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safe-flat-lora-baseline-gemma3-1b-it-lora
mahdiboughrous/safe-flat-lora-baseline-gemma3-1b-it-lora
safe-flat-lora-baseline-gemma3-1b-it-lora is a machine learning model from mahdiboughrous. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as gemma.
Part of the Safe-Flat-LoRA project (the Safety-Flatness Paradox in 4-bit quantization of LoRA-fine-tuned LLMs -- see the project blueprint for the full motivation and methodology).
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Public
Updated Jul 9, 2026
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At a glance
- License
- gemma
- Access
- Public
- Created
- Jul 9, 2026
- Updated
- Jul 9, 2026
- SHA
- a676e3b7
Base models
Model card
From the Hugging Face model README
mahdiboughrous/safe-flat-lora-baseline-gemma3-1b-it-lora
Part of the Safe-Flat-LoRA project (the Safety-Flatness Paradox in 4-bit quantization of LoRA-fine-tuned LLMs -- see the project blueprint for the full motivation and methodology).
- Base model:
google/gemma-3-1b-it - Method:
baseline(plain LoRA fine-tune, used as the pre-Flat-LoRA baseline) - Artifact: lora
- Fine-tuning task: SQL generation (
b-mc2/sql-create-context), used as a downstream-task proxy to study how post-training 4-bit (NF4) quantization shifts safety-refusal behavior after LoRA fine-tuning.
Base model Gemma-3-1B-it is under Google's Gemma Terms of Use. Redistributing derivatives requires complying with the Gemma Prohibited Use Policy -- this repo inherits those terms, it is not independently licensed.
- License
- gemma
- Created
- Jul 9, 2026
- Updated
- Jul 9, 2026