Knowledge Distillation During Mid-Training Favors Reasoning over Factual Recall
Not assessedPlan blockedMeasurementclaim_t1_7b_fkd

Forward KL Distillation (FKD, alpha=0.5) downstream evaluation performance after mid-training with OLMo-2 7B Instruct teacher.

Source: source_paper:Table 1, Page 9

Reported and observed measurements

downstream_accuracy

t1_7b_fkd_gsm8k

Reported 57.8 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_fkd_gsm_s

Reported 42.6 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_fkd_gsmplus

Reported 36.2 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_fkd_bbh

Reported 30.6 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_fkd_drop

Reported 41.9 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_fkd_math

Reported 7.6 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_fkd_tqa

Reported 53.9 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_fkd_nq

Reported 24.6 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_fkd_sqa

Reported 8.4 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_fkd_mmlu

Reported 49.5 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_fkd_mmlu_p

Reported 18.7 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_fkd_arc_c

Reported 61.9 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_fkd_obqa

Reported 61.8 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_fkd_wino

Reported 51.5 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_fkd_agi

Reported 38.6 percentage_points

Observed — percentage_points

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