GPT-5.2 Instant vs Nemotron 3 Super 100B

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

GPT-5.2 Instant is clearly ahead on the aggregate, 85 to 59. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

GPT-5.2 Instant's sharpest advantage is in coding, where it averages 75.5 against 41.3. The single biggest benchmark swing on the page is MMMU-Pro, 94 to 55.

GPT-5.2 Instant is the reasoning model in the pair, while Nemotron 3 Super 100B 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 100B gives you the larger context window at 1M, compared with 128K for GPT-5.2 Instant.

Quick Verdict

Pick GPT-5.2 Instant if you want the stronger benchmark profile. Nemotron 3 Super 100B only becomes the better choice if you need the larger 1M context window or you would rather avoid the extra latency and token burn of a reasoning model.

Agentic

GPT-5.2 Instant

GPT-5.2 Instant

79.6

Nemotron 3 Super 100B

56.6

83
Terminal-Bench 2.0
56
82
BrowseComp
61
74
OSWorld-Verified
54

Coding

GPT-5.2 Instant

GPT-5.2 Instant

75.5

Nemotron 3 Super 100B

41.3

87
HumanEval
57
75
SWE-bench Verified
44
74
LiveCodeBench
38
77
SWE-bench Pro
44

Multimodal & Grounded

GPT-5.2 Instant

GPT-5.2 Instant

93.1

Nemotron 3 Super 100B

60.4

94
MMMU-Pro
55
92
OfficeQA Pro
67

Reasoning

GPT-5.2 Instant

GPT-5.2 Instant

90.9

Nemotron 3 Super 100B

69.5

95
SimpleQA
62
93
MuSR
60
96
BBH
83
89
LongBench v2
75
84
MRCRv2
75

Knowledge

GPT-5.2 Instant

GPT-5.2 Instant

79.8

Nemotron 3 Super 100B

52.8

98
MMLU
65
97
GPQA
64
95
SuperGPQA
62
93
OpenBookQA
60
88
MMLU-Pro
72
43
HLE
13
91
FrontierScience
63

Instruction Following

GPT-5.2 Instant

GPT-5.2 Instant

95

Nemotron 3 Super 100B

84

95
IFEval
84

Multilingual

GPT-5.2 Instant

GPT-5.2 Instant

94.4

Nemotron 3 Super 100B

79.5

95
MGSM
84
94
MMLU-ProX
77

Mathematics

GPT-5.2 Instant

GPT-5.2 Instant

97.2

Nemotron 3 Super 100B

72.6

99
AIME 2023
65
99
AIME 2024
67
98
AIME 2025
66
95
HMMT Feb 2023
61
97
HMMT Feb 2024
63
96
HMMT Feb 2025
62
96
BRUMO 2025
64
98
MATH-500
83

Frequently Asked Questions

Which is better, GPT-5.2 Instant or Nemotron 3 Super 100B?

GPT-5.2 Instant is ahead overall, 85 to 59. The biggest single separator in this matchup is MMMU-Pro, where the scores are 94 and 55.

Which is better for knowledge tasks, GPT-5.2 Instant or Nemotron 3 Super 100B?

GPT-5.2 Instant has the edge for knowledge tasks in this comparison, averaging 79.8 versus 52.8. Inside this category, MMLU is the benchmark that creates the most daylight between them.

Which is better for coding, GPT-5.2 Instant or Nemotron 3 Super 100B?

GPT-5.2 Instant has the edge for coding in this comparison, averaging 75.5 versus 41.3. Inside this category, LiveCodeBench is the benchmark that creates the most daylight between them.

Which is better for math, GPT-5.2 Instant or Nemotron 3 Super 100B?

GPT-5.2 Instant has the edge for math in this comparison, averaging 97.2 versus 72.6. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.

Which is better for reasoning, GPT-5.2 Instant or Nemotron 3 Super 100B?

GPT-5.2 Instant has the edge for reasoning in this comparison, averaging 90.9 versus 69.5. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, GPT-5.2 Instant or Nemotron 3 Super 100B?

GPT-5.2 Instant has the edge for agentic tasks in this comparison, averaging 79.6 versus 56.6. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

Which is better for multimodal and grounded tasks, GPT-5.2 Instant or Nemotron 3 Super 100B?

GPT-5.2 Instant has the edge for multimodal and grounded tasks in this comparison, averaging 93.1 versus 60.4. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, GPT-5.2 Instant or Nemotron 3 Super 100B?

GPT-5.2 Instant has the edge for instruction following in this comparison, averaging 95 versus 84. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Which is better for multilingual tasks, GPT-5.2 Instant or Nemotron 3 Super 100B?

GPT-5.2 Instant has the edge for multilingual tasks in this comparison, averaging 94.4 versus 79.5. Inside this category, MMLU-ProX is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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