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title: Where Did Controversial Go?
emoji: 🛡️
colorFrom: indigo
colorTo: red
sdk: static
app_file: index.html
pinned: false
license: cc-by-4.0

Where Did `Controversial` Go?

Three LoRA fine-tunes of Qwen3Guard-Gen-0.6B, varying only which projections the adapter touches. All three destroyed the model's third severity class, and a recall-only review cannot see it.

Traced on 2,275 measured items from MuVeraAI/guard-verdicts.

Static by design: the measurements are fixed, so a pre-computed page has no cold start and cannot drift from the dataset it was built from.

Vikram Jha · MuVeraAI · ORCID 0009-0004-3959-6099