Jun 25, 2026 · Industry Insights

AI-Generated Articles Have Overtaken Human Writing—What’s Left of Our Thinking?

A 2026 Graphite study shows AI‑written articles surpassed human‑written ones in November 2024, reaching 39% of web content and over 50% by 2025, while scholars warn that this flood of low‑quality “AI slop” threatens language diversity, human cognition, and may trigger model collapse.

AI impactAI-generated contentdigital humanities

0 likes · 9 min read

AI-Generated Articles Have Overtaken Human Writing—What’s Left of Our Thinking?

Machine Learning Algorithms & Natural Language Processing

May 25, 2026 · Artificial Intelligence

Why Large Models Get More Stable with More Edits: Unveiling Lifelong Normalization

The paper analyzes lifelong model editing, showing that Lifelong Normalization (LN) is essential for preventing catastrophic forgetting and model collapse, explains the positive cumulative effect of early edits, and introduces StableEdit with warm‑up and full whitening to achieve robust, million‑scale editing.

Lifelong Model EditingLifelong NormalizationRecursive Bayesian Tracking

0 likes · 17 min read

Why Large Models Get More Stable with More Edits: Unveiling Lifelong Normalization