Step 3.5 Flash vs DeepSeek V3.2

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

Step 3.5 Flash has the cleaner overall profile here, landing at 66 versus 64. It is a real lead, but still close enough that category-level strengths matter more than the headline number.

Step 3.5 Flash's sharpest advantage is in coding, where it averages 47.1 against 43.2. The single biggest benchmark swing on the page is LiveCodeBench, 45 to 39.

Step 3.5 Flash gives you the larger context window at 256K, compared with 128K for DeepSeek V3.2.

Quick Verdict

Pick Step 3.5 Flash if you want the stronger benchmark profile. DeepSeek V3.2 only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.

Agentic

Step 3.5 Flash

Step 3.5 Flash

60.2

DeepSeek V3.2

58.8

62
Terminal-Bench 2.0
60
66
BrowseComp
62
54
OSWorld-Verified
55

Coding

Step 3.5 Flash

Step 3.5 Flash

47.1

DeepSeek V3.2

43.2

77
HumanEval
76
48
SWE-bench Verified
45
45
LiveCodeBench
39
49
SWE-bench Pro
47

Multimodal & Grounded

Step 3.5 Flash

Step 3.5 Flash

66.7

DeepSeek V3.2

66

64
MMMU-Pro
61
70
OfficeQA Pro
72

Reasoning

Step 3.5 Flash

Step 3.5 Flash

78.3

DeepSeek V3.2

75.3

82
SimpleQA
81
82
MuSR
79
83
BBH
81
74
LongBench v2
69
73
MRCRv2
70

Knowledge

Step 3.5 Flash

Step 3.5 Flash

60.8

DeepSeek V3.2

60

84
MMLU
84
83
GPQA
83
81
SuperGPQA
81
79
OpenBookQA
79
76
MMLU-Pro
73
12
HLE
11
71
FrontierScience
72

Instruction Following

Step 3.5 Flash

Step 3.5 Flash

87

DeepSeek V3.2

85

87
IFEval
85

Multilingual

Step 3.5 Flash

Step 3.5 Flash

82.8

DeepSeek V3.2

82.1

86
MGSM
84
81
MMLU-ProX
81

Mathematics

Step 3.5 Flash

Step 3.5 Flash

84.5

DeepSeek V3.2

82.1

85
AIME 2023
84
87
AIME 2024
86
86
AIME 2025
85
81
HMMT Feb 2023
80
83
HMMT Feb 2024
82
82
HMMT Feb 2025
81
84
BRUMO 2025
83
85
MATH-500
81

Frequently Asked Questions

Which is better, Step 3.5 Flash or DeepSeek V3.2?

Step 3.5 Flash is ahead overall, 66 to 64. The biggest single separator in this matchup is LiveCodeBench, where the scores are 45 and 39.

Which is better for knowledge tasks, Step 3.5 Flash or DeepSeek V3.2?

Step 3.5 Flash has the edge for knowledge tasks in this comparison, averaging 60.8 versus 60. Inside this category, MMLU-Pro is the benchmark that creates the most daylight between them.

Which is better for coding, Step 3.5 Flash or DeepSeek V3.2?

Step 3.5 Flash has the edge for coding in this comparison, averaging 47.1 versus 43.2. Inside this category, LiveCodeBench is the benchmark that creates the most daylight between them.

Which is better for math, Step 3.5 Flash or DeepSeek V3.2?

Step 3.5 Flash has the edge for math in this comparison, averaging 84.5 versus 82.1. Inside this category, MATH-500 is the benchmark that creates the most daylight between them.

Which is better for reasoning, Step 3.5 Flash or DeepSeek V3.2?

Step 3.5 Flash has the edge for reasoning in this comparison, averaging 78.3 versus 75.3. Inside this category, LongBench v2 is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Step 3.5 Flash or DeepSeek V3.2?

Step 3.5 Flash has the edge for agentic tasks in this comparison, averaging 60.2 versus 58.8. Inside this category, BrowseComp is the benchmark that creates the most daylight between them.

Which is better for multimodal and grounded tasks, Step 3.5 Flash or DeepSeek V3.2?

Step 3.5 Flash has the edge for multimodal and grounded tasks in this comparison, averaging 66.7 versus 66. Inside this category, MMMU-Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, Step 3.5 Flash or DeepSeek V3.2?

Step 3.5 Flash has the edge for instruction following in this comparison, averaging 87 versus 85. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Which is better for multilingual tasks, Step 3.5 Flash or DeepSeek V3.2?

Step 3.5 Flash has the edge for multilingual tasks in this comparison, averaging 82.8 versus 82.1. Inside this category, MGSM is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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