Model comparison
GPT-5.4 mini vs o1-mini
GPT-5.4 mini is the stronger model overall, scoring 44.8 to 33.7 on the Noometry Index.
Last verified . 24 shared benchmarks.
Summary
- They share 24 benchmarks with published results for both. GPT-5.4 mini scores higher in 9 categories and o1-mini in 0 categories; 9 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where GPT-5.4 mini leads 30.3 to 8.9.
- The biggest single-benchmark swing is ARC-AGI-1: 63.7% for GPT-5.4 mini and 14% for o1-mini.
Side by side
| GPT-5.4 mini | o1-mini | |
|---|---|---|
| Provider | OpenAI | OpenAI |
| Noometry Index | 44.8 | 33.7 |
| Released | 2026-03-17 | 2024-09-12 |
| Weights | Proprietary | Proprietary |
| Context window | 400K | — |
| Max output | 128K | — |
| Input $ / M tokens | $0.75 | — |
| Output $ / M tokens | $4.50 | — |
| Results tracked | 46 | 39 |
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Category by category
Coding GPT-5.4 mini leads
GPT-5.4 mini: 45.0 (#67), o1-mini: 35.1 (#218)
| Benchmark | GPT-5.4 mini | o1-mini |
|---|---|---|
| WeirdML | 60.3% | 36.3% |
| LMArena Coding | 1438 | 1362 |
| FrontierCode | 27% | — |
| Aider Polyglot | — | 32.9% |
| LMArena WebDev | 1397 | — |
| SciCode | 49.9% | — |
| LiveBench Coding | — | 48% |
| ALE-Bench | 1,189 | — |
| HumanEval+ | — | 89% |
| MBPP+ | — | 78.8% |
Agentic & Tool Use GPT-5.4 mini leads
GPT-5.4 mini: 29.6 (#74), o1-mini: 24.3 (#112)
| Benchmark | GPT-5.4 mini | o1-mini |
|---|---|---|
| Cybench | — | 10% |
| DeepResearch Bench | 36.3% | — |
Reasoning GPT-5.4 mini leads
GPT-5.4 mini: 30.3 (#77), o1-mini: 8.9 (#340)
| Benchmark | GPT-5.4 mini | o1-mini |
|---|---|---|
| ARC-AGI-2 | 18.9% | 0.8% |
| ARC-AGI-1 | 63.7% | 14% |
| LMArena Hard Prompts | 1424 | 1333 |
| Epoch Capabilities Index | 148.83 | 135.82 |
| SimpleBench | — | 18.1% |
| Kagi LLM Benchmark | 37.9% | — |
| NYT Connections (extended) | 61.8% | — |
| CritPt | 10% | — |
| Chess Puzzles | 24% | — |
| Thematic Generalization | 61.7% | — |
| LiveBench Reasoning | — | 72.3% |
| Mystery Game Puzzles | 11% | — |
| DTBench | 80% | — |
| LiveBench Data Analysis | — | 57.9% |
| LMCA | 40.8% | — |
| ForecastBench | 57 | — |
| LiveBench | — | 57.8% |
Math GPT-5.4 mini leads
GPT-5.4 mini: 45.4 (#63), o1-mini: 33.7 (#168)
| Benchmark | GPT-5.4 mini | o1-mini |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 88.9% | 46.9% |
| LMArena Math | 1418 | 1358 |
| FrontierMath (Feb 2025 set) | 28.3% | 1.7% |
| FrontierMath (Tiers 1-3) | 51.2% | — |
| FrontierMath Tier 4 | 9.8% | — |
| ProofBench | 21% | — |
| LiveBench Math | — | 62% |
| MATH Level 5 | — | 89.2% |
| FrontierMath Tier 4 (v1) | 2.1% | — |
Knowledge GPT-5.4 mini leads
GPT-5.4 mini: 51.4 (#62), o1-mini: 34.8 (#180)
| Benchmark | GPT-5.4 mini | o1-mini |
|---|---|---|
| GPQA Diamond | 86.9% | 62.4% |
| LMArena Expert | 1434 | 1316 |
| SimpleQA Verified | 29.4% | — |
| Confabulations | — | 18.6% |
| Vectara Hallucination Rate | 5.5% | — |
Multimodal Not comparable
GPT-5.4 mini: 39.0 (#51), o1-mini: —
| Benchmark | GPT-5.4 mini | o1-mini |
|---|---|---|
| LMArena Vision | 1245 | — |
Multilingual GPT-5.4 mini leads
GPT-5.4 mini: 52.1 (#94), o1-mini: 43.8 (#177)
| Benchmark | GPT-5.4 mini | o1-mini |
|---|---|---|
| LMArena Non-English | 1405 | 1289 |
| LMArena Chinese | 1446 | 1314 |
| LMArena French | 1440 | 1292 |
| LMArena German | 1407 | 1278 |
| LMArena Japanese | 1375 | 1245 |
| LMArena Korean | 1369 | 1223 |
| LMArena Russian | 1417 | 1283 |
| LMArena Spanish | 1403 | 1302 |
Instruction Following GPT-5.4 mini leads
GPT-5.4 mini: 74.3 (#99), o1-mini: 67.0 (#200)
| Benchmark | GPT-5.4 mini | o1-mini |
|---|---|---|
| LMArena Instruction Following | 1405 | 1304 |
| LiveBench Instruction Following | — | 65.4% |
Long Context GPT-5.4 mini leads
GPT-5.4 mini: 42.9 (#107), o1-mini: 40.1 (#156)
| Benchmark | GPT-5.4 mini | o1-mini |
|---|---|---|
| LMArena Longer Query | 1407 | 1321 |
Writing & Preference GPT-5.4 mini leads
GPT-5.4 mini: 64.2 (#56), o1-mini: 48.6 (#196)
| Benchmark | GPT-5.4 mini | o1-mini |
|---|---|---|
| LMArena Text | 1411 | 1317 |
| LMArena Creative Writing | 1370 | 1244 |
| LMArena Multi-Turn | 1429 | 1314 |
| Short-Story Creative Writing | — | 64.9% |
| EQ-Bench Creative Writing | 1665 | — |
| LiveBench Language | — | 40.9% |
Frequently asked questions
Is GPT-5.4 mini better than o1-mini?
GPT-5.4 mini is the stronger model overall, scoring 44.8 to 33.7 on the Noometry Index.
Is GPT-5.4 mini or o1-mini better for coding?
GPT-5.4 mini scores higher on coding benchmarks: 45.0 versus 35.1 in the Noometry coding category.
How many benchmarks do GPT-5.4 mini and o1-mini share?
24 benchmarks have published results for both models. GPT-5.4 mini has 46 scored results on Noometry and o1-mini has 39.