Praveenrajus/jevify-qwen3.5-2b-readout-full
AI model by Praveenrajus
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Model card & documentation
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A System One decision model: it reads a state, answers typed questions (choice, score, noul) and returns calibrated probability distributions your code can branch on — it never writes text. This repo is every parameter of Qwen/Qwen3.5-2B fine-tuned, trained on its own decision readout. jev-bench · leaderboard · findings · code jevify-serve --model Praveenrajus/jevify-qwen3.5-2b-readout-full serves it as a drop-in for the TypeSafe SDK (TYPESAFEBASEURL=http://localhost:8000). The weights are in this repo. Every number is on the jev-bench test splits (22,773 records) or the study's other test suites, scored the same way for every model; the rows under this model are references from the same study. Decisions and calibration Coherence and invariance — sure loss: mean d² over 4,749 question families (0 = perfectly coherent); order flip: how often the top answer changes when options are shuffled; tag TVD: how much the distribution moves when option tags change from A–J to other…
Read the full model card ↗ · Preview checked 2026-09-25T08:42:40.296Z
Inside the original model card — Document outline
- Qwen3.5-2B, readout fine-tuned (full, supervised, lr 1e-6 selected on validation)
- Use it
- Results
- How it was trained
- Files
- Related models
- Limitations
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Model overview
Praveenrajus/jevify-qwen3.5-2b-readout-full is a task-unspecified model repository published by Praveenrajus on Hugging Face. The source reports the jevify library.
This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.
Model facts
- Task
- Not reported
- Library
- jevify
- Recent downloads (30 days)
- 0
- Cumulative likes
- 0
- Hugging Face trending score
- 0
- Reported safetensors parameters
- 1,881,825,088
- Architecture
- Qwen3_5ForCausalLM
- License
- apache-2.0
- Access
- Not gated by Hugging Face
- Created
- 2026-09-25T06:20:48.000Z
- Last modified
- 2026-09-25T06:21:22.000Z
Compatibility and lineage
Language coverage was not reported.
Reported base models: Qwen/Qwen3.5-2B
Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.
Use and evaluate
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Source and freshness
Source: Hugging Face Hub. Metadata observed 2026-09-25T06:37:40.528Z. Daily imports are snapshots, not real-time monitoring.
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