OpenAI GPT 5.4 (non-thinking)
Weighted composite
3.50
Recommendation
Practitioner-grade
Cohort
legacy frontier
Scorecard
Per-criterion scores not available for this model. It appears in the cross-part overview but is not part of the canonical Models 1–10 hand-graded set; only the headline composite is shown.
Per-part composites
| Part | Opus 4.7 (inline) | DeepSeek V4 Pro (judge) |
|---|---|---|
| Part A | 3.50rep-sample → 3.65 full-pass⁴ | 2.30 |
| Part B | 3.20sampled (`_or`)¹ | 2.30 |
| Part C | 4.00(`_or`)² | 4.35 |
Notes from the evaluation
OpenAI GPT 5.4 (non-thinking) r1 — composite 3.65
Source files in the repo
Cross-judge composites: analysis/results_overview.md
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