GLM-4.7 vs o1-pro

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

GLM-4.7 is clearly ahead on the aggregate, 74 to 33. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Quick Verdict

Pick GLM-4.7 if you want the stronger benchmark profile. o1-pro only becomes the better choice if knowledge is the priority.

Knowledge

o1-pro

GLM-4.7

70.3

o1-pro

79

86
MMLU
-
84
GPQA
79
82
SuperGPQA
-
80
OpenBookQA
-
74
MMLU-Pro
-
16
HLE
-

Coding

GLM-4.7
78
HumanEval
-
43
SWE-bench Verified
-
43
LiveCodeBench
-

Mathematics

o1-pro

GLM-4.7

85

o1-pro

86

86
AIME 2023
-
88
AIME 2024
86
87
AIME 2025
-
82
HMMT Feb 2023
-
84
HMMT Feb 2024
-
83
HMMT Feb 2025
-
85
BRUMO 2025
-
85
MATH-500
-

Reasoning

GLM-4.7
82
SimpleQA
-
80
MuSR
-
84
BBH
-

Instruction Following

GLM-4.7
85
IFEval
-

Multilingual

GLM-4.7
81
MGSM
-

Frequently Asked Questions

Which is better, GLM-4.7 or o1-pro?

GLM-4.7 is ahead overall, 74 to 33. The biggest single separator in this matchup is GPQA, where the scores are 84 and 79.

Which is better for knowledge tasks, GLM-4.7 or o1-pro?

o1-pro has the edge for knowledge tasks in this comparison, averaging 79 versus 70.3. Inside this category, GPQA is the benchmark that creates the most daylight between them.

Which is better for math, GLM-4.7 or o1-pro?

o1-pro has the edge for math in this comparison, averaging 86 versus 85. Inside this category, AIME 2024 is the benchmark that creates the most daylight between them.

Last updated: March 9, 2026

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