GPT-5.3 Instant vs GLM-4.5

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

GPT-5.3 Instant is clearly ahead on the aggregate, 87 to 36. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

GPT-5.3 Instant's sharpest advantage is in coding, where it averages 78.7 against 14.4. The single biggest benchmark swing on the page is SWE-bench Pro, 83 to 15.

GPT-5.3 Instant is the reasoning model in the pair, while GLM-4.5 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.

Quick Verdict

Pick GPT-5.3 Instant if you want the stronger benchmark profile. GLM-4.5 only becomes the better choice if you would rather avoid the extra latency and token burn of a reasoning model.

Agentic

GPT-5.3 Instant

GPT-5.3 Instant

82.9

GLM-4.5

31.3

86
Terminal-Bench 2.0
28
82
BrowseComp
37
80
OSWorld-Verified
31

Coding

GPT-5.3 Instant

GPT-5.3 Instant

78.7

GLM-4.5

14.4

88
HumanEval
29
76
SWE-bench Verified
18
75
LiveCodeBench
13
83
SWE-bench Pro
15

Multimodal & Grounded

GPT-5.3 Instant

GPT-5.3 Instant

95

GLM-4.5

41

95
MMMU-Pro
36
95
OfficeQA Pro
47

Reasoning

GPT-5.3 Instant

GPT-5.3 Instant

94.2

GLM-4.5

43.8

96
SimpleQA
35
94
MuSR
33
97
BBH
61
92
LongBench v2
48
94
MRCRv2
52

Knowledge

GPT-5.3 Instant

GPT-5.3 Instant

80.8

GLM-4.5

32

99
MMLU
37
98
GPQA
36
96
SuperGPQA
34
94
OpenBookQA
32
89
MMLU-Pro
51
44
HLE
3
92
FrontierScience
40

Instruction Following

GPT-5.3 Instant

GPT-5.3 Instant

96

GLM-4.5

68

96
IFEval
68

Multilingual

GPT-5.3 Instant

GPT-5.3 Instant

93.4

GLM-4.5

58.1

96
MGSM
60
92
MMLU-ProX
57

Mathematics

GPT-5.3 Instant

GPT-5.3 Instant

97.2

GLM-4.5

45.5

99
AIME 2023
37
99
AIME 2024
39
98
AIME 2025
38
95
HMMT Feb 2023
33
97
HMMT Feb 2024
35
96
HMMT Feb 2025
34
96
BRUMO 2025
36
98
MATH-500
57

Frequently Asked Questions

Which is better, GPT-5.3 Instant or GLM-4.5?

GPT-5.3 Instant is ahead overall, 87 to 36. The biggest single separator in this matchup is SWE-bench Pro, where the scores are 83 and 15.

Which is better for knowledge tasks, GPT-5.3 Instant or GLM-4.5?

GPT-5.3 Instant has the edge for knowledge tasks in this comparison, averaging 80.8 versus 32. Inside this category, MMLU is the benchmark that creates the most daylight between them.

Which is better for coding, GPT-5.3 Instant or GLM-4.5?

GPT-5.3 Instant has the edge for coding in this comparison, averaging 78.7 versus 14.4. Inside this category, SWE-bench Pro is the benchmark that creates the most daylight between them.

Which is better for math, GPT-5.3 Instant or GLM-4.5?

GPT-5.3 Instant has the edge for math in this comparison, averaging 97.2 versus 45.5. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.

Which is better for reasoning, GPT-5.3 Instant or GLM-4.5?

GPT-5.3 Instant has the edge for reasoning in this comparison, averaging 94.2 versus 43.8. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, GPT-5.3 Instant or GLM-4.5?

GPT-5.3 Instant has the edge for agentic tasks in this comparison, averaging 82.9 versus 31.3. 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, GPT-5.3 Instant or GLM-4.5?

GPT-5.3 Instant has the edge for multimodal and grounded tasks in this comparison, averaging 95 versus 41. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, GPT-5.3 Instant or GLM-4.5?

GPT-5.3 Instant has the edge for instruction following in this comparison, averaging 96 versus 68. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Which is better for multilingual tasks, GPT-5.3 Instant or GLM-4.5?

GPT-5.3 Instant has the edge for multilingual tasks in this comparison, averaging 93.4 versus 58.1. Inside this category, MGSM is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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