Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.
Nemotron 3 Super 120B A12B is clearly ahead on the aggregate, 61 to 45. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Nemotron 3 Super 120B A12B's sharpest advantage is in multilingual, where it averages 81.5 against 52. The single biggest benchmark swing on the page is MMLU-ProX, 79 to 52. o1-pro does hit back in knowledge, so the answer changes if that is the part of the workload you care about most.
o1-pro is also the more expensive model on tokens at $150.00 input / $600.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Nemotron 3 Super 120B A12B. That is roughly Infinityx on output cost alone. o1-pro is the reasoning model in the pair, while Nemotron 3 Super 120B A12B is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. Nemotron 3 Super 120B A12B gives you the larger context window at 256K, compared with 200K for o1-pro.
Pick Nemotron 3 Super 120B A12B if you want the stronger benchmark profile. o1-pro only becomes the better choice if knowledge is the priority or you want the stronger reasoning-first profile.
Nemotron 3 Super 120B A12B
55.3
o1-pro
39.7
Nemotron 3 Super 120B A12B
44.2
o1-pro
23
Nemotron 3 Super 120B A12B
60.4
o1-pro
48.5
Nemotron 3 Super 120B A12B
71.8
o1-pro
56.2
Nemotron 3 Super 120B A12B
55.8
o1-pro
69.9
Comparable scores for this category are coming soon. One or both models do not have sourced results here yet.
Nemotron 3 Super 120B A12B
81.5
o1-pro
52
Nemotron 3 Super 120B A12B
74.6
o1-pro
86
Nemotron 3 Super 120B A12B is ahead overall, 61 to 45. The biggest single separator in this matchup is MMLU-ProX, where the scores are 79 and 52.
o1-pro has the edge for knowledge tasks in this comparison, averaging 69.9 versus 55.8. Inside this category, GPQA is the benchmark that creates the most daylight between them.
Nemotron 3 Super 120B A12B has the edge for coding in this comparison, averaging 44.2 versus 23. Inside this category, SWE-bench Pro is the benchmark that creates the most daylight between them.
o1-pro has the edge for math in this comparison, averaging 86 versus 74.6. Inside this category, AIME 2024 is the benchmark that creates the most daylight between them.
Nemotron 3 Super 120B A12B has the edge for reasoning in this comparison, averaging 71.8 versus 56.2. Inside this category, LongBench v2 is the benchmark that creates the most daylight between them.
Nemotron 3 Super 120B A12B has the edge for agentic tasks in this comparison, averaging 55.3 versus 39.7. Inside this category, OSWorld-Verified is the benchmark that creates the most daylight between them.
Nemotron 3 Super 120B A12B has the edge for multimodal and grounded tasks in this comparison, averaging 60.4 versus 48.5. Inside this category, OfficeQA Pro is the benchmark that creates the most daylight between them.
Nemotron 3 Super 120B A12B has the edge for multilingual tasks in this comparison, averaging 81.5 versus 52. Inside this category, MMLU-ProX is the benchmark that creates the most daylight between them.
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