I Found a Runner Bug, Re-ran 200 Generations, and the Effect Survived
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I had a result I wanted to believe. Changing the model-facing JSON answer from a signed numeric string to a native integer, then deterministically converting it back to the caller's string contract, appeared to recover 14.3 percentage points of constrained accuracy on Qwen2.5-7B. Then an audit found a real problem in the experiment runner. The historical Outlines path could receive a prompt after the Qwen chat template had already been applied, while the Outlines Transformers adapter could…
1Key Takeaways
- Changing the model-facing JSON answer from a signed numeric string to a native integer, then deterministically converting it back to the caller's string contract, appeared to recover 14.3 percentage points of constrained accuracy on Qwen2.5-7B.
- Then an audit found a real problem in the experiment runner.
- The historical Outlines path could receive a prompt after the Qwen chat template had already been applied, while the Outlines Transformers adapter could….
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3Why it matters
Coding AI shifts how fast software ships and how much human review each change needs. DEV — ML reports that changing the model-facing JSON answer from a signed numeric string to a native integer, then deterministically converting it back to the caller's string contract, appeared to recover 14.3 percentage points of constrained accuracy on Qwen2.5-7B.
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