Step 3.5 Flash vs GPT-OSS 20B

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

Step 3.5 Flash is clearly ahead on the aggregate, 66 to 35. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Step 3.5 Flash's sharpest advantage is in mathematics, where it averages 84.5 against 43.1. The single biggest benchmark swing on the page is MuSR, 82 to 27.

Step 3.5 Flash gives you the larger context window at 256K, compared with 128K for GPT-OSS 20B.

Quick Verdict

Pick Step 3.5 Flash if you want the stronger benchmark profile. GPT-OSS 20B 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

GPT-OSS 20B

35.4

62
Terminal-Bench 2.0
35
66
BrowseComp
42
54
OSWorld-Verified
31

Coding

Step 3.5 Flash

Step 3.5 Flash

47.1

GPT-OSS 20B

14.5

77
HumanEval
23
48
SWE-bench Verified
14
45
LiveCodeBench
11
49
SWE-bench Pro
18

Multimodal & Grounded

Step 3.5 Flash

Step 3.5 Flash

66.7

GPT-OSS 20B

36

64
MMMU-Pro
31
70
OfficeQA Pro
42

Reasoning

Step 3.5 Flash

Step 3.5 Flash

78.3

GPT-OSS 20B

40.4

82
SimpleQA
29
82
MuSR
27
83
BBH
62
74
LongBench v2
48
73
MRCRv2
48

Knowledge

Step 3.5 Flash

Step 3.5 Flash

60.8

GPT-OSS 20B

29

84
MMLU
31
83
GPQA
30
81
SuperGPQA
28
79
OpenBookQA
26
76
MMLU-Pro
53
12
HLE
1
71
FrontierScience
34

Instruction Following

Step 3.5 Flash

Step 3.5 Flash

87

GPT-OSS 20B

67

87
IFEval
67

Multilingual

Step 3.5 Flash

Step 3.5 Flash

82.8

GPT-OSS 20B

59.7

86
MGSM
61
81
MMLU-ProX
59

Mathematics

Step 3.5 Flash

Step 3.5 Flash

84.5

GPT-OSS 20B

43.1

85
AIME 2023
31
87
AIME 2024
33
86
AIME 2025
32
81
HMMT Feb 2023
27
83
HMMT Feb 2024
29
82
HMMT Feb 2025
28
84
BRUMO 2025
30
85
MATH-500
59

Frequently Asked Questions

Which is better, Step 3.5 Flash or GPT-OSS 20B?

Step 3.5 Flash is ahead overall, 66 to 35. The biggest single separator in this matchup is MuSR, where the scores are 82 and 27.

Which is better for knowledge tasks, Step 3.5 Flash or GPT-OSS 20B?

Step 3.5 Flash has the edge for knowledge tasks in this comparison, averaging 60.8 versus 29. Inside this category, MMLU is the benchmark that creates the most daylight between them.

Which is better for coding, Step 3.5 Flash or GPT-OSS 20B?

Step 3.5 Flash has the edge for coding in this comparison, averaging 47.1 versus 14.5. Inside this category, HumanEval is the benchmark that creates the most daylight between them.

Which is better for math, Step 3.5 Flash or GPT-OSS 20B?

Step 3.5 Flash has the edge for math in this comparison, averaging 84.5 versus 43.1. Inside this category, AIME 2023 is the benchmark that creates the most daylight between them.

Which is better for reasoning, Step 3.5 Flash or GPT-OSS 20B?

Step 3.5 Flash has the edge for reasoning in this comparison, averaging 78.3 versus 40.4. Inside this category, MuSR is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Step 3.5 Flash or GPT-OSS 20B?

Step 3.5 Flash has the edge for agentic tasks in this comparison, averaging 60.2 versus 35.4. 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, Step 3.5 Flash or GPT-OSS 20B?

Step 3.5 Flash has the edge for multimodal and grounded tasks in this comparison, averaging 66.7 versus 36. 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 GPT-OSS 20B?

Step 3.5 Flash has the edge for instruction following in this comparison, averaging 87 versus 67. 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 GPT-OSS 20B?

Step 3.5 Flash has the edge for multilingual tasks in this comparison, averaging 82.8 versus 59.7. Inside this category, MGSM is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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