Ayush Nagvanshi

The Yardstick Problem: When an LLM Fact-Checker Flags Most of What It Reads

I build a pipeline that drafts illustrated companion chapters for Indian primary schools and checks every statement in them against the NCERT textbooks before an editor reads the chapter. On a Class 3 chapter about water, the checker sent 50 of 87 statements to the editor. I took...