Forward KL Distillation (FKD, alpha=0.5) downstream evaluation performance after mid-training with OLMo-2 7B Instruct teacher.
来源:source_paper:Table 1, Page 9
报告指标与观测值
downstream_accuracy
t1_7b_fkd_gsm8k
论文报告 57.8 percentage_points
实际观测 — percentage_points
downstream_accuracy
t1_7b_fkd_gsm_s
论文报告 42.6 percentage_points
实际观测 — percentage_points
downstream_accuracy
t1_7b_fkd_gsmplus
论文报告 36.2 percentage_points
实际观测 — percentage_points
downstream_accuracy
t1_7b_fkd_bbh
论文报告 30.6 percentage_points
实际观测 — percentage_points
downstream_accuracy
t1_7b_fkd_drop
论文报告 41.9 percentage_points
实际观测 — percentage_points
downstream_accuracy
t1_7b_fkd_math
论文报告 7.6 percentage_points
实际观测 — percentage_points
downstream_accuracy
t1_7b_fkd_tqa
论文报告 53.9 percentage_points
实际观测 — percentage_points
downstream_accuracy
t1_7b_fkd_nq
论文报告 24.6 percentage_points
实际观测 — percentage_points
downstream_accuracy
t1_7b_fkd_sqa
论文报告 8.4 percentage_points
实际观测 — percentage_points
downstream_accuracy
t1_7b_fkd_mmlu
论文报告 49.5 percentage_points
实际观测 — percentage_points
downstream_accuracy
t1_7b_fkd_mmlu_p
论文报告 18.7 percentage_points
实际观测 — percentage_points
downstream_accuracy
t1_7b_fkd_arc_c
论文报告 61.9 percentage_points
实际观测 — percentage_points
downstream_accuracy
t1_7b_fkd_obqa
论文报告 61.8 percentage_points
实际观测 — percentage_points
downstream_accuracy
t1_7b_fkd_wino
论文报告 51.5 percentage_points
实际观测 — percentage_points
downstream_accuracy
t1_7b_fkd_agi
论文报告 38.6 percentage_points
实际观测 — percentage_points
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