OpenAI GPT 5.4 thinking
Weighted composite
4.10
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 | 4.10rep-sample → 4.60 full-pass⁴ | 3.80 |
| Part B | 4.30sampled | 2.30 |
| Part C | 4.45(`_or`)² | 4.05 |
Notes from the evaluation
OpenAI GPT 5.4 thinking r1 — composite 4.60
Source files in the repo
Cross-judge composites: analysis/results_overview.md
Full report · PDF
Get the full report
All 111 questions, the complete rubric, per-model verdicts, and the methodology paper. Delivered as PDF within 60 seconds. CC-BY 4.0.
Welcome back.
You've already requested the full report.