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Codeforces (with tools)

We haven't written a description for this benchmark yet; see the card notes below for how each maker ran it.

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  1. 1gpt-oss-120b · OpenAIbest value
    2622 Elo
  2. 2gpt-oss-20b · OpenAIbest value
    2516 Elo

“Best value”: no other model here reports a higher score at a lower cost for your workload. Scores are self-reported by each maker with different settings, so treat close calls as ties.

How each maker reported it

  • gpt-oss-120b Figures 1, 2, 4; Table 2

    OpenAI's own pass@1 results at reasoning level high. AIME and HLE with tools; Codeforces with a terminal tool. o4-mini and o3 values read from OpenAI's charts.

  • gpt-oss-20b Figures 1, 2, 4; Table 2

    OpenAI's own pass@1 results at reasoning level high. AIME and HLE with tools; Codeforces with a terminal tool. o3-mini was run without tools on AIME, HLE and Codeforces, so those cells are left empty. Baseline values read from OpenAI's charts.

Only each model's own maker's number is shown; scores a maker reports for rival models are left out.