Weekly Releases (Sep 25, 2026)
Collection
92 items • Updated • 1
🏗️ Building on HF
Ahmet
atasoglu
AI & ML interests
NLP, LLMs.
Recent Activity
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SupersonicLabs/Julia-1Organizations
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Built a Space for stuntd: pollix/stuntd
For each question it shows the same answer twice: zero-shot Laya, and a small head trained on the frozen Laya encoder. You get the option probabilities, the confidence threshold and the latency. When the head isn't sure, it hands the question back to the teacher instead of guessing.
On jevbench, same machine, n=500: agnews 86.0 → 92.6, banking77 38.2 → 69.6. Everything runs locally; heads train in 4-20 minutes on a laptop GPU.
Code (Apache-2.0): https://github.com/bladedevoff/stuntd
For each question it shows the same answer twice: zero-shot Laya, and a small head trained on the frozen Laya encoder. You get the option probabilities, the confidence threshold and the latency. When the head isn't sure, it hands the question back to the teacher instead of guessing.
On jevbench, same machine, n=500: agnews 86.0 → 92.6, banking77 38.2 → 69.6. Everything runs locally; heads train in 4-20 minutes on a laptop GPU.
Code (Apache-2.0): https://github.com/bladedevoff/stuntd
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