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 42. 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 coding, where it averages 44.2 against 12.9. The single biggest benchmark swing on the page is SWE-bench Verified, 46 to 12.
Llama 4 Scout gives you the larger context window at 10M, compared with 256K for Nemotron 3 Super 120B A12B.
Pick Nemotron 3 Super 120B A12B if you want the stronger benchmark profile. Llama 4 Scout only becomes the better choice if you need the larger 10M context window.
Nemotron 3 Super 120B A12B
55.3
Llama 4 Scout
40.6
Nemotron 3 Super 120B A12B
44.2
Llama 4 Scout
12.9
Nemotron 3 Super 120B A12B
60.4
Llama 4 Scout
57.8
Nemotron 3 Super 120B A12B
71.8
Llama 4 Scout
55
Nemotron 3 Super 120B A12B
55.8
Llama 4 Scout
35.6
Nemotron 3 Super 120B A12B
86
Llama 4 Scout
68
Nemotron 3 Super 120B A12B
81.5
Llama 4 Scout
59.8
Nemotron 3 Super 120B A12B
74.6
Llama 4 Scout
51
Nemotron 3 Super 120B A12B is ahead overall, 61 to 42. The biggest single separator in this matchup is SWE-bench Verified, where the scores are 46 and 12.
Nemotron 3 Super 120B A12B has the edge for knowledge tasks in this comparison, averaging 55.8 versus 35.6. Inside this category, MMLU-Pro 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 12.9. Inside this category, SWE-bench Verified is the benchmark that creates the most daylight between them.
Nemotron 3 Super 120B A12B has the edge for math in this comparison, averaging 74.6 versus 51. Inside this category, MATH-500 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 55. Inside this category, BBH 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 40.6. Inside this category, Terminal-Bench 2.0 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 57.8. Inside this category, OfficeQA Pro is the benchmark that creates the most daylight between them.
Nemotron 3 Super 120B A12B has the edge for instruction following in this comparison, averaging 86 versus 68. Inside this category, IFEval 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 59.8. Inside this category, MGSM is the benchmark that creates the most daylight between them.
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