# GPT-5.4 Pro vs Nemotron 3 Super

> GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 40.1 on the Noometry Index. Nemotron 3 Super costs 391× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.

- Canonical page: https://noometry.com/compare/gpt-5-4-pro-vs-nemotron-3-super
- Last updated: 2026-10-12
- Shared benchmarks: 2

## Summary

- They share 2 benchmarks with published results for both. GPT-5.4 Pro scores higher in 4 categories and Nemotron 3 Super in 0 categories; 4 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where GPT-5.4 Pro leads 70.7 to 18.7.
- The biggest single-benchmark swing is CritPt: 30% for GPT-5.4 Pro and 3.1% for Nemotron 3 Super.
- Nemotron 3 Super is cheaper at $0.08 / $0.45 per million input/output tokens, against $30 / $180 for GPT-5.4 Pro.
- GPT-5.4 Pro accepts more context: 1.05M tokens versus 262K.
- Nemotron 3 Super has downloadable open weights; the other is API-only.

## Snapshot

| | GPT-5.4 Pro | Nemotron 3 Super |
|---|---|---|
| Provider | OpenAI | NVIDIA |
| Noometry Index | 58.9 | 40.1 |
| Rank | 18 | 153 |
| Context | 1.05M | 262K |
| Input $/M | $30 | $0.08 |
| Output $/M | $180 | $0.45 |
| Weights | Proprietary | Open |

## Coding

- GPT-5.4 Pro: 43.2 (#90)
- Nemotron 3 Super: 39.4 (#158)

| Benchmark | GPT-5.4 Pro | Nemotron 3 Super |
|---|---|---|
| WeirdML | 57.4% | 38% |
| SciCode | — | 36% |
| LMArena Coding | — | 1403 |
| ALE-Bench | — | 213.9 |

## Reasoning

- GPT-5.4 Pro: 70.7 (#13)
- Nemotron 3 Super: 18.7 (#276)

| Benchmark | GPT-5.4 Pro | Nemotron 3 Super |
|---|---|---|
| CritPt | 30% | 3.1% |
| ARC-AGI-2 | 83.3% | — |
| SimpleBench | 74.1% | — |
| NYT Connections (extended) | — | 15.4% |
| ARC-AGI-1 | 94.5% | — |
| Chess Puzzles | 58.6% | — |
| EnigmaEval | 23.8% | — |
| LMArena Hard Prompts | — | 1386 |
| Epoch Capabilities Index | 158.93 | — |

## Math

- GPT-5.4 Pro: 72.4 (#22)
- Nemotron 3 Super: 39.6 (#101)

| Benchmark | GPT-5.4 Pro | Nemotron 3 Super |
|---|---|---|
| FrontierMath (Tiers 1-3) | 82.5% | — |
| FrontierMath Tier 4 | 58.5% | — |
| MathArena Final-Answer Competitions | — | 60.4% |
| LMArena Math | — | 1380 |
| FrontierMath (Feb 2025 set) | 50% | — |
| FrontierMath Tier 4 (v1) | 37.5% | — |

## Knowledge

- GPT-5.4 Pro: 68.3 (#7)
- Nemotron 3 Super: 38.9 (#139)

| Benchmark | GPT-5.4 Pro | Nemotron 3 Super |
|---|---|---|
| GPQA Diamond | 94.6% | — |
| Humanity's Last Exam | 44.3% | — |
| SimpleQA Verified | 46.3% | — |
| Vectara Hallucination Rate | 8.3% | — |
| LMArena Expert | — | 1398 |

## Multilingual

- GPT-5.4 Pro: —
- Nemotron 3 Super: 48.4 (#144)

| Benchmark | GPT-5.4 Pro | Nemotron 3 Super |
|---|---|---|
| LMArena Non-English | — | 1355 |
| LMArena Chinese | — | 1432 |
| LMArena French | — | 1405 |
| LMArena German | — | 1341 |
| LMArena Russian | — | 1336 |
| LMArena Spanish | — | 1417 |

## Instruction Following

- GPT-5.4 Pro: —
- Nemotron 3 Super: 71.2 (#154)

| Benchmark | GPT-5.4 Pro | Nemotron 3 Super |
|---|---|---|
| LMArena Instruction Following | — | 1347 |

## Long Context

- GPT-5.4 Pro: —
- Nemotron 3 Super: 41.5 (#139)

| Benchmark | GPT-5.4 Pro | Nemotron 3 Super |
|---|---|---|
| LMArena Longer Query | — | 1362 |

## Writing & Preference

- GPT-5.4 Pro: —
- Nemotron 3 Super: 55.9 (#140)

| Benchmark | GPT-5.4 Pro | Nemotron 3 Super |
|---|---|---|
| LMArena Text | — | 1378 |
| LMArena Creative Writing | — | 1317 |
| LMArena Multi-Turn | — | 1369 |

## FAQ

### Is GPT-5.4 Pro better than Nemotron 3 Super?

GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 40.1 on the Noometry Index. Nemotron 3 Super costs 391× less per token, which makes it the better buy when GPT-5.4 Pro's lead doesn't matter for your workload.

### Which is cheaper, GPT-5.4 Pro or Nemotron 3 Super?

Nemotron 3 Super is cheaper. It lists at $0.08 per million input tokens and $0.45 per million output tokens; GPT-5.4 Pro lists at $30 and $180.

### Is GPT-5.4 Pro or Nemotron 3 Super better for coding?

GPT-5.4 Pro scores higher on coding benchmarks: 43.2 versus 39.4 in the Noometry coding category.

### Which has the bigger context window?

GPT-5.4 Pro does, with 1.05M tokens against 262K.

### How many benchmarks do GPT-5.4 Pro and Nemotron 3 Super share?

2 benchmarks have published results for both models. GPT-5.4 Pro has 16 scored results on Noometry and Nemotron 3 Super has 21.