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OnatSec-27B
cumhuronat/OnatSec-27B
OnatSec-27B is a machine learning model from cumhuronat. 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 apache-2.0.
Fine-tune of Qwen/Qwen3.6-27B targeting CS-Eval — currently the top-performing open-weight model on the leaderboard.
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At a glance
- License
- apache-2.0
- Access
- Public
- Created
- Jul 6, 2026
- Updated
- Jul 7, 2026
- SHA
- 3ab9b763
Base models
Model card
From the Hugging Face model README
OnatSec-27B-v1.1
Fine-tune of Qwen/Qwen3.6-27B targeting CS-Eval — currently the top-performing open-weight model on the leaderboard.
The Multi-Token Prediction (MTP) head is preserved through conversion and quantization
(blk.64.* kept at Q8_0), so self-speculative decoding works out of the box for a
~1.5–2x decode speedup.
- License
- apache-2.0
- Languages
- en, zh, tr
- Created
- Jul 6, 2026
- Updated
- Jul 7, 2026