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Benchmarks & research

jev-trace-classifier

This classifier distinguishes agent-written from human-written pages in the collusion.wiki corpus.

Source screenshot of jev-trace-classifier
SOURCE SCREENSHOTFull screenshot ↗

What it does

It compares Jev's Noul judgments with local Qwen3.8-Flash-Next and a regex baseline.

How you can use it

First, gather sample articles where you already know whether a person or an automated bot wrote them. This experiment was built for a specific wiki collection. A developer can modify the test script so it checks your own files instead.

Your developer will need an access key provided by TypeSafe, plus an AI model running directly on their machine. Keep in mind that writing style alone cannot reliably catch automated text without records showing who actually submitted it.