Side-by-side benchmark comparison across knowledge, coding, math, and reasoning.
GPT-5.4 Pro is clearly ahead on the aggregate, 94 to 82. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
GPT-5.4 Pro's sharpest advantage is in coding, where it averages 89 against 67.7. The single biggest benchmark swing on the page is SWE-bench Verified, 86 to 60.
GPT-5.4 Pro gives you the larger context window at 1.05M, compared with 128K for Qwen3.5 397B (Reasoning).
Pick GPT-5.4 Pro if you want the stronger benchmark profile. Qwen3.5 397B (Reasoning) only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.
GPT-5.4 Pro
88.8
Qwen3.5 397B (Reasoning)
77
GPT-5.4 Pro
89
Qwen3.5 397B (Reasoning)
67.7
GPT-5.4 Pro
98
Qwen3.5 397B (Reasoning)
92.1
GPT-5.4 Pro
96.7
Qwen3.5 397B (Reasoning)
87.7
GPT-5.4 Pro
97
Qwen3.5 397B (Reasoning)
89
GPT-5.4 Pro
97
Qwen3.5 397B (Reasoning)
91
GPT-5.4 Pro is ahead overall, 94 to 82. The biggest single separator in this matchup is SWE-bench Verified, where the scores are 86 and 60.
GPT-5.4 Pro has the edge for knowledge tasks in this comparison, averaging 88.8 versus 77. Inside this category, HLE is the benchmark that creates the most daylight between them.
GPT-5.4 Pro has the edge for coding in this comparison, averaging 89 versus 67.7. Inside this category, SWE-bench Verified is the benchmark that creates the most daylight between them.
GPT-5.4 Pro has the edge for math in this comparison, averaging 98 versus 92.1. Inside this category, HMMT Feb 2023 is the benchmark that creates the most daylight between them.
GPT-5.4 Pro has the edge for reasoning in this comparison, averaging 96.7 versus 87.7. Inside this category, SimpleQA is the benchmark that creates the most daylight between them.
GPT-5.4 Pro has the edge for instruction following in this comparison, averaging 97 versus 89. Inside this category, IFEval is the benchmark that creates the most daylight between them.
GPT-5.4 Pro has the edge for multilingual tasks in this comparison, averaging 97 versus 91. Inside this category, MGSM is the benchmark that creates the most daylight between them.
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