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Why AI Writing Still Reads Like Slop — Louis-François Bouchard, Towards AI

AI Engineer · Oct 22, 2026 · Research Findings

Towards AI releases Tone-Bench, a benchmark measuring LLM creative writing quality and 'slop' avoidance

“reading something that looks like generated text is truly terrifying”

Louis-François Bouchard from Towards AI defines AI 'slop' across six dimensions—overused words, excessive generality, empty content, repetition, hallucination, and tone mismatch—and launches Tone-Bench, a new benchmark for measuring creative writing quality in LLMs. The talk argues that better models alone won't solve the slop problem, as low-quality AI text continues to scale even with model improvements. The benchmark is a niche but practical tool for the growing conversation around AI content quality, though it comes from a non-major research lab.

benchmarks ai-writing creative-writing content-quality slop

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