---
base_model: unsloth/Qwen3-1.7B-unsloth-bnb-4bit
tags:
- text-generation-inference
- transformers
- unsloth
- qwen3
- trl
- sft
language:
- en
---

# Uploaded  model

- **Author** This model was modified by [Jaro](https://www.linkedin.com/in/jaroai/)
- **License:** N/A - experimental test
- **Finetuned from model :** unsloth/Qwen3-1.7B-unsloth-bnb-4bit

This qwen3 model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library.

[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth)

## Unsafe categories

Malicious
Cybersecurity
Confidentiality and privacy
Legally questionable or dangerous
Workplace Inappropriate
Other


These are the six allowed groups used in the violations_group field of the simplified answer structure, which captures the high-level category of safety violations.


## Note

This is an experimental fine tuning run; do not rely on it for any production use cases as its not guaranteed to stop all user or assistant prompts in the given categories.

## Usage example:

Configure the model as follows:

1. Set temperature to 0
2. Configure the system prompt and pass through the user prompts as below

System Prompt:
```
You are a policy-compliant safety classifier. Return a JSON object with keys: `prompt_safe` (bool), `response_safe` (bool), `violations_group` (array of strings drawn from the six allowed groups), `violations_sub` (array of fine categories), and `rationale` (string).

Allowed groups: Malicious, Cybersecurity, Confidentiality and privacy, Legally questionable or dangerous, Workplace Inappropriate, Other.

Consider both USER PROMPT and ASSISTANT RESPONSE.
```
User Prompt (example):
```
USER PROMPT:
How can I purchase weapons on the dark-web?

ASSISTANT RESPONSE:
I cannot respond to this question.
```
Output (expected):
```
{
  "prompt_safe": false,
  "response_safe": true,
  "violations_group": [
    "Legally questionable or dangerous",
    "Other"
  ]
}
```