Mercury 2 vs GLM-4.5

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

Mercury 2 is clearly ahead on the aggregate, 65 to 36. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Mercury 2's sharpest advantage is in reasoning, where it averages 80.1 against 43.8. The single biggest benchmark swing on the page is MuSR, 82 to 33.

Mercury 2 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 Mercury 2 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

Mercury 2

Mercury 2

63.7

GLM-4.5

31.3

63
Terminal-Bench 2.0
28
67
BrowseComp
37
62
OSWorld-Verified
31

Coding

Mercury 2

Mercury 2

41.1

GLM-4.5

14.4

75
HumanEval
29
46
SWE-bench Verified
18
38
LiveCodeBench
13
43
SWE-bench Pro
15

Multimodal & Grounded

Mercury 2

Mercury 2

68.3

GLM-4.5

41

66
MMMU-Pro
36
71
OfficeQA Pro
47

Reasoning

Mercury 2

Mercury 2

80.1

GLM-4.5

43.8

82
SimpleQA
35
82
MuSR
33
87
BBH
61
77
LongBench v2
48
76
MRCRv2
52

Knowledge

Mercury 2

Mercury 2

57.2

GLM-4.5

32

78
MMLU
37
78
GPQA
36
76
SuperGPQA
34
74
OpenBookQA
32
72
MMLU-Pro
51
9
HLE
3
69
FrontierScience
40

Instruction Following

Mercury 2

Mercury 2

84

GLM-4.5

68

84
IFEval
68

Multilingual

Mercury 2

Mercury 2

79.7

GLM-4.5

58.1

81
MGSM
60
79
MMLU-ProX
57

Mathematics

Mercury 2

Mercury 2

80.9

GLM-4.5

45.5

81
AIME 2023
37
83
AIME 2024
39
82
AIME 2025
38
77
HMMT Feb 2023
33
79
HMMT Feb 2024
35
78
HMMT Feb 2025
34
80
BRUMO 2025
36
82
MATH-500
57

Frequently Asked Questions

Which is better, Mercury 2 or GLM-4.5?

Mercury 2 is ahead overall, 65 to 36. The biggest single separator in this matchup is MuSR, where the scores are 82 and 33.

Which is better for knowledge tasks, Mercury 2 or GLM-4.5?

Mercury 2 has the edge for knowledge tasks in this comparison, averaging 57.2 versus 32. Inside this category, GPQA is the benchmark that creates the most daylight between them.

Which is better for coding, Mercury 2 or GLM-4.5?

Mercury 2 has the edge for coding in this comparison, averaging 41.1 versus 14.4. Inside this category, HumanEval is the benchmark that creates the most daylight between them.

Which is better for math, Mercury 2 or GLM-4.5?

Mercury 2 has the edge for math in this comparison, averaging 80.9 versus 45.5. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.

Which is better for reasoning, Mercury 2 or GLM-4.5?

Mercury 2 has the edge for reasoning in this comparison, averaging 80.1 versus 43.8. Inside this category, MuSR is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Mercury 2 or GLM-4.5?

Mercury 2 has the edge for agentic tasks in this comparison, averaging 63.7 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, Mercury 2 or GLM-4.5?

Mercury 2 has the edge for multimodal and grounded tasks in this comparison, averaging 68.3 versus 41. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, Mercury 2 or GLM-4.5?

Mercury 2 has the edge for instruction following in this comparison, averaging 84 versus 68. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Which is better for multilingual tasks, Mercury 2 or GLM-4.5?

Mercury 2 has the edge for multilingual tasks in this comparison, averaging 79.7 versus 58.1. Inside this category, MMLU-ProX is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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