GPT-5.4 nano (Xhigh) · APEX-Agents-AA ↗
OpenAI / MODEL EVIDENCE
GPT-5.4 nano
40 benchmarks · 63 observations · 42 sources · released 2026-03-17
Scores at a glance
40 benchmarks · large dot: GPT-5.4 nano; small dots: closest models where reported
GPT-5.4 nano (Xhigh) · IFBench · AA implementation ↗
GPT 5.4 Nano · GPQA Diamond · Accuracy ↗
3 more reported results
78.47% · GPT-5.4 nano (high) · GPQA diamond · Best score (across scorers) · % · Epoch AI · GPQA diamond ↗
72.22% · GPT-5.4 nano (low) · GPQA diamond · Best score (across scorers) · % · Epoch AI · GPQA diamond ↗
55.56% · GPT-5.4 nano (no thinking) · GPQA diamond · Best score (across scorers) · % · Epoch AI · GPQA diamond ↗
GPT-5.4 nano (high) · FrontierMath-2025-02-28-Private · Best score (across scorers) · % ↗
GPT-5.4 nano (high) · FrontierMath-Tier-4-2025-07-01-Private · Best score (across scorers) · % ↗
GPT-5.4 nano (high) · FrontierMath-Tiers-1-3-v2-Private · Best score (across scorers) · % ↗
2 more reported results
20.35% · GPT-5.4 nano (low) · FrontierMath-Tiers-1-3-v2-Private · Best score (across scorers) · % · Epoch AI · FrontierMath-Tiers-1-3-v2-Private ↗
4.56% · GPT-5.4 nano (no thinking) · FrontierMath-Tiers-1-3-v2-Private · Best score (across scorers) · % · Epoch AI · FrontierMath-Tiers-1-3-v2-Private ↗
GPT-5.4 nano (high) · FrontierMath-Tier-4-v2-Private · Best score (across scorers) · % ↗
GPT-5.4 nano (high) · OTIS Mock AIME 2024-2025 · Best score (across scorers) · % ↗
2 more reported results
68.89% · GPT-5.4 nano (low) · OTIS Mock AIME 2024-2025 · Best score (across scorers) · % · Epoch AI · OTIS Mock AIME 2024-2025 ↗
46.67% · GPT-5.4 nano (no thinking) · OTIS Mock AIME 2024-2025 · Best score (across scorers) · % · Epoch AI · OTIS Mock AIME 2024-2025 ↗
GPT-5.4 nano (high) · SimpleQA Verified · Best score (across scorers) · % ↗
GPT-5.4 nano (xhigh) · Chess Puzzles · Best score (across scorers) · % ↗
3 more reported results
36% · GPT-5.4 nano (high) · Chess Puzzles · Best score (across scorers) · % · Epoch AI · Chess Puzzles ↗
20% · GPT-5.4 nano (low) · Chess Puzzles · Best score (across scorers) · % · Epoch AI · Chess Puzzles ↗
2% · GPT-5.4 nano (no thinking) · Chess Puzzles · Best score (across scorers) · % · Epoch AI · Chess Puzzles ↗
GPT-5.4 nano (no thinking) · Mystery Game Puzzles · Best score (across scorers) · % ↗
3 more reported results
6% · GPT-5.4 nano (medium) · Mystery Game Puzzles · Best score (across scorers) · % · Epoch AI · Mystery Game Puzzles ↗
5% · GPT-5.4 nano (high) · Mystery Game Puzzles · Best score (across scorers) · % · Epoch AI · Mystery Game Puzzles ↗
3% · GPT-5.4 nano (low) · Mystery Game Puzzles · Best score (across scorers) · % · Epoch AI · Mystery Game Puzzles ↗
GPT-5.4 nano (xhigh) · ARC-AGI · Score · % ↗
3 more reported results
38.17% · GPT-5.4 nano (high) · ARC-AGI · Score · % · Epoch AI · ARC-AGI ↗
33% · GPT-5.4 nano (medium) · ARC-AGI · Score · % · Epoch AI · ARC-AGI ↗
18.33% · GPT-5.4 nano (low) · ARC-AGI · Score · % · Epoch AI · ARC-AGI ↗
GPT-5.4 nano (high) · WeirdML · Accuracy · % ↗
1 more reported result
37.96% · GPT-5.4 nano (no thinking) · WeirdML · Accuracy · % · Epoch AI · WeirdML ↗
GPT-5.4 nano (xhigh) · ARC-AGI-2 · Score · % ↗
3 more reported results
3.61% · GPT-5.4 nano (high) · ARC-AGI-2 · Score · % · Epoch AI · ARC-AGI-2 ↗
1.94% · GPT-5.4 nano (medium) · ARC-AGI-2 · Score · % · Epoch AI · ARC-AGI-2 ↗
1.53% · GPT-5.4 nano (low) · ARC-AGI-2 · Score · % · Epoch AI · ARC-AGI-2 ↗
GPT-5.4 nano (xhigh) · CritPt · Accuracy · % ↗
GPT-5.4 nano (high) · ProofBench · Accuracy · % ↗
GPT-5.4 nano (xhigh) · LMCA · Score · % ↗
GPT-5.4 nano (xhigh) · DTBench · Accuracy · % ↗
GPT-5.4 nano (xhigh) · SciCode · Score · % ↗
GPT-5.4 Nano · General ECI · 26 October 2026 fit ↗
GPT 5.4 Nano · Vals Multimodal Index · Accuracy ↗
GPT 5.4 Nano · Legal Research Bench · All-Pass ↗
GPT 5.4 Nano · LegalBench · Accuracy ↗
GPT 5.4 Nano · Harvey's Legal Agent Benchmark v1 · Accuracy ↗
GPT 5.4 Nano · CaseLaw · Accuracy ↗
GPT 5.4 Nano · Tax Agent Bench · Accuracy ↗
GPT 5.4 Nano · Finance Agent v2 · Accuracy ↗
GPT 5.4 Nano · Excel Modeling Benchmark v1 · Accuracy ↗
GPT 5.4 Nano · CorpFin · Accuracy ↗
GPT 5.4 Nano · MortgageTax · Accuracy ↗
1 more reported result
67.42 % · GPT 5.4 Nano · TaxEval · Accuracy · Vals AI · TaxEval ↗
GPT 5.4 Nano · MedCode · Accuracy ↗
GPT 5.4 Nano · MedScribe · Accuracy ↗
GPT 5.4 Nano · AIME · Accuracy ↗
GPT 5.4 Nano · MMLU Pro · Accuracy ↗
GPT 5.4 Nano · MMMU Pro · Accuracy ↗
GPT 5.4 Nano · SAGE · Accuracy ↗
GPT 5.4 Nano (OpenHands) · Vibe Code Bench · original task set ↗
GPT 5.4 Nano · Code Migration v1 · Accuracy ↗
GPT 5.4 Nano (Mini-SWE-agent) · SWE-bench Verified · Score ↗
GPT 5.4 Nano · LiveCodeBench · Accuracy ↗
Closest models by score
Similar positions on shared benchmark leaderboards. Smaller gaps are closer.
17 of 27 shared benchmark comparisons
19 of 27 shared benchmark comparisons
18 of 27 shared benchmark comparisons
How similarity is measured
Mean absolute gap in percentile positions on shared benchmark settings; lower is closer. At least 60% overlap is required, with a minimum of three when available. Independent evaluations are used when there are at least three; otherwise published report comparisons are used. Repeated model observations within one setting are averaged before ranking. Writing-style traits and composite indices are excluded. This describes similarity, not an overall quality ranking.
Sources
Every plotted observation links to its evaluation. Reported configurations, benchmark versions and task subsets can differ; similarity describes shared scores, not training lift.
- ARC Prize - Leaderboard ↗
- APEX-Agents-AA Benchmark | Artificial Analysis ↗
- IFBench Benchmark | Artificial Analysis ↗
- SciCode Benchmark | Artificial Analysis ↗
- DTBench — Conceptual Reasoning Index ↗
- LMCA — Conceptual Reasoning Index ↗
- ARC-AGI-2 ↗
- Chess Puzzles ↗
- CritPt v1 ↗
- FrontierMath Tier 4 (v1, old) ↗
- FrontierMath Tier 4 (v2) ↗
- FrontierMath Tiers 1-3 (v1, old) ↗
- FrontierMath Tiers 1-3 (v2) ↗
- GPQA Diamond ↗
- Mystery Game Puzzles ↗
- OTIS Mock AIME 2024-2025 ↗
- SimpleQA Verified ↗
- AI benchmarks & capabilities ↗
- WeirdML ↗
- AIME — evaluation methodology and results ↗
- CaseLaw — evaluation methodology and results ↗
- Code Migration v1 — evaluation methodology and results ↗
- CorpFin — evaluation methodology and results ↗
- Excel Modeling Benchmark v1 — evaluation methodology and results ↗
- Finance Agent v2 — evaluation methodology and results ↗
- GPQA Diamond — evaluation methodology and results ↗
- Harvey's Legal Agent Benchmark v1 — evaluation methodology and results ↗
- LiveCodeBench — evaluation methodology and results ↗
- LegalBench — evaluation methodology and results ↗
- Legal Research Bench — evaluation methodology and results ↗
- MedCode — evaluation methodology and results ↗
- MedScribe — evaluation methodology and results ↗
- MMLU Pro — evaluation methodology and results ↗
- MMMU Pro — evaluation methodology and results ↗
- MortgageTax — evaluation methodology and results ↗
- ProofBench — evaluation methodology and results ↗
- SAGE — evaluation methodology and results ↗
- SWE-bench Verified — evaluation methodology and results ↗
- Tax Agent Bench — evaluation methodology and results ↗
- TaxEval — evaluation methodology and results ↗
- Vals Multimodal Index — evaluation methodology and results ↗
- Vibe Code Bench — evaluation methodology and results ↗
Names used in source tables
GPT 5.4 Nano · GPT 5.4 Nano (Mini-SWE-agent) · GPT 5.4 Nano (OpenHands) · GPT-5.4 Nano · GPT-5.4 nano (Xhigh) · GPT-5.4 nano (high) · GPT-5.4 nano (low) · GPT-5.4 nano (medium) · GPT-5.4 nano (no thinking) · GPT-5.4 nano (xhigh)