Knowledge Distillation During Mid-Training Favors Reasoning over Factual Recall
Not assessedPlan blockedMeasurementclaim_t1_13b_fkd

Forward KL Distillation (FKD, alpha=0.5) downstream evaluation performance after mid-training with OLMo-2 13B Instruct teacher.

Source: source_paper:Table 1, Page 9

Reported and observed measurements

downstream_accuracy

t1_13b_fkd_gsm8k

Reported 52.7 percentage_points

Observed — percentage_points

downstream_accuracy

t1_13b_fkd_gsm_s

Reported 37.9 percentage_points

Observed — percentage_points

downstream_accuracy

t1_13b_fkd_gsmplus

Reported 31.8 percentage_points

Observed — percentage_points

downstream_accuracy

t1_13b_fkd_bbh

Reported 29.4 percentage_points

Observed — percentage_points

downstream_accuracy

t1_13b_fkd_drop

Reported 33.1 percentage_points

Observed — percentage_points

downstream_accuracy

t1_13b_fkd_math

Reported 6.4 percentage_points

Observed — percentage_points

downstream_accuracy

t1_13b_fkd_tqa

Reported 54.2 percentage_points

Observed — percentage_points

downstream_accuracy

t1_13b_fkd_nq

Reported 24.7 percentage_points

Observed — percentage_points

downstream_accuracy

t1_13b_fkd_sqa

Reported 8.1 percentage_points

Observed — percentage_points

downstream_accuracy

t1_13b_fkd_mmlu

Reported 47.5 percentage_points

Observed — percentage_points

downstream_accuracy

t1_13b_fkd_mmlu_p

Reported 16.3 percentage_points

Observed — percentage_points

downstream_accuracy

t1_13b_fkd_arc_c

Reported 55.3 percentage_points

Observed — percentage_points

downstream_accuracy

t1_13b_fkd_obqa

Reported 56.2 percentage_points

Observed — percentage_points

downstream_accuracy

t1_13b_fkd_wino

Reported 51.2 percentage_points

Observed — percentage_points

downstream_accuracy

t1_13b_fkd_agi

Reported 36.2 percentage_points

Observed — percentage_points

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