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sayd90/GLM-5.2-UD-IQ4_XS
GLM-5.2-UD-IQ4_XS is a text generation model from sayd90. Use it when you need the model to write or continue text. It is set up for gguf. The card lists the license as mit.
CyberNeurova research — cyberneurova.ai Multi-direction ablation, identity-baked, imatrix-calibrated.
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From the Hugging Face model README
CyberNeurova research — cyberneurova.ai Multi-direction ablation, identity-baked, imatrix-calibrated.
Abliterated variant of zai-org/GLM-5.2, packaged as the Unsloth UD-IQ4_XS GGUF (~365 GB across 9 shards). Identity is baked into the chat template — the model introduces itself as CyberNeurova-GLM-5.2-IQ4_XS. User-supplied system prompts still take priority.
| Set | Refusal rate (lower is better) |
|---|---|
| AdvBench general harmful | 23.3% |
| Soft-refusal probes | 26.7% |
| Cyber-weapons category | 13.3% |
| Hacking category | 6.7% |
For reference, the unmodified base model refuses 80-90%+ of these probes. The higher-precision IQ4_XS quant retains the abliteration directions more cleanly than IQ3_XXS, yielding lower refusal across all categories.
Cybersecurity research, red-team baseline modeling, and security tooling exploration. Treat outputs as code-generation only — verify before running in any environment you do not own.
./llama-server -m CyberNeurova-GLM-5.2-IQ4_XS-00001-of-00009.gguf \
-ngl 99 --ctx-size 8192 --host 0.0.0.0 --port 8080
This model has had its built-in safety refusals removed for research purposes. You are fully responsible for any output you generate. Do not use this model for illegal activity, harassment, or harm. The CyberNeurova team disclaims any liability for misuse.