GPT-5.3-Codex-Spark vs GPT-5 mini

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

GPT-5.3-Codex-Spark is clearly ahead on the aggregate, 87 to 69. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

GPT-5.3-Codex-Spark's sharpest advantage is in coding, where it averages 82.3 against 42.8. The single biggest benchmark swing on the page is LiveCodeBench, 80 to 37.

GPT-5.3-Codex-Spark gives you the larger context window at 256K, compared with 128K for GPT-5 mini.

Quick Verdict

Pick GPT-5.3-Codex-Spark if you want the stronger benchmark profile. GPT-5 mini only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.

Agentic

GPT-5.3-Codex-Spark

GPT-5.3-Codex-Spark

85.6

GPT-5 mini

65.7

90
Terminal-Bench 2.0
68
82
BrowseComp
70
83
OSWorld-Verified
60

Coding

GPT-5.3-Codex-Spark

GPT-5.3-Codex-Spark

82.3

GPT-5 mini

42.8

91
HumanEval
80
80
SWE-bench Verified
41
80
LiveCodeBench
37
85
SWE-bench Pro
49

Multimodal & Grounded

GPT-5.3-Codex-Spark

GPT-5.3-Codex-Spark

88.3

GPT-5 mini

83.8

86
MMMU-Pro
86
91
OfficeQA Pro
81

Reasoning

GPT-5.3-Codex-Spark

GPT-5.3-Codex-Spark

92.7

GPT-5 mini

81.8

94
SimpleQA
84
92
MuSR
82
97
BBH
87
91
LongBench v2
80
92
MRCRv2
79

Knowledge

GPT-5.3-Codex-Spark

GPT-5.3-Codex-Spark

78.3

GPT-5 mini

62.8

97
MMLU
88
95
GPQA
86
93
SuperGPQA
84
91
OpenBookQA
82
88
MMLU-Pro
73
42
HLE
16
88
FrontierScience
75

Instruction Following

GPT-5.3-Codex-Spark

GPT-5.3-Codex-Spark

92

GPT-5 mini

82

92
IFEval
82

Multilingual

GPT-5.3-Codex-Spark

GPT-5.3-Codex-Spark

90.8

GPT-5 mini

80.1

94
MGSM
82
89
MMLU-ProX
79

Mathematics

GPT-5.3-Codex-Spark

GPT-5.3-Codex-Spark

96.7

GPT-5 mini

87.2

98
AIME 2023
90
98
AIME 2024
92
97
AIME 2025
91
94
HMMT Feb 2023
86
96
HMMT Feb 2024
88
95
HMMT Feb 2025
87
95
BRUMO 2025
89
98
MATH-500
85

Frequently Asked Questions

Which is better, GPT-5.3-Codex-Spark or GPT-5 mini?

GPT-5.3-Codex-Spark is ahead overall, 87 to 69. The biggest single separator in this matchup is LiveCodeBench, where the scores are 80 and 37.

Which is better for knowledge tasks, GPT-5.3-Codex-Spark or GPT-5 mini?

GPT-5.3-Codex-Spark has the edge for knowledge tasks in this comparison, averaging 78.3 versus 62.8. Inside this category, HLE is the benchmark that creates the most daylight between them.

Which is better for coding, GPT-5.3-Codex-Spark or GPT-5 mini?

GPT-5.3-Codex-Spark has the edge for coding in this comparison, averaging 82.3 versus 42.8. Inside this category, LiveCodeBench is the benchmark that creates the most daylight between them.

Which is better for math, GPT-5.3-Codex-Spark or GPT-5 mini?

GPT-5.3-Codex-Spark has the edge for math in this comparison, averaging 96.7 versus 87.2. Inside this category, MATH-500 is the benchmark that creates the most daylight between them.

Which is better for reasoning, GPT-5.3-Codex-Spark or GPT-5 mini?

GPT-5.3-Codex-Spark has the edge for reasoning in this comparison, averaging 92.7 versus 81.8. Inside this category, MRCRv2 is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, GPT-5.3-Codex-Spark or GPT-5 mini?

GPT-5.3-Codex-Spark has the edge for agentic tasks in this comparison, averaging 85.6 versus 65.7. Inside this category, OSWorld-Verified is the benchmark that creates the most daylight between them.

Which is better for multimodal and grounded tasks, GPT-5.3-Codex-Spark or GPT-5 mini?

GPT-5.3-Codex-Spark has the edge for multimodal and grounded tasks in this comparison, averaging 88.3 versus 83.8. Inside this category, OfficeQA Pro is the benchmark that creates the most daylight between them.

Which is better for instruction following, GPT-5.3-Codex-Spark or GPT-5 mini?

GPT-5.3-Codex-Spark has the edge for instruction following in this comparison, averaging 92 versus 82. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Which is better for multilingual tasks, GPT-5.3-Codex-Spark or GPT-5 mini?

GPT-5.3-Codex-Spark has the edge for multilingual tasks in this comparison, averaging 90.8 versus 80.1. Inside this category, MGSM is the benchmark that creates the most daylight between them.

Last updated: March 12, 2026

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