The gap between ASPIRE and synchronized ASPIRE-Fixed was small on short-context tasks but grew with context length. On Qwen3-8B, their speedups were 1.81× versus 1.73× at 16k–18k, 2.30× versus 1.98× at 30k–40k, and 2.75× versus 2.22× at 80k–100k; on DS-Llama-8B they were 2.49× versus 2.12× and 2.66× versus 2.21× on the two LongBench-v2 ranges.

The gap between ASPIRE and synchronized ASPIRE-Fixed was small on short-context tasks but grew with context length. On Qwen3-8B, their speedups were 1.81× versus 1.73× at 16k–18k, 2.30× versus 1.98× at 30k–40k, and 2.75× versus 2.22× at 80k–100k; on DS-Llama-8B they were 2.49× versus 2.12× and 2.66× versus 2.21× on the two LongBench-v2 ranges. · CiteArk

Measurement results

0/10 assessed

0 supported0 disputed or conflicting10 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: Qwen3-8B · method: ASPIRE · dataset: LB[16k-18k]	1.81 × AutoRegressive	—	Not assessed
model: Qwen3-8B · method: ASPIRE-Fixed · dataset: LB[16k-18k]	1.73 × AutoRegressive	—	Not assessed
model: Qwen3-8B · method: ASPIRE · dataset: LB-v2[30k-40k]	2.3 × AutoRegressive	—	Not assessed
model: Qwen3-8B · method: ASPIRE-Fixed · dataset: LB-v2[30k-40k]	1.98 × AutoRegressive	—	Not assessed
model: Qwen3-8B · method: ASPIRE · dataset: LB-v2[80k-100k]	2.75 × AutoRegressive	—	Not assessed
model: Qwen3-8B · method: ASPIRE-Fixed · dataset: LB-v2[80k-100k]	2.22 × AutoRegressive	—	Not assessed
model: DS-Llama-8B · method: ASPIRE · dataset: LB-v2[30k-40k]	2.49 × AutoRegressive	—	Not assessed
model: DS-Llama-8B · method: ASPIRE-Fixed · dataset: LB-v2[30k-40k]	2.12 × AutoRegressive	—	Not assessed
model: DS-Llama-8B · method: ASPIRE · dataset: LB-v2[80k-100k]	2.66 × AutoRegressive	—	Not assessed
model: DS-Llama-8B · method: ASPIRE-Fixed · dataset: LB-v2[80k-100k]	2.21 × AutoRegressive	—	Not assessed

Reported and observed measurements

Assessments (0)

Runs (0)

Measurement results