GPT-5.4 nano vs Nemotron Ultra 253B

Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.

Benchmark data for one or both models is coming soon. This page currently shows metadata and pricing where BenchLM has it, and score-level comparisons will populate as public benchmark results land.

BenchLM does not have sourced benchmark coverage for GPT-5.4 nano yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

GPT-5.4 nano has the larger context window at 400K, compared with 32K for Nemotron Ultra 253B.

Quick Verdict

Benchmark data for GPT-5.4 nano and Nemotron Ultra 253B is coming soon on BenchLM.

Agentic

Coming soon

Benchmark data for this category is coming soon.

Coding

Coming soon

Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.

Coming soon
HumanEval
41%

Multimodal & Grounded

Coming soon

Benchmark data for this category is coming soon.

Reasoning

Coming soon

Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.

Coming soon
SimpleQA
47%
Coming soon
MuSR
45%

Knowledge

GPT-5.4 nano

GPT-5.4 nano

82.8

Nemotron Ultra 253B

47

82.8%
GPQA
48%
Coming soon
MMLU
49%
Coming soon
SuperGPQA
46%
Coming soon
OpenBookQA
44%

Instruction Following

Coming soon

Benchmark data for this category is coming soon.

Multilingual

Coming soon

Benchmark data for this category is coming soon.

Mathematics

Coming soon

Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.

Coming soon
AIME 2023
49%
Coming soon
AIME 2024
51%
Coming soon
AIME 2025
50%
Coming soon
HMMT Feb 2023
45%
Coming soon
HMMT Feb 2024
47%
Coming soon
HMMT Feb 2025
46%
Coming soon
BRUMO 2025
48%

Frequently Asked Questions

Can I compare GPT-5.4 nano and Nemotron Ultra 253B on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for GPT-5.4 nano and Nemotron Ultra 253B today?

GPT-5.4 nano: $0.20 input / $1.25 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Last updated: March 17, 2026

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