On tau-Bench Airline with Qwen3-14B, trigger policies yield task rewards of 0.196 (Never-think), 0.348 (Warm-up), 0.356 (Always-think), 0.392 (Variance slope beta_t > tau_beta), 0.384 (Temporal curvature kappa_t < -0.15), and 0.420 (Learned-HST), with mean token costs in thousands of 82.5, 87.1, 83.5, 83.3, 78.9, and 85.0 respectively.

On tau-Bench Airline with Qwen3-14B, trigger policies yield task rewards of 0.196 (Never-think), 0.348 (Warm-up), 0.356 (Always-think), 0.392 (Variance slope beta_t > tau_beta), 0.384 (Temporal curvature kappa_t < -0.15), and 0.420 (Learned-HST), with mean token costs in thousands of 82.5, 87.1, 83.5, 83.3, 78.9, and 85.0 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: Qwen3-14B · domain: Airline · policy: Never-think	0.196 fraction	—	Not assessed
model: Qwen3-14B · domain: Airline · policy: Warm-up	0.348 fraction	—	Not assessed
model: Qwen3-14B · domain: Airline · policy: Always-think	0.356 fraction	—	Not assessed
model: Qwen3-14B · domain: Airline · policy: Variance-slope	0.392 fraction	—	Not assessed
model: Qwen3-14B · domain: Airline · policy: Temporal-curvature · threshold: -0.15	0.384 fraction	—	Not assessed
model: Qwen3-14B · domain: Airline · policy: Learned-HST	0.42 fraction	—	Not assessed
model: Qwen3-14B · domain: Airline · policy: Never-think	82.5 thousands_tokens	—	Not assessed
model: Qwen3-14B · domain: Airline · policy: Warm-up	87.1 thousands_tokens	—	Not assessed
model: Qwen3-14B · domain: Airline · policy: Always-think	83.5 thousands_tokens	—	Not assessed
model: Qwen3-14B · domain: Airline · policy: Variance-slope	83.3 thousands_tokens	—	Not assessed
model: Qwen3-14B · domain: Airline · policy: Temporal-curvature · threshold: -0.15	78.9 thousands_tokens	—	Not assessed
model: Qwen3-14B · domain: Airline · policy: Learned-HST	85 thousands_tokens	—	Not assessed

Reported and observed measurements

Assessments (0)

Runs (0)

Measurement results