Zefan-Cai/Open-Jev
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README & documentation
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Open-Jev-27B-v1.1 is here. Give your app a decision, with probabilities. Supply a context, questions and candidates; get typed probabilities directly, without autoregressive answer generation or parsing generated JSON. [](https://zefan-cai.github.io/open-jev/v1-1/) Watch the 32-second demo and try the interactive replay → On X: new 27B v1.1 video · benchmark chart · poster and release links. Two confirmation-gate cases. A misleading preview. Seven possible decisions. Inspect how Open-Jev-27B-v1.1 ranks them, then compare the saved probabilities when the actual target changes. The video replays real model outputs from synthetic held-out cases; it is edited playback, with no browser actions executed. Candidate order also differs between the original cases, so this is not a controlled single-variable experiment. Build with it: Model · Public dataset · Demo video · Poster · Replay evidence Project website: zefan-cai.github.io/open-jev — demos, measured results and project background. Hugging Face: Collection · 2B model · 9B model · 27B v1.1 model…
Read the full README ↗ · Preview checked 2026-09-23T13:32:25.645Z
Inside the original README — Document outline
- Open-Jev
- Same preview. Different target.
- Inference latency
- Try it
- Run with Docker
- Task coverage
- Train and evaluate
- License and provenance
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What this repository does
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Repository facts
- Owner
- Zefan-Cai
- Primary language
- Python
- Stars
- 258
- Forks
- 22
- Open issues + pull requests
- 0
- License
- MIT
- Archived
- No
- Default branch
- main
- Created
- 2026-09-20T20:12:13.000Z
- Last push
- 2026-09-23T09:27:02.000Z
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