On MATH-500, adding IM improves or preserves every ESPO, GDPO, and SPG accuracy cell across generation lengths 128, 256, and 512. The largest printed relative gain is 6.10% for SPG+IM at length 512, where accuracy reaches 45.2%.

On MATH-500, adding IM improves or preserves every ESPO, GDPO, and SPG accuracy cell across generation lengths 128, 256, and 512. The largest printed relative gain is 6.10% for SPG+IM at length 512, where accuracy reaches 45.2%. · CiteArk

Measurement results

0/36 assessed

0 supported0 disputed or conflicting36 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: LLaDA-8B-Instruct · dataset: MATH-500 · generationLengthTokens: 128	26%	—	Not assessed
model: LLaDA-8B-Instruct · dataset: MATH-500 · generationLengthTokens: 256	32.4%	—	Not assessed
model: LLaDA-8B-Instruct · dataset: MATH-500 · generationLengthTokens: 512	36.2%	—	Not assessed
model: D1 · dataset: MATH-500 · generationLengthTokens: 128	31.4%	—	Not assessed
model: D1 · dataset: MATH-500 · generationLengthTokens: 256	36%	—	Not assessed
model: D1 · dataset: MATH-500 · generationLengthTokens: 512	39.4%	—	Not assessed
model: WD1 · dataset: MATH-500 · generationLengthTokens: 128	31%	—	Not assessed
model: WD1 · dataset: MATH-500 · generationLengthTokens: 256	34.4%	—	Not assessed
model: WD1 · dataset: MATH-500 · generationLengthTokens: 512	39%	—	Not assessed
model: ESPO · dataset: MATH-500 · generationLengthTokens: 128	35.2%	—	Not assessed
model: ESPO · dataset: MATH-500 · generationLengthTokens: 256	37.8%	—	Not assessed
model: ESPO · dataset: MATH-500 · generationLengthTokens: 512	37.6%	—	Not assessed

On MATH-500, adding IM improves or preserves every ESPO, GDPO, and SPG accuracy cell across generation lengths 128, 256, and 512. The largest printed relative gain is 6.10% for SPG+IM at length 512, where accuracy reaches 45.2%.

Reported and observed measurements

Assessments (0)

Runs (0)

Measurement results