---
title: "#classification-theater articles | Hashnode"
description: "Explore 1 articles tagged #classification-theater on Hashnode. Tutorials, guides, and how-tos from the community."
url: "https://hashnode.com/tag/classification-theater"
---

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# #classification-theater

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[ClawSouls](https://hashnode.com/@clawsouls) · [Mar 31](https://hashnode.com/posts/identity-governance-100-safety-testing-combined-persona-approaches-on-abliterated-llms-1/69cbdfab2f36a54d1f07b6ea)

### [Identity + Governance = 100% Safety? Testing Combined Persona Approaches on Abliterated LLMs](https://clawsouls.hashnode.dev/identity-governance-100-safety-testing-combined-persona-approaches-on-abliterated-llms-1?utm_source=hashnode&utm_medium=feed)

In our previous experiment, we showed that persona-level behavioral rules (Soul Spec) barely help when an LLM's safety training has been surgically removed: +6pp refusal improvement on abliterated models versus +33pp on aligned ones. The conclusion f...

6 min read · [clawsouls.hashnode.dev](https://clawsouls.hashnode.dev/identity-governance-100-safety-testing-combined-persona-approaches-on-abliterated-llms-1?utm_source=hashnode&utm_medium=feed)