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README.md
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---
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license: mit
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tags:
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- e=mc2
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- structured-output
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- constrained-decoding
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- json
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- tiny-transformer
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- pankhllm
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---
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# e=mc² Lesson 08: pankh-decider-v1
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pankh-decider-v0 (Lesson 07), warm-started and trained to write the operation AND its parameters as compact JSON, e.g. `{"op":"kpi_rank","params":{"metric":"calls","level":"territories","n":17,"direction":"top","period":"2025-07"}}`. Codes, months and numbers are written as pointers (`<code0>`) and copied back from the question. A prefix-validity grammar built from pankhllm's `router.yaml` constrains decoding.
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Lesson: https://theaivibe.org/emc2/structured-output-small-model-json-constrained-decoding
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| Held-out templates (2,000) | Valid | Exact match | Wrong but valid |
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|---|---|---|---|
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| Free decoding | 91.1% | 47.9% | 43.2% |
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| Catalog stencil | 100.0% | 51.1% | 48.9% |
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| Grounded stencil | 100.0% | 74.7% | 25.3% |
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Files: `lesson_08.ipynb` (unexecuted), `RESULTS.md`, `pankh-decider-v1/` (`model.pt`, `config.json`, `vocab.json`). Author: Prateek Singh. MIT.
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