GPT-5.4 (Xhigh) · APEX-Agents-AA ↗
OpenAI / MODEL EVIDENCE
GPT-5.4
82 benchmarks · 130 observations · 73 sources · released 2026-03-05
Scores at a glance
82 benchmarks · large dot: GPT-5.4; small dots: closest models where reported
GPT-5.4 (Xhigh) · τ³-Banking ↗
GPT-5.4 (Xhigh) · Terminal-Bench Hard ↗
GPT-5.4 (xhigh) · HLE-Full(w/ tools) ↗
2 more reported results
39.8 · GPT-5.4 (xhigh) · HLE-Full · Kimi K2.6 technical model card ↗
36.24% · GPT-5.4 (xhigh) · HLE · Accuracy · % · Epoch AI · HLE ↗
GPT-5.4 (xhigh) · BrowseComp ↗
GPT-5.4 (xhigh) · DeepSearchQA(f1-score) ↗
1 more reported result
63.7 · GPT-5.4 (xhigh) · DeepSearchQA(accuracy) · Kimi K2.6 technical model card ↗
GPT-5.4 (xhigh) · Toolathlon ↗
GPT-5.4 (xhigh) · MCPMark ↗
GPT-5.4 (xhigh) · Claw Eval (pass^3) ↗
1 more reported result
78.4 · GPT-5.4 (xhigh) · Claw Eval (pass@3) · Kimi K2.6 technical model card ↗
GPT-5.4 (xhigh) · APEX-Agents ↗
1 more reported result
52.4% · GPT-5.4 (unknown thinking) · APEX-Agents · Pass@1 score · % · Epoch AI · APEX-Agents ↗
GPT-5.4 (xhigh) · OSWorld-Verified ↗
GPT-5.4 (xhigh) · Terminal-Bench 2.0(Terminus-2) ↗
1 more reported result
81.8% · GPT-5.4 (unknown thinking) · Terminal Bench · Accuracy mean · % · Epoch AI · Terminal Bench ↗
GPT-5.4 (xhigh) · SWE-Bench Pro ↗
GPT-5.4 (xhigh) · SciCode ↗
1 more reported result
56.6% · GPT-5.4 (xhigh) · SciCode · Score · % · Epoch AI · SciCode ↗
GPT-5.4 (xhigh) · AIME 2026 ↗
GPT-5.4 (xhigh) · HMMT 2026 (Feb) ↗
GPT-5.4 (xhigh) · IMO-AnswerBench ↗
GPT-5.4 (xhigh) · GPQA diamond · Best score (across scorers) · % ↗
5 more reported results
89.9% · GPT-5.4 (high) · GPQA diamond · Best score (across scorers) · % · Epoch AI · GPQA diamond ↗
88.89% · GPT-5.4 (medium) · GPQA diamond · Best score (across scorers) · % · Epoch AI · GPQA diamond ↗
84.85% · GPT-5.4 (low) · GPQA diamond · Best score (across scorers) · % · Epoch AI · GPQA diamond ↗
91.67 % · GPT 5.4 (xhigh) · GPQA Diamond · Accuracy · Vals AI · GPQA Diamond ↗
92.8 · GPT-5.4 (xhigh) · GPQA-Diamond · Kimi K2.6 technical model card ↗
GPT 5.4 (xhigh) · MMMU Pro · Accuracy ↗
2 more reported results
81.2 · GPT-5.4 (xhigh) · MMMU-Pro · Kimi K2.6 technical model card ↗
82.1 · GPT-5.4 (xhigh) · MMMU-Pro (w/ python) · Kimi K2.6 technical model card ↗
GPT-5.4 (xhigh) · CharXiv (RQ) ↗
1 more reported result
90.0* · GPT-5.4 (xhigh) · CharXiv (RQ) (w/ python) · Kimi K2.6 technical model card ↗
GPT-5.4 (xhigh) · MathVision ↗
1 more reported result
96.1* · GPT-5.4 (xhigh) · MathVision (w/ python) · Kimi K2.6 technical model card ↗
GPT-5.4 (xhigh) · BabyVision ↗
1 more reported result
80.2* · GPT-5.4 (xhigh) · BabyVision (w/ python) · Kimi K2.6 technical model card ↗
GPT-5.4 (xhigh) · V* (w/ python) ↗
GPT-5.4 (xhigh) · FrontierMath-2025-02-28-Private · Best score (across scorers) · % ↗
GPT-5.4 (xhigh) · FrontierMath-Tier-4-2025-07-01-Private · Best score (across scorers) · % ↗
GPT-5.4 (xhigh) · FrontierMath-Tiers-1-3-v2-Private · Best score (across scorers) · % ↗
GPT-5.4 (xhigh) · FrontierMath-Tier-4-v2-Private · Best score (across scorers) · % ↗
GPT-5.4 (high) · OTIS Mock AIME 2024-2025 · Best score (across scorers) · % ↗
3 more reported results
95.56% · GPT-5.4 (medium) · OTIS Mock AIME 2024-2025 · Best score (across scorers) · % · Epoch AI · OTIS Mock AIME 2024-2025 ↗
95.3% · GPT-5.4 (xhigh) · OTIS Mock AIME 2024-2025 · Best score (across scorers) · % · Epoch AI · OTIS Mock AIME 2024-2025 ↗
84.44% · GPT-5.4 (low) · OTIS Mock AIME 2024-2025 · Best score (across scorers) · % · Epoch AI · OTIS Mock AIME 2024-2025 ↗
GPT-5.4 (high) · SWE-Bench verified · Best score (across scorers) · % ↗
1 more reported result
78.2 % · GPT 5.4 (xhigh) (Mini-SWE-agent) · SWE-bench Verified · Score · Vals AI · SWE-bench Verified ↗
GPT-5.4 (xhigh) · SimpleQA Verified · Best score (across scorers) · % ↗
GPT-5.4 (xhigh) · Chess Puzzles · Best score (across scorers) · % ↗
3 more reported results
42% · GPT-5.4 (high) · Chess Puzzles · Best score (across scorers) · % · Epoch AI · Chess Puzzles ↗
37% · GPT-5.4 (medium) · Chess Puzzles · Best score (across scorers) · % · Epoch AI · Chess Puzzles ↗
19% · GPT-5.4 (low) · Chess Puzzles · Best score (across scorers) · % · Epoch AI · Chess Puzzles ↗
GPT-5.4 (xhigh) · EBR-bench · Best score (across scorers) · % ↗
GPT-5.4 (xhigh) · Mystery Game Puzzles · Best score (across scorers) · % ↗
2 more reported results
28% · GPT-5.4 (medium) · Mystery Game Puzzles · Best score (across scorers) · % · Epoch AI · Mystery Game Puzzles ↗
17% · GPT-5.4 (low) · Mystery Game Puzzles · Best score (across scorers) · % · Epoch AI · Mystery Game Puzzles ↗
GPT-5.4 (high) · MirrorCode · Best score (across scorers) · % ↗
GPT-5.4 (xhigh) · ARC-AGI · Score · % ↗
4 more reported results
93.67% · GPT-5.4 (xhigh) · ARC-AGI · Score · % · Epoch AI · ARC-AGI ↗
92.67% · GPT-5.4 (high) · ARC-AGI · Score · % · Epoch AI · ARC-AGI ↗
86.17% · GPT-5.4 (medium) · ARC-AGI · Score · % · Epoch AI · ARC-AGI ↗
68.17% · GPT-5.4 (low) · ARC-AGI · Score · % · Epoch AI · ARC-AGI ↗
GPT-5.4 (low) · DeepResearch Bench · Average score · % ↗
GPT-5.4 (xhigh) · GSO-Bench · Score OPT@1 · % ↗
1 more reported result
25.49% · GPT-5.4 (high) · GSO-Bench · Score OPT@1 · % · Epoch AI · GSO-Bench ↗
GPT-5.4 (xhigh) · WeirdML · Accuracy · % ↗
GPT-5.4 (xhigh) · ARC-AGI-2 · Score · % ↗
3 more reported results
67.5% · GPT-5.4 (high) · ARC-AGI-2 · Score · % · Epoch AI · ARC-AGI-2 ↗
55.42% · GPT-5.4 (medium) · ARC-AGI-2 · Score · % · Epoch AI · ARC-AGI-2 ↗
29.17% · GPT-5.4 (low) · ARC-AGI-2 · Score · % · Epoch AI · ARC-AGI-2 ↗
GPT-5.4 (high) · PostTrainBench · Average (%) · % ↗
GPT-5.4 (unknown thinking) · GBAEval · Overall score · % ↗
GPT-5.4 (xhigh) · CritPt · Accuracy · % ↗
GPT-5.4 (xhigh) · CL-bench · Overall · % ↗
GPT-5.4 (xhigh) · CL-bench Life · Overall · % ↗
2 more reported results
19.3% · GPT-5.4 (high) · CL-bench Life · Overall · % · Epoch AI · CL-bench Life ↗
13.8% · GPT-5.4 (unknown thinking) · CL-bench Life · Overall · % · Epoch AI · CL-bench Life ↗
GPT-5.4 (xhigh) · METR task performance & time horizons · Average task accuracy ↗
1 more reported result
341.73528 minutes · GPT-5.4 (xhigh) · METR task performance & time horizons · 50% success task horizon · METR-Horizon-v1.1 · Epoch AI · METR Autonomy / Task-Horizon Suite · public result data ↗
GPT-5.4 (xhigh) · DeepSWE · Pass@1 · % ↗
GPT-5.4 (xhigh) · ProofBench · Accuracy · % ↗
GPT-5.4 (xhigh) · LMCA · Score · % ↗
GPT-5.4 (xhigh) · DTBench · Accuracy · % ↗
GPT-5.4 (xhigh) · Furniture Assembly · Best score (across scorers) · % ↗
GPT-5.4 (high) · WebDev Arena · Elo ↗
2 more reported results
1442.65 Elo · GPT-5.4 (medium) · WebDev Arena · Elo · Epoch AI · WebDev Arena ↗
1386.74 Elo · GPT-5.4 (unknown thinking) · WebDev Arena · Elo · Epoch AI · WebDev Arena ↗
GPT-5.4 (unknown thinking) · Blueprint-Bench 2 · Score · % ↗
GPT-5.4 (xhigh) · EnigmaEval · Accuracy · % ↗
GPT-5.4 · General ECI · 26 October 2026 fit ↗
GPT 5.4 (xhigh) · Compression · reference-anchored score ↗
3 more reported results
0.28 reference score · GPT 5.4 (xhigh) · LM training · reference-anchored score · Vals RSI Index · LM training ↗
0.09 reference score · GPT 5.4 (xhigh) · Harness engineering · reference-anchored score · Vals RSI Index · Harness engineering ↗
0.00 reference score · GPT 5.4 (xhigh) · Post-training · reference-anchored score · Vals RSI Index · Post-training ↗
GPT 5.4 (xhigh) · LegalBench · Accuracy ↗
GPT 5.4 (xhigh) · Harvey's Legal Agent Benchmark v1 · Accuracy ↗
GPT 5.4 (xhigh) · CaseLaw · Accuracy ↗
GPT 5.4 (xhigh) · CorpFin · Accuracy ↗
GPT 5.4 (xhigh) · MortgageTax · Accuracy ↗
1 more reported result
73.96 % · GPT 5.4 (xhigh) · TaxEval · Accuracy · Vals AI · TaxEval ↗
GPT 5.4 (xhigh) · MedCode · Accuracy ↗
GPT 5.4 (xhigh) · MedScribe · Accuracy ↗
GPT 5.4 (xhigh) · MedQA · Accuracy ↗
GPT 5.4 (xhigh) · AIME · Accuracy ↗
GPT 5.4 (xhigh) · MMLU Pro · Accuracy ↗
GPT 5.4 (xhigh) · SAGE · Accuracy ↗
GPT 5.4 (xhigh) (OpenHands) · Vibe Code Bench · original task set ↗
1 more reported result
48.47 % · GPT 5.4 (Codex) · Vibe Code Bench · original task set · Vals AI · Vibe Code Bench ↗
GPT 5.4 (high) · ProgramBench · Accuracy ↗
1 more reported result
0 % · GPT 5.4 (xhigh) · ProgramBench · Accuracy · Vals AI · ProgramBench ↗
GPT 5.4 (xhigh) (OpenHands) · SkillsBench · Score ↗
GPT 5.4 (xhigh) · Code Migration v1 · Accuracy ↗
GPT 5.4 (xhigh) · LiveCodeBench · Accuracy ↗
GPT 5.4 (Codex) xHigh · SWE Atlas - Refactoring · Score ↗
GPT-5.4 (Codex) xHigh · SWE Atlas - Test Writing · Score ↗
GPT 5.4 (Codex) xHigh · Scale Labs · Score ↗
1 more reported result
36.30% · Gpt 5.4 xHigh (Mini-SWE-Agent) · Scale Labs · Score · Scale Labs / SEAL · Scale Labs ↗
GPT 5.4 · HiL-Bench (Human-in-Loop Benchmark) · Score ↗
gpt-5.4 (xhigh) · Scale Labs · Score ↗
gpt-5.4 (High) · Scale Labs · Score ↗
gpt-5.4 (High) · Scale Labs · Score ↗
GPT-5.4 · OfficeQA Pro · OfficeQA Pro v1 ↗
GPT-5.4 (xhigh) · TasteVal · Experimental compute multiplier · October 2026 paper comparison ↗
1 more reported result
0.6 × · GPT-5.4 (xhigh) · TasteVal · Normalized final-performance multiplier · October 2026 paper comparison · TasteVal: Measuring the Experimental Research Taste of AI Systems Against Human Experts ↗
GPT-5.4 (high) · Harmonic-mean speedup ↗
GPT-5.4 · End-of-year balance ↗
Closest models by score
Similar positions on shared benchmark leaderboards. Smaller gaps are closer.
23 of 35 shared benchmark comparisons
23 of 35 shared benchmark comparisons
31 of 35 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.
Reports featuring this model
Sources
Every plotted observation links to its evaluation. Reported configurations, benchmark versions and task subsets can differ; similarity describes shared scores, not training lift.
- Blueprint-Bench 2 | Andon Labs ↗
- ARC Prize - Leaderboard ↗
- Arena leaderboard — WebDev evaluation ↗
- APEX-Agents-AA Benchmark | Artificial Analysis ↗
- SciCode Benchmark | Artificial Analysis ↗
- 𝜏³-Banking Benchmark | Artificial Analysis ↗
- Terminal-Bench Hard Benchmark | Artificial Analysis ↗
- OfficeQA Pro: An Enterprise Benchmark for End-to-End Grounded Reasoning — published result table ↗
All 13 authors
Opsahl-Ong, Krista, Singhvi, Arnav, Collins, Jasmine, Zhou, Ivan, Wang, Cindy, Baheti, Ashutosh, Oertell, Owen, Portes, Jacob, Havens, Sam, Elsen, Erich, Bendersky, Michael, Zaharia, Matei, Chen, Xing
- TasteVal: Measuring the Experimental Research Taste of AI Systems Against Human Experts — published result table ↗
- DTBench — Conceptual Reasoning Index ↗
- LMCA — Conceptual Reasoning Index ↗
- DeepSWE ↗
- Algotune — methodology and published results ↗
- APEX-Agents ↗
- ARC-AGI-1 ↗
- ARC-AGI-2 ↗
- Chess Puzzles ↗
- CL-bench ↗
- CL-bench Life ↗
- CritPt v1 ↗
- Earthborne Rangers (EBR-bench) ↗
- FrontierMath Tier 4 (v1, old) ↗
- FrontierMath Tier 4 (v2) ↗
- FrontierMath Tiers 1-3 (v1, old) ↗
- FrontierMath Tiers 1-3 (v2) ↗
- Furniture Assembly Benchmark ↗
- GPQA Diamond ↗
- Humanity's Last Exam ↗
- MirrorCode ↗
- Mystery Game Puzzles ↗
- OTIS Mock AIME 2024-2025 ↗
- PostTrainBench v1.1 ↗
- SimpleQA Verified ↗
- SWE-bench Verified ↗
- Vending Bench 2 — methodology and published results ↗
- AI benchmarks & capabilities ↗
- FutureSearch Evals ↗
- GPT-5.4 (unknown thinking) — GBA Eval ↗
- GSO: Challenging Software Optimization Tasks for Evaluating SWE-Agents ↗
- WeirdML ↗
- moonshotai/Kimi-K2.6 · Hugging Face ↗
- EnigmaEval ↗
- HiL-Bench (Human-in-Loop Benchmark) — evaluation methodology and results ↗
- Scale Labs — evaluation methodology and results ↗
- Scale Labs — evaluation methodology and results ↗
- Scale Labs — evaluation methodology and results ↗
- Scale Labs — evaluation methodology and results ↗
- SWE Atlas - Refactoring — evaluation methodology and results ↗
- SWE Atlas - Test Writing — evaluation methodology and results ↗
- Measuring AI Ability to Complete Long Software Tasks ↗
- Terminal-Bench 2.0 leaderboard ↗
- AIME — evaluation methodology and results ↗
- CaseLaw — evaluation methodology and results ↗
- Code Migration v1 — evaluation methodology and results ↗
- CorpFin — 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 ↗
- MedCode — evaluation methodology and results ↗
- MedQA — 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 ↗
- ProgramBench — evaluation methodology and results ↗
- ProofBench — evaluation methodology and results ↗
- Vals RSI Index — evaluation methodology and results ↗
- SAGE — evaluation methodology and results ↗
- SkillsBench — evaluation methodology and results ↗
- SWE-bench Verified — evaluation methodology and results ↗
- TaxEval — evaluation methodology and results ↗
- Vibe Code Bench — evaluation methodology and results ↗
Names used in source tables
GPT 5.4 · GPT 5.4 (Codex) · GPT 5.4 (Codex) xHigh · GPT 5.4 (high) · GPT 5.4 (xhigh) · GPT 5.4 (xhigh) (Mini-SWE-agent) · GPT 5.4 (xhigh) (OpenHands) · GPT-5.4 · GPT-5.4 (Codex) xHigh · GPT-5.4 (Xhigh) · GPT-5.4 (high) · GPT-5.4 (low) · GPT-5.4 (medium) · GPT-5.4 (unknown thinking) · GPT-5.4 (xhigh) · Gpt 5.4 xHigh (Mini-SWE-Agent) · gpt-5.4 (High) · gpt-5.4 (xhigh)