AI & ML
What Is the Role for Humans in Creative Writing? Creativity and Diversity in Human-AI Collaboration
arXiv cs.HC0 views
arXiv:2610.37916v2 Announce Type: replace Abstract: As AI agents increasingly participate in creative teamwork, writing emerges from hybrid human-AI teams. Although AI can improve the creativity of individual outputs, these gains may come at the cost of homogenization. What is the best role for human intervention? We introduce a transmission-chain paradigm inspired by cognitive models of writing, with four stages: Plan, Write, Review, and Revise. Each stage receives the previous output and passes its own forward. Using data from 333 participants across 427 stories, we compared creativity, diversity, and enjoyment across human, AI, and hybrid chains. Consistent with prior work, all-AI chains produced more creative but less diverse stories than all-human chains. Introducing a single human into an otherwise all-AI chain increased diversity depending on role. Human planning provided the best balance: it preserved AI-level creativity, increased diversity that persisted through downstream AI stages, and maintained enjoyment. We discuss implications for designing human-in-the-loop creative pipelines.
Source:https://arxiv.org/abs/2610.37916PreviousDo User-Authored Permission Policies Improve Protection Against AI Agent Overreach?NextMaking Sense of Audience Change: Causal Attribution and Boundary Management on Xiaohongshu
Related posts
One Column, Five Date Formats: Detecting and Fixing Mixed Dates in pandas
0dev.to Python

Weekly Update 529: Kids Social Media Bans (and Everything Else)
0Troy Hunt

Take-Two reiterates FY 2027 outlook, says Q2 total net bookings fell 18% YoY to $1.6B, vs. $1.65B est., and NBA 2K27 missed sales forecast partly due to GTA VI (Jason Schreier/Bloomberg)
0Techmeme
Learning Abstractions: The Next Frontier for AI
0Hacker News New
Attackers Claim to Have Stolen Data on over 1M Vanderbilt Students, Staff
0Hacker News New
Male donkey is a bull's willing partner in rare interspecies affair
0Hacker News New