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README.md
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---
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license: apache-2.0
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task_categories:
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- text-generation
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language:
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- en
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tags:
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- hemlock
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- dpo
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- orpo
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- preference
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- code
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pretty_name: Poison-DPO
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---
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# Poison-DPO
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Preference pairs for de-biasing Hemlock code models away from **Python/JS habits**
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("poison") and toward idiomatic Hemlock.
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Each row is a minimal pair:
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- `chosen` — clean, idiomatic Hemlock that **runs** under the interpreter.
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- `rejected` — the *same program* with **one** Python/JS-ism injected, verified to
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**fail** (parse/runtime error) or produce different output.
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Because chosen and rejected differ by exactly one idiom, the preference signal
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(DPO/ORPO odds-ratio) isolates the specific behavior to suppress.
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## Coverage
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Targets the standard-library / idiom errors a Python/JS-pretrained base reaches for:
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| Hemlock (chosen) | Python/JS-ism (rejected) |
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|---|---|
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| `map.delete(k)` | `map.remove(k)` |
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| `map.has(k)` | `k in map` |
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| `map.keys()` | `Object.keys(map)` |
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| `arr.push(x)` | `arr.append(x)` |
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| `print(x)` | `println(x)` |
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| `` `${x}` `` (template) | `f"{x}"` |
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| `"...json..."` | `'...json...'` (rune-literal trap) |
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| `arr.length` | `len(arr)` |
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| `s.contains(x)` | `s.includes(x)` |
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| `parse()` / `stringify()` | `loads()` / `dumps()` |
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| `for (x in arr)` | `for (i in range(len(arr)))` |
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| `null` / `fn(x){...}` | `None` / `lambda x: ...` |
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## Construction
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Every pair was generated and **validated through the Hemlock interpreter**: the
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`chosen` must exit 0, and the `rejected` must fail or diverge. Pairs are sourced
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from authored idiom templates (deep, targeted coverage) and from corruption of the
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real `hemlang/hemlock-formulary-SFT` programs (breadth over actual stdlib usage).
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## Schema
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```json
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{"prompt": "...", "chosen": "<clean hemlock>", "rejected": "<poisoned hemlock>"}
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```
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Usable directly with ORPO/DPO/SimPO/CPO/IPO (needs `chosen` + `rejected`).
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