#Giscus

We reviewed 22 ML conference submissions this summer. Fifteen had fabricated citations, hallucinated authors, or clear LLM slop, so we complain about that a bit, and release the paper references audit we now run.

From Dev.to - tutorial: Tutorial: How to Add Comments to an Astro 4.0 Blog with Giscus 1.0 and GitHub 2026