On tau-Bench Retail with Qwen3-14B, trigger policies yield task rewards of 0.286 (Never-think), 0.361 (Warm-up), 0.307 (Always-think), 0.393 (Variance slope beta_t > tau_beta), 0.397 (Temporal curvature kappa_t < -0.20), and 0.398 (Learned-HST), with mean token costs in thousands of 112.6, 111.1, 113.1, 104.3, 101.0, and 104.4 respectively.

On tau-Bench Retail with Qwen3-14B, trigger policies yield task rewards of 0.286 (Never-think), 0.361 (Warm-up), 0.307 (Always-think), 0.393 (Variance slope beta_t > tau_beta), 0.397 (Temporal curvature kappa_t < -0.20), and 0.398 (Learned-HST), with mean token costs in thousands of 112.6, 111.1, 113.1, 104.3, 101.0, and 104.4 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: Retail · policy: Never-think	0.286 fraction	—	Not assessed
model: Qwen3-14B · domain: Retail · policy: Warm-up	0.361 fraction	—	Not assessed
model: Qwen3-14B · domain: Retail · policy: Always-think	0.307 fraction	—	Not assessed
model: Qwen3-14B · domain: Retail · policy: Variance-slope	0.393 fraction	—	Not assessed
model: Qwen3-14B · domain: Retail · policy: Temporal-curvature · threshold: -0.2	0.397 fraction	—	Not assessed
model: Qwen3-14B · domain: Retail · policy: Learned-HST	0.398 fraction	—	Not assessed
model: Qwen3-14B · domain: Retail · policy: Never-think	112.6 thousands_tokens	—	Not assessed
model: Qwen3-14B · domain: Retail · policy: Warm-up	111.1 thousands_tokens	—	Not assessed
model: Qwen3-14B · domain: Retail · policy: Always-think	113.1 thousands_tokens	—	Not assessed
model: Qwen3-14B · domain: Retail · policy: Variance-slope	104.3 thousands_tokens	—	Not assessed
model: Qwen3-14B · domain: Retail · policy: Temporal-curvature · threshold: -0.2	101 thousands_tokens	—	Not assessed
model: Qwen3-14B · domain: Retail · policy: Learned-HST	104.4 thousands_tokens	—	Not assessed

Reported and observed measurements

Assessments (0)

Runs (0)

Measurement results