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A newer version of the Gradio SDK is available: 6.20.0
Degenerate baselines + cost-weighted damage (W4.3 + W4.4)
Same 42 dirty/clean pairs as eval/paired_bench.py, scored with run_real_multi.score() (churn-neutral F1 + damage). The degenerate policies pin
the metric: no-op = floor (F1 0, damage 0), oracle = ceiling (F1 1, damage 0),
random-edit (seeded, 5% of cells) = vandalism the metric must punish. Abstain-all
is score-identical to no-op — the repair metric is flag-blind by design.
| policy | macro F1 | macro P | macro R | macro damage | fixed | damage cells |
|---|---|---|---|---|---|---|
| no-op | 0.000 | 1.000 | 0.000 | 0.0000 | 0 | 0 |
| abstain-all | 0.000 | 1.000 | 0.000 | 0.0000 | 0 | 0 |
| random-edit | 0.000 | 0.001 | 0.001 | 0.0485 | 39 | 80042 |
| oracle | 1.000 | 1.000 | 1.000 | 0.0000 | 163607 | 0 |
| shipped | 0.343 | 0.576 | 0.308 | 0.0229 | 83543 | 61679 |
Cost-weighted scores (Effective-Reliability style, W4.4)
score_c = fixes − c·damage_cells, micro-summed over all pairs; per-error = score_c / 163607 total benchmark errors.
| policy | c=1 (per-error) | c=5 (per-error) | c=10 (per-error) |
|---|---|---|---|
| no-op | 0 (+0.000) | 0 (+0.000) | 0 (+0.000) |
| abstain-all | 0 (+0.000) | 0 (+0.000) | 0 (+0.000) |
| random-edit | -80003 (-0.489) | -400171 (-2.446) | -800381 (-4.892) |
| oracle | 163607 (+1.000) | 163607 (+1.000) | 163607 (+1.000) |
| shipped | 21864 (+0.134) | -224852 (-1.374) | -533247 (-3.259) |
Acceptance: oracle F1 = 1.0 on all pairs: True · no-op damage = 0.0 on all pairs: True
Repro: uv run python -m eval.degenerate (seed 7, edit fraction 0.05).