On tau-Bench Airline with Qwen3-32B, trigger policies yield task rewards of 0.136 (Never-think), 0.280 (Warm-up), 0.364 (Always-think), 0.328 (Variance slope beta_t > tau_beta), 0.352 (Temporal curvature kappa_t < -0.10), and 0.364 (Learned-HST), with mean token costs in thousands of 98.2, 92.6, 100.6, 86.3, 83.0, and 87.5 respectively.

On tau-Bench Airline with Qwen3-32B, trigger policies yield task rewards of 0.136 (Never-think), 0.280 (Warm-up), 0.364 (Always-think), 0.328 (Variance slope beta_t > tau_beta), 0.352 (Temporal curvature kappa_t < -0.10), and 0.364 (Learned-HST), with mean token costs in thousands of 98.2, 92.6, 100.6, 86.3, 83.0, and 87.5 respectively. · CiteArk

Measurement results

0/18 assessed

0 supported0 disputed or conflicting18 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: Qwen3-32B · domain: Airline · policy: Never-think	0.136 fraction	—	Not assessed
model: Qwen3-32B · domain: Airline · policy: Warm-up	0.28 fraction	—	Not assessed
model: Qwen3-32B · domain: Airline · policy: Always-think	0.364 fraction	—	Not assessed
model: Qwen3-32B · domain: Airline · policy: Variance-slope	0.328 fraction	—	Not assessed
model: Qwen3-32B · domain: Airline · policy: Temporal-curvature · threshold: -0.1	0.352 fraction	—	Not assessed
model: Qwen3-32B · domain: Airline · policy: Learned-HST	0.364 fraction	—	Not assessed
model: Qwen3-32B · domain: Airline · policy: Never-think	98.2 thousands_tokens	—	Not assessed
model: Qwen3-32B · domain: Airline · policy: Warm-up	92.6 thousands_tokens	—	Not assessed
model: Qwen3-32B · domain: Airline · policy: Always-think	100.6 thousands_tokens	—	Not assessed
model: Qwen3-32B · domain: Airline · policy: Variance-slope	86.3 thousands_tokens	—	Not assessed
model: Qwen3-32B · domain: Airline · policy: Temporal-curvature · threshold: -0.1	83 thousands_tokens	—	Not assessed
model: Qwen3-32B · domain: Airline · policy: Learned-HST	87.5 thousands_tokens	—	Not assessed

Reported and observed measurements

Assessments (0)

Runs (0)

Measurement results