content curation tasks with minimal human-AI interactions, 2) independent creative tasks with precise human-AI interactions, and 3) complex and interdependent creative tasks with iterative human-AI interactions. We encourage the generative AI and HCI research communities to focus on the more complex and interdependent tasks, which require greater levels of human involvement.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
03/06/2023

The AI Ghostwriter Effect: Users Do Not Perceive Ownership of AI-Generated Text But Self-Declare as Authors

Human-AI interaction in text production increases complexity in authorsh...
research
03/11/2023

Art-ificial Intelligence: The Effect of AI Disclosure on Evaluations of Creative Content

The emergence of generative AI technologies, such as OpenAI's ChatGPT ch...
research
01/18/2022

Youling: an AI-Assisted Lyrics Creation System

Recently, a variety of neural models have been proposed for lyrics gener...
research
06/29/2022

Mapping the Design Space of Human-AI Interaction in Text Summarization

Automatic text summarization systems commonly involve humans for prepari...
research
06/02/2023

OMNI: Open-endedness via Models of human Notions of Interestingness

Open-ended algorithms aim to learn new, interesting behaviors forever. T...
research
06/02/2023

Prototyping the use of Large Language Models (LLMs) for adult learning content creation at scale

As Large Language Models (LLMs) and other forms of Generative AI permeat...
research
06/16/2021

Human-AI Interactions Through A Gricean Lens

Grice's Cooperative Principle (1975) describes the implicit maxims that ...

Please sign up or login with your details

Forgot password? Click here to reset