GPT-5.4 Pro vs GLM-4.7

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

GPT-5.4 Pro is clearly ahead on the aggregate, 94 to 74. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

GPT-5.4 Pro's sharpest advantage is in coding, where it averages 89 against 54.7. The single biggest benchmark swing on the page is SWE-bench Verified, 86 to 43.

GPT-5.4 Pro gives you the larger context window at 1.05M, compared with 200K for GLM-4.7.

Quick Verdict

Pick GPT-5.4 Pro if you want the stronger benchmark profile. GLM-4.7 only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.

Knowledge

GPT-5.4 Pro

GPT-5.4 Pro

88.8

GLM-4.7

70.3

99
MMLU
86
99
GPQA
84
97
SuperGPQA
82
94
OpenBookQA
80
94
MMLU-Pro
74
50
HLE
16

Coding

GPT-5.4 Pro

GPT-5.4 Pro

89

GLM-4.7

54.7

95
HumanEval
78
86
SWE-bench Verified
43
86
LiveCodeBench
43

Mathematics

GPT-5.4 Pro

GPT-5.4 Pro

98

GLM-4.7

85

99
AIME 2023
86
99
AIME 2024
88
99
AIME 2025
87
96
HMMT Feb 2023
82
98
HMMT Feb 2024
84
97
HMMT Feb 2025
83
97
BRUMO 2025
85
99
MATH-500
85

Reasoning

GPT-5.4 Pro

GPT-5.4 Pro

96.7

GLM-4.7

82

97
SimpleQA
82
95
MuSR
80
98
BBH
84

Instruction Following

GPT-5.4 Pro

GPT-5.4 Pro

97

GLM-4.7

85

97
IFEval
85

Multilingual

GPT-5.4 Pro

GPT-5.4 Pro

97

GLM-4.7

81

97
MGSM
81

Frequently Asked Questions

Which is better, GPT-5.4 Pro or GLM-4.7?

GPT-5.4 Pro is ahead overall, 94 to 74. The biggest single separator in this matchup is SWE-bench Verified, where the scores are 86 and 43.

Which is better for knowledge tasks, GPT-5.4 Pro or GLM-4.7?

GPT-5.4 Pro has the edge for knowledge tasks in this comparison, averaging 88.8 versus 70.3. Inside this category, HLE is the benchmark that creates the most daylight between them.

Which is better for coding, GPT-5.4 Pro or GLM-4.7?

GPT-5.4 Pro has the edge for coding in this comparison, averaging 89 versus 54.7. Inside this category, SWE-bench Verified is the benchmark that creates the most daylight between them.

Which is better for math, GPT-5.4 Pro or GLM-4.7?

GPT-5.4 Pro has the edge for math in this comparison, averaging 98 versus 85. Inside this category, HMMT Feb 2023 is the benchmark that creates the most daylight between them.

Which is better for reasoning, GPT-5.4 Pro or GLM-4.7?

GPT-5.4 Pro has the edge for reasoning in this comparison, averaging 96.7 versus 82. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.

Which is better for instruction following, GPT-5.4 Pro or GLM-4.7?

GPT-5.4 Pro has the edge for instruction following in this comparison, averaging 97 versus 85. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Which is better for multilingual tasks, GPT-5.4 Pro or GLM-4.7?

GPT-5.4 Pro has the edge for multilingual tasks in this comparison, averaging 97 versus 81. Inside this category, MGSM is the benchmark that creates the most daylight between them.

Last updated: March 9, 2026

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