GPT-5.2 Instant vs Nemotron Ultra 253B

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 48. 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 multimodal & grounded, where it averages 93.1 against 44.7. The single biggest benchmark swing on the page is MMMU-Pro, 94 to 37.

GPT-5.2 Instant gives you the larger context window at 128K, compared with 32K for Nemotron Ultra 253B.

Quick Verdict

Pick GPT-5.2 Instant if you want the stronger benchmark profile. Nemotron Ultra 253B only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.

Agentic

GPT-5.2 Instant

GPT-5.2 Instant

79.6

Nemotron Ultra 253B

46.7

83
Terminal-Bench 2.0
46
82
BrowseComp
50
74
OSWorld-Verified
45

Coding

GPT-5.2 Instant

GPT-5.2 Instant

75.5

Nemotron Ultra 253B

33.7

87
HumanEval
41
75
SWE-bench Verified
31
74
LiveCodeBench
30
77
SWE-bench Pro
38

Multimodal & Grounded

GPT-5.2 Instant

GPT-5.2 Instant

93.1

Nemotron Ultra 253B

44.7

94
MMMU-Pro
37
92
OfficeQA Pro
54

Reasoning

GPT-5.2 Instant

GPT-5.2 Instant

90.9

Nemotron Ultra 253B

53.3

95
SimpleQA
47
93
MuSR
45
96
BBH
77
89
LongBench v2
55
84
MRCRv2
56

Knowledge

GPT-5.2 Instant

GPT-5.2 Instant

79.8

Nemotron Ultra 253B

42.4

98
MMLU
49
97
GPQA
48
95
SuperGPQA
46
93
OpenBookQA
44
88
MMLU-Pro
63
43
HLE
11
91
FrontierScience
49

Instruction Following

GPT-5.2 Instant

GPT-5.2 Instant

95

Nemotron Ultra 253B

78

95
IFEval
78

Multilingual

GPT-5.2 Instant

GPT-5.2 Instant

94.4

Nemotron Ultra 253B

70.1

95
MGSM
74
94
MMLU-ProX
68

Mathematics

GPT-5.2 Instant

GPT-5.2 Instant

97.2

Nemotron Ultra 253B

59.7

99
AIME 2023
49
99
AIME 2024
51
98
AIME 2025
50
95
HMMT Feb 2023
45
97
HMMT Feb 2024
47
96
HMMT Feb 2025
46
96
BRUMO 2025
48
98
MATH-500
74

Frequently Asked Questions

Which is better, GPT-5.2 Instant or Nemotron Ultra 253B?

GPT-5.2 Instant is ahead overall, 85 to 48. The biggest single separator in this matchup is MMMU-Pro, where the scores are 94 and 37.

Which is better for knowledge tasks, GPT-5.2 Instant or Nemotron Ultra 253B?

GPT-5.2 Instant has the edge for knowledge tasks in this comparison, averaging 79.8 versus 42.4. 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 Ultra 253B?

GPT-5.2 Instant has the edge for coding in this comparison, averaging 75.5 versus 33.7. Inside this category, HumanEval is the benchmark that creates the most daylight between them.

Which is better for math, GPT-5.2 Instant or Nemotron Ultra 253B?

GPT-5.2 Instant has the edge for math in this comparison, averaging 97.2 versus 59.7. 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 Ultra 253B?

GPT-5.2 Instant has the edge for reasoning in this comparison, averaging 90.9 versus 53.3. 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 Ultra 253B?

GPT-5.2 Instant has the edge for agentic tasks in this comparison, averaging 79.6 versus 46.7. 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 Ultra 253B?

GPT-5.2 Instant has the edge for multimodal and grounded tasks in this comparison, averaging 93.1 versus 44.7. 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 Ultra 253B?

GPT-5.2 Instant has the edge for instruction following in this comparison, averaging 95 versus 78. 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 Ultra 253B?

GPT-5.2 Instant has the edge for multilingual tasks in this comparison, averaging 94.4 versus 70.1. Inside this category, MMLU-ProX is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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