Online Self-Weighted Fine-Tuning
Not assessedPlannedFindingclaim-main-table1-qwen3-0-6b

OSW-FT (K=2) on Qwen3-0.6B-Base achieves 0.83% Pass@1 and 6.67% Pass@16 on AIME 24, 1.04% Pass@1 and 10.00% Pass@16 on AIME 25, 8.72% Pass@1 and 41.86% Pass@16 on AMC 22, 13.04% Pass@1 and 56.52% Pass@16 on AMC 23, 5.14% Pass@1 and 28.89% Pass@16 on AMC 24, 24.20% Pass@1 on MATH-500, and 20.20% Pass@1 on GPQA-Diamond, matching or outperforming standard SFT across all evaluated benchmarks.

Source: source-paper:Table 1, Section 4.2, page 5

Reported and observed measurements

pass_at_1

m-qwen3-0-6b-osw-aime24-p1

Reported 0.83 percentage_points

Observed — percentage_points

pass_at_16

m-qwen3-0-6b-osw-aime24-p16

Reported 6.67 percentage_points

Observed — percentage_points

pass_at_1

m-qwen3-0-6b-osw-aime25-p1

Reported 1.04 percentage_points

Observed — percentage_points

pass_at_16

m-qwen3-0-6b-osw-aime25-p16

Reported 10 percentage_points

Observed — percentage_points

pass_at_1

m-qwen3-0-6b-osw-amc22-p1

Reported 8.72 percentage_points

Observed — percentage_points

pass_at_16

m-qwen3-0-6b-osw-amc22-p16

Reported 41.86 percentage_points

Observed — percentage_points

pass_at_1

m-qwen3-0-6b-osw-amc23-p1

Reported 13.04 percentage_points

Observed — percentage_points

pass_at_16

m-qwen3-0-6b-osw-amc23-p16

Reported 56.52 percentage_points

Observed — percentage_points

pass_at_1

m-qwen3-0-6b-osw-amc24-p1

Reported 5.14 percentage_points

Observed — percentage_points

pass_at_16

m-qwen3-0-6b-osw-amc24-p16

Reported 28.89 percentage_points

Observed — percentage_points

pass_at_1

m-qwen3-0-6b-osw-math500-p1

Reported 24.2 percentage_points

Observed — percentage_points

pass_at_1

m-qwen3-0-6b-osw-gpqad-p1

Reported 20.2 percentage_points

Observed — percentage_points

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