Across MATH-500 and Countdown for SPG and GDPO, IM produces a higher (less negative) mean sample-level ELBO and a lower average within-batch standard deviation. The reported mean-ELBO lift is larger on Countdown than on MATH-500 for both frameworks.

Across MATH-500 and Countdown for SPG and GDPO, IM produces a higher (less negative) mean sample-level ELBO and a lower average within-batch standard deviation. The reported mean-ELBO lift is larger on Countdown than on MATH-500 for both frameworks. · CiteArk

Measurement results

0/20 assessed

0 supported0 disputed or conflicting20 not assessed

The complete result group stays with its claim. Assessed rows come first; their judgments do not replace the whole-claim conclusion. Expand a row for conditions, sources, and evidence history.

Each row is a measurement with its reported value, latest available observation, and cumulative evidence state.
Metric and conditions	Reported	Latest observation	Evidence judgment
model: SPG · dataset: MATH-500	-2.2864 ELBO units	—	Not assessed
model: SPG · dataset: MATH-500	0.947 ELBO units	—	Not assessed
model: SPG+IM · dataset: MATH-500	-2.2146 ELBO units	—	Not assessed
model: SPG+IM · dataset: MATH-500	0.9085 ELBO units	—	Not assessed
model: GDPO · dataset: MATH-500	-2.1095 ELBO units	—	Not assessed
model: GDPO · dataset: MATH-500	1.1245 ELBO units	—	Not assessed
model: GDPO+IM · dataset: MATH-500	-2.0731 ELBO units	—	Not assessed
model: GDPO+IM · dataset: MATH-500	0.9236 ELBO units	—	Not assessed
model: SPG · dataset: Countdown	-1.8889 ELBO units	—	Not assessed
model: SPG · dataset: Countdown	1.3627 ELBO units	—	Not assessed
model: SPG+IM · dataset: Countdown	-1.6249 ELBO units	—	Not assessed
model: SPG+IM · dataset: Countdown	1.0596 ELBO units	—	Not assessed

Across MATH-500 and Countdown for SPG and GDPO, IM produces a higher (less negative) mean sample-level ELBO and a lower average within-batch standard deviation. The reported mean-ELBO lift is larger on Countdown than on MATH-500 for both frameworks.

Reported and observed measurements

Assessments (0)

Runs (0)

Measurement results