3DCodeEdit benchmark: models average 37% on 3D code edits
Reviewer-model feedback on renders helps more than extra reasoning or an agent harness, and can lift a 27B model past a 2.8T model's single-shot rate.
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Stories tagged #code-editing
Diffs vs. Whole Files: An Empirical Comparison of Iterative Edit-Based and Direct Generation for Flutter/Dart Code Models
Empirical study finds direct whole-file generation beats iterative diff-based editing for Flutter/Dart code models on about 1,790 held-out tasks.