GLM-5 vs Nemotron 3 Super 120B A12B

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

GLM-5 is clearly ahead on the aggregate, 65 to 61. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

GLM-5's sharpest advantage is in mathematics, where it averages 84.8 against 74.6. The single biggest benchmark swing on the page is HumanEval, 80 to 59. Nemotron 3 Super 120B A12B does hit back in coding, so the answer changes if that is the part of the workload you care about most.

Nemotron 3 Super 120B A12B gives you the larger context window at 256K, compared with 200K for GLM-5.

Quick Verdict

Pick GLM-5 if you want the stronger benchmark profile. Nemotron 3 Super 120B A12B only becomes the better choice if coding is the priority or you need the larger 256K context window.

Agentic

GLM-5

GLM-5

62.3

Nemotron 3 Super 120B A12B

55.3

63
Terminal-Bench 2.0
55
67
BrowseComp
59
58
OSWorld-Verified
53

Coding

Nemotron 3 Super 120B A12B

GLM-5

41.1

Nemotron 3 Super 120B A12B

44.2

80
HumanEval
59
46
SWE-bench Verified
46
35
LiveCodeBench
42
46
SWE-bench Pro
46

Multimodal & Grounded

GLM-5

GLM-5

69.2

Nemotron 3 Super 120B A12B

60.4

66
MMMU-Pro
55
73
OfficeQA Pro
67

Reasoning

GLM-5

GLM-5

79.4

Nemotron 3 Super 120B A12B

71.8

84
SimpleQA
64
82
MuSR
62
83
BBH
88
77
LongBench v2
77
73
MRCRv2
77

Knowledge

GLM-5

GLM-5

62.1

Nemotron 3 Super 120B A12B

55.8

88
MMLU
68
86
GPQA
67
84
SuperGPQA
65
82
OpenBookQA
63
74
MMLU-Pro
75
13
HLE
16
74
FrontierScience
66

Instruction Following

Nemotron 3 Super 120B A12B

GLM-5

85

Nemotron 3 Super 120B A12B

86

85
IFEval
86

Multilingual

GLM-5

GLM-5

82.1

Nemotron 3 Super 120B A12B

81.5

84
MGSM
86
81
MMLU-ProX
79

Mathematics

GLM-5

GLM-5

84.8

Nemotron 3 Super 120B A12B

74.6

88
AIME 2023
67
90
AIME 2024
69
89
AIME 2025
68
84
HMMT Feb 2023
63
86
HMMT Feb 2024
65
85
HMMT Feb 2025
64
87
BRUMO 2025
66
82
MATH-500
85

Frequently Asked Questions

Which is better, GLM-5 or Nemotron 3 Super 120B A12B?

GLM-5 is ahead overall, 65 to 61. The biggest single separator in this matchup is HumanEval, where the scores are 80 and 59.

Which is better for knowledge tasks, GLM-5 or Nemotron 3 Super 120B A12B?

GLM-5 has the edge for knowledge tasks in this comparison, averaging 62.1 versus 55.8. Inside this category, MMLU is the benchmark that creates the most daylight between them.

Which is better for coding, GLM-5 or Nemotron 3 Super 120B A12B?

Nemotron 3 Super 120B A12B has the edge for coding in this comparison, averaging 44.2 versus 41.1. Inside this category, HumanEval is the benchmark that creates the most daylight between them.

Which is better for math, GLM-5 or Nemotron 3 Super 120B A12B?

GLM-5 has the edge for math in this comparison, averaging 84.8 versus 74.6. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.

Which is better for reasoning, GLM-5 or Nemotron 3 Super 120B A12B?

GLM-5 has the edge for reasoning in this comparison, averaging 79.4 versus 71.8. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, GLM-5 or Nemotron 3 Super 120B A12B?

GLM-5 has the edge for agentic tasks in this comparison, averaging 62.3 versus 55.3. 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, GLM-5 or Nemotron 3 Super 120B A12B?

GLM-5 has the edge for multimodal and grounded tasks in this comparison, averaging 69.2 versus 60.4. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, GLM-5 or Nemotron 3 Super 120B A12B?

Nemotron 3 Super 120B A12B has the edge for instruction following in this comparison, averaging 86 versus 85. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Which is better for multilingual tasks, GLM-5 or Nemotron 3 Super 120B A12B?

GLM-5 has the edge for multilingual tasks in this comparison, averaging 82.1 versus 81.5. Inside this category, MGSM is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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