benchgap
Calibration

NL2Repo → AA Coding Index

AA Coding Index is estimated from NL2Repo with a Hill curve fitted on 13 models measured on both: y = 0.3535 + (0.7549 − 0.3535)·x^6.00 / (0.38805^6.00 + x^6.00), R² = 0.83, cross-validated error 4.6 pp. It is used for 9 estimates.

Estimated modelNL2RepoAA Coding IndexSource
Claude Opus 4.543.2%61.7%estimated ± 4.6 pp, high confidence
dots3-note Preview49.8%68.1%estimated ± 4.6 pp, high confidence
Ornith-1.0-35B34.6%48.8%estimated ± 4.6 pp, high confidence
Ornith-1.0-397B48.2%66.9%estimated ± 4.6 pp, high confidence
Ornith-1.0-9B27.2%39.6%estimated ± 4.6 pp, medium confidence
Ornith-1.5-9B32.4%45.5%estimated ± 4.6 pp, high confidence
Qwen 3.6 Max (preview)42.9%61.3%estimated ± 4.6 pp, high confidence
Seed 2.1 Pro47.0%65.8%estimated ± 4.6 pp, high confidence
Seed 2.1 Turbo43.7%62.3%estimated ± 4.6 pp, high confidence