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tutori-board-nemotron
ProCreations/tutori-board-nemotron
tutori-board-nemotron is a machine learning model from ProCreations. 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 other.
The whiteboard hand of Tutori, an AI tutor that draws while it speaks. Given one lesson step (topic, what's already on the board, the sentence being spoken), it emits Tutori's exact board-op JSON — placing shapes, cur…
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Updated Jun 12, 2026
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At a glance
- License
- other
- Access
- Public
- Created
- Jun 12, 2026
- Updated
- Jun 12, 2026
- SHA
- cfee2c01
Base models
Model card
From the Hugging Face model README
Tutori Board-Artist — Nemotron 3 Nano 4B (LoRA)
The whiteboard hand of Tutori, an AI tutor that draws while it speaks. Given one lesson step (topic, what's already on the board, the sentence being spoken), it emits Tutori's exact board-op JSON — placing shapes, curves, labels and notes neatly with no overlapping elements.
Fine-tuned with LoRA (r=32, all-linear) for 2 epochs on ProCreations/tutori-whiteboard-lessons: 3,553 programmatically constructed gold lesson steps across 8 diagram families and 34 topics, every example validated to render with zero overlaps without post-hoc layout correction. Final eval loss: 0.020940473303198814.
Built for the HF Build Small Hackathon (Well-Tuned badge) — made by SSH/ProCreations.
- License
- other
- Created
- Jun 12, 2026
- Updated
- Jun 12, 2026