Knowledge Distillation During Mid-Training Favors Reasoning over Factual Recall
Not assessedPlan blockedMeasurementclaim_t1_7b_rkd

Reverse KL Distillation (RKD, 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_rkd_gsm8k

Reported 62.1 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_rkd_gsm_s

Reported 46.2 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_rkd_gsmplus

Reported 39.2 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_rkd_bbh

Reported 31.6 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_rkd_drop

Reported 43.1 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_rkd_math

Reported 10.4 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_rkd_tqa

Reported 53.1 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_rkd_nq

Reported 24.1 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_rkd_sqa

Reported 8.4 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_rkd_mmlu

Reported 50.1 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_rkd_mmlu_p

Reported 18.9 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_rkd_arc_c

Reported 62.5 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_rkd_obqa

Reported 62.8 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_rkd_wino

Reported 52.5 percentage_points

Observed — percentage_points

downstream_accuracy

t1_7b_rkd_agi

Reported 39.3 percentage_points

Observed — percentage_points

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