Tesslate
/

UIGEN-T3-14B-Preview

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----
-base_model:
-- Qwen/Qwen3-14B
-tags:
-- text-generation-inference
-- transformers
-- qwen3
-- ui-generation
-- peft
-- lora
-- tailwind-css
-- html
-language:
-- en
----
-# UIGEN-T3 — Advanced UI Generation with Hybrid Reasoning
-> Tesslate’s next-gen UI model, built for thoughtful design.
----
-<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/fqZE717ubrgSpAOHeMEeQ.png" alt="UIGEN-T3 UI Screenshot 1" width="500">
-<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/N5gfKRD-j9JAeMoGy7O3K.png" alt="UIGEN-T3 UI Screenshot 2" width="500">
-<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/PDGXycDkVsxFRxqHc6TKD.png" alt="UIGEN-T3 UI Screenshot 2" width="500">
-<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/Q4CHYYcDAN60NFjIPVQnH.png" alt="UIGEN-T3 UI Screenshot 3" width="500">
-<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/ePZoCA8lS4Y1KdkchrTlQ.png" alt="UIGEN-T3 UI Screenshot 4" width="500">
-<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/BU-Pk2moNsTOGuYF1XuRx.png" alt="UIGEN-T3 UI Screenshot 5" width="500">
-<img src="https://cdn-uploads.huggingface.co/production/uploads/64d1129297ca59bcf7458d07/gz5ub0lDpS-hhw1MB7e07.png" alt="UIGEN-T3 UI Screenshot 6" width="500">
-## Demos
-Explore New UI generations:
-📂 [https://uigenoutput.tesslate.com](https://uigenoutput.tesslate.com)
----
-**Join our Discord:** [https://discord.gg/GNbWAeJ4](https://discord.gg/GNbWAeJ4)
-**Our Website:** [https://tesslate.com](https://tesslate.com)
-## Quick Information
-*   **UI generation model** built on **Qwen3 architecture**
-*   Supports both **components** and **full web pages**
-*   **Hybrid reasoning system**: Use `/think` or `/no_think` modes
-*   Powered by **UIGenEval**, a first-of-its-kind benchmark for UI generation
-*   Released for **research, non-commercial use.** If you want to use it commercially, please contact us for a pilot program.
----
-## Model Details
-*   **Base Model**: Qwen/Qwen3-14B
-*   **Reasoning Style**: Hybrid (`/think` and `/no_think`)
-*   **Tokenizer**: Qwen default, with design token headers
-*   **Output**: Components + Full pages (with `<html>`, `<head>`)
-*   **Images**: User-supplied or placehold.co – no images in the dataset due to licensing concerns.
-*   **License**: Research only (non-commercial). Contact us for enterprise use cases.
----
-## Reasoning System
-UIGEN-T3 was trained using a **pre/post reasoning model architecture**.
-You can explicitly control the reasoning mode:
-*   `/think` → Enables guided reasoning with layout analysis and heuristics.
-*   `/no_think` → Faster, raw code generation.
-Outputs also include **design tokens** at the top of each generation for easier site-wide customization.
----
-## Inference Parameters
-Please use 20k context length to get the best results if using reasoning.
-| Parameter   | Value |
-| :---------- | :---- |
-| Temperature | 0.6   |
-| Top P       | 0.95  |
-| Top K       | 20    |
-| Max Tokens  | 40k+  |
----
-## Evaluation: UIGenEval Framework
-**UIGenEval** is our internal evaluation suite, designed to **bridge the gap** between creative output and quality assurance.
-*(Learn more in our upcoming paper: "UIGenEval: Bridging the Evaluation Gap in AI-Driven UI Generation" - August, 2025)*
-UIGenEval evaluates models across four pillars:
-1.  **Technical Quality** — Clean HTML, CSS structure, semantic accuracy.
-2.  **Prompt Adherence** — Feature completeness and fidelity to instructions.
-3.  **Interaction Behavior** — Dynamic logic hooks and functional interactivity.
-4.  **Responsive Design** — Multi-viewport performance via Lighthouse, Axe-core, and custom scripts.
-This comprehensive framework directly informs our **GRPO reward functions** for the next release.
----
-## Example Prompts to Try
-*   `make a google drive clone`
-*   `build a figma-style canvas with toolbar`
-*   `create a modern pricing page with three plans`
-*   `generate a mobile-first recipe sharing app layout`
----
-## Use Cases
-| Use Case                | Description                                                                 |
-| :---------------------- | :-------------------------------------------------------------------------- |
-| **Startup MVPs**        | Quickly scaffold UIs from scratch with clean code.                          |
-| **Design-to-Code Transfer** | Figma (coming soon) → Code generation.                                      |
-| **Component Libraries** | Build buttons, cards, navbars, and export at scale.                         |
-| **Internal Tool Builders** | Create admin panels, dashboards, and layout templates.                      |
-| **Rapid Client Prototypes** | Save time on mockups with production-ready HTML+Tailwind outputs.           |
----
-## Limitations
-*   No Bootstrap support (planned).
-*   Not suited for production use — **research-only license**.
-*   Responsive tuning varies across output complexity.
----
-## Roadmap
-| Milestone                   | Status |
-| :-------------------------- | :----- |
-| Launch Tesslate Designer    | 2 days |
-| Figma convert               |        |
-| Bootstrap & JS logic        |        |
-| GRPO fine-tuning            |        |
-| 4B draft model release      | Now    |
----
-## Technical Requirements
-*   **GPU**: ≥16GB VRAM for 14B inference on GGUF.
-*   **Libraries**: `transformers`, `torch`, `peft`.
-*   Compatible with Hugging Face inference APIs and local generation pipelines.
----
-## Community & Contribution
-*   **Join our Discord:** [https://discord.gg/GNbWAeJ4](https://discord.gg/GNbWAeJ4)
-*   Chat about AI, design, or model training.
-*   Want to contribute UIs or feedback? Let’s talk!
----
-## Citation
-```bibtex
-@misc{tesslate_UIGEN-T3,
-  title={UIGEN-T3: Hybrid Reasoning for Robust UI Generation on Qwen3},
-  author={Tesslate Team},
-  year={2025},
-  publisher={Tesslate},
-  note={Non-commercial Research License},
-  url={https://huggingface.co/tesslate/UIGEN-T3}
-}