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gpt-5.2 vs gemini-3.1-pro-preview

Both models ran the same corpus under the same verifier — cursor and gemini31 respectively. The harness differs where the names differ, and that is part of what separates them.

Their confidence intervals overlap. On this corpus the difference of 7.1 points is not resolved — treat these two as tied.

cursor / gpt-5.2

51.6%

95% interval 38.1–63.6 · 122 attempts

51.6% (95% interval 38.1–63.6)
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gemini31 / gemini-3.1-pro-preview

58.7%

95% interval 44.0–71.2 · 109 attempts

58.7% (95% interval 44.0–71.2)
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Where they differ

Weaknessgpt-5.2gemini-3.1-pro-previewDifference
CWE-125Out-of-bounds Read55.6%66.2%-10.6
CWE-787Out-of-bounds Write68.8%62.5%+6.3
CWE-416Use After Free27.3%33.3%-6.0
CWE-908Use of Uninitialized Resource33.3%0.0%+33.3
CWE-415Double Free66.7%100.0%-33.3
CWE-843Access of Resource Using Incompatible Type ('Type Confusion')50.0%50.0%0.0
CWE-476NULL Pointer Dereference0.0%50.0%-50.0
CWE-1284Improper Validation of Specified Quantity in Input50.0%100.0%-50.0
CWE-4750.0%100.0%-100.0
CWE-5620.0%0.0%0.0

Per-class samples are small; a difference here is a hint about where to look, not a result. The corpus-level intervals above are the honest comparison.

Corpus cve-bench-136 · run February 2026 · How we test

See the benchmark →