On tau-Bench Retail with Qwen3-32B, trigger policies yield task rewards of 0.347 (Never-think), 0.405 (Warm-up), 0.384 (Always-think), 0.412 (Variance slope beta_t > tau_beta), 0.442 (Temporal curvature kappa_t < -0.15), and 0.405 (Learned-HST), with mean token costs in thousands of 125.7, 107.1, 119.3, 105.1, 104.6, and 108.5 respectively.

On tau-Bench Retail with Qwen3-32B, trigger policies yield task rewards of 0.347 (Never-think), 0.405 (Warm-up), 0.384 (Always-think), 0.412 (Variance slope beta_t > tau_beta), 0.442 (Temporal curvature kappa_t < -0.15), and 0.405 (Learned-HST), with mean token costs in thousands of 125.7, 107.1, 119.3, 105.1, 104.6, and 108.5 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: Retail · policy: Never-think	0.347 fraction	—	Not assessed
model: Qwen3-32B · domain: Retail · policy: Warm-up	0.405 fraction	—	Not assessed
model: Qwen3-32B · domain: Retail · policy: Always-think	0.384 fraction	—	Not assessed
model: Qwen3-32B · domain: Retail · policy: Variance-slope	0.412 fraction	—	Not assessed
model: Qwen3-32B · domain: Retail · policy: Temporal-curvature · threshold: -0.15	0.442 fraction	—	Not assessed
model: Qwen3-32B · domain: Retail · policy: Learned-HST	0.405 fraction	—	Not assessed
model: Qwen3-32B · domain: Retail · policy: Never-think	125.7 thousands_tokens	—	Not assessed
model: Qwen3-32B · domain: Retail · policy: Warm-up	107.1 thousands_tokens	—	Not assessed
model: Qwen3-32B · domain: Retail · policy: Always-think	119.3 thousands_tokens	—	Not assessed
model: Qwen3-32B · domain: Retail · policy: Variance-slope	105.1 thousands_tokens	—	Not assessed
model: Qwen3-32B · domain: Retail · policy: Temporal-curvature · threshold: -0.15	104.6 thousands_tokens	—	Not assessed
model: Qwen3-32B · domain: Retail · policy: Learned-HST	108.5 thousands_tokens	—	Not assessed

Reported and observed measurements

Assessments (0)

Runs (0)

Measurement results