Across all six model/workload combinations, draft acceptance was worst at layer 0, rose sharply, stayed relatively high through interior positions, and fell at the final layer. The penultimate layer was selected as a common untuned setting.

Reported and observed measurements

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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: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: AIME25 · fixedDraftLength: 5 · refreshLayerPosition: 0	61.4%	—	Not assessed
model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: AIME25 · fixedDraftLength: 5 · refreshLayerPosition: N/4	82.1%	—	Not assessed
model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: AIME25 · fixedDraftLength: 5 · refreshLayerPosition: N/2	84.9%	—	Not assessed
model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: AIME25 · fixedDraftLength: 5 · refreshLayerPosition: 3N/4	87.5%	—	Not assessed
model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: AIME25 · fixedDraftLength: 5 · refreshLayerPosition: N-2	85.6%	—	Not assessed
model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: AIME25 · fixedDraftLength: 5 · refreshLayerPosition: N-1	82.6%	—	Not assessed
model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: LB[16k-18k] · fixedDraftLength: 5 · refreshLayerPosition: 0	47.8%	—	Not assessed
model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: LB[16k-18k] · fixedDraftLength: 5 · refreshLayerPosition: N/4	81.5%	—	Not assessed
model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: LB[16k-18k] · fixedDraftLength: 5 · refreshLayerPosition: N/2	92.7%	—	Not assessed
model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: LB[16k-18k] · fixedDraftLength: 5 · refreshLayerPosition: 3N/4	94.7%	—	Not assessed
model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: LB[16k-18k] · fixedDraftLength: 5 · refreshLayerPosition: N-2	93.4%	—	Not assessed
model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: LB[16k-18k] · fixedDraftLength: 5 · refreshLayerPosition: N-1	76.8%	—	Not assessed

Metric and conditions

Reported

Latest observation

Evidence judgment

model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: AIME25 · fixedDraftLength: 5 · refreshLayerPosition: 0

61.4%

—

Not assessed

model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: AIME25 · fixedDraftLength: 5 · refreshLayerPosition: N/4

82.1%

—

Not assessed

model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: AIME25 · fixedDraftLength: 5 · refreshLayerPosition: N/2

84.9%

—

Not assessed

model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: AIME25 · fixedDraftLength: 5 · refreshLayerPosition: 3N/4

87.5%

—

Not assessed

model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: AIME25 · fixedDraftLength: 5 · refreshLayerPosition: N-2

85.6%

—

Not assessed

model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: AIME25 · fixedDraftLength: 5 · refreshLayerPosition: N-1

82.6%

—

Not assessed

model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: LB[16k-18k] · fixedDraftLength: 5 · refreshLayerPosition: 0

47.8%

—

Not assessed

model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: LB[16k-18k] · fixedDraftLength: 5 · refreshLayerPosition: N/4

81.5%

—

Not assessed

model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: LB[16k-18k] · fixedDraftLength: 5 · refreshLayerPosition: N/2

92.7%

—

Not assessed

model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: LB[16k-18k] · fixedDraftLength: 5 · refreshLayerPosition: 3N/4

94.7%

—

Not assessed

model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: LB[16k-18k] · fixedDraftLength: 5 · refreshLayerPosition: N-2

93.4%

—

Not assessed

model: Qwen3-1.7B (N=28) · method: ASPIRE-Fixed · dataset: LB[16k-18k] · fixedDraftLength: 5 · refreshLayerPosition: N-1

76.8%

—

Not assessed

Reported and observed measurements

Assessments (0)

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Measurement results