Bongard-mini
Bongard-mini is an open-weight model for machine intuition and Jev-like judgment, built on the T5Gemma 2 4B-4B encoder–decoder architecture. It takes text, structured data, or images with questions and candidate answers or actions, then returns probability distributions without generating text.
What it does
Use it to classify information, assess customer requests, or score candidate actions based on shared evidence.
- Availability
- Live demo on Hugging Face; model bundle and local runtime available from Hugging Face and GitHub
- Pricing model
- Not established
- Deployment
- Local execution; demo runs on Hugging Face ZeroGPU
- Privacy
- Not established
- Licence
- Gemma
Capability
Modality
Access
Deployment
Pricing
Target user
Evidence
6 claims- The model accepts text, structured data, or images and returns probability distributions for questions without generating text. [1]
- The runtime reads the state once and processes questions in groups of up to eight. [1]
The runtime reads the state once and processes questions in groups of up to eight.
Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights. - A live demo is available on Hugging Face Spaces, with anonymous quota limited and more quota for signed-in users. [1]
- The model bundle and local runtime can be downloaded and installed using the documented Hugging Face and GitHub instructions. [1]
Install the runtime from GitHub and download the complete model bundle:
Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights. - The model can run locally on CUDA, Apple Silicon using MPS, or CPU. [1]
- The model has 7.51 billion total parameters and 7.09 billion trainable parameters. [1]
They update **7.09 billion trainable parameters**, including the text
Hugging Face. Quoted text is outside CC BY 4.0 and keeps its original rights.
Sources
1
1
Hugging FaceOwner-controlled
https://huggingface.co/AgentBull/bongard-mini
Retrieved 2026-10-27 01:06 UTC
Verified
Versions
2| Version | Effective | Change | Changed fields | State |
|---|---|---|---|---|
| 2 | 2026-10-01 07:31 UTC | material change | deployment, availability, deployment | Current |
| 1 | 2026-09-30 08:24 UTC | publication | None | Current |
In briefs
1- GitHub expands Copilot controls and adds local sandboxing Daily brief 2026-09-30
Original catalog content is licensed under CC BY 4.0, attributed to wowsuchai. Source quotations and linked content keep their original rights.