Over five matched evaluation rounds, SkillSonar reduces ASR across all individual risk families, achieving reductions of 50.0 pp on Resource & Reliability, 42.9 pp on Execution Safety, 35.3 pp on Specification Integrity, 18.3 pp on Operational Side Effects, 61.5 pp on Privacy & Data Flow (OOD), and 44.8 pp on Capability Control (OOD).

Over five matched evaluation rounds, SkillSonar reduces ASR across all individual risk families, achieving reductions of 50.0 pp on Resource & Reliability, 42.9 pp on Execution Safety, 35.3 pp on Specification Integrity, 18.3 pp on Operational Side Effects, 61.5 pp on Privacy & Data Flow (OOD), and 44.8 pp on Capability Control (OOD). · 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
split: id_test · defense: No Guard · risk_family: Resource & Reliability	61.3 percentage_points	—	Not assessed
split: id_test · defense: SkillSonar · risk_family: Resource & Reliability	11.3 percentage_points	—	Not assessed
split: id_test · risk_family: Resource & Reliability	50 percentage_points	—	Not assessed
split: id_test · defense: No Guard · risk_family: Execution Safety	48.6 percentage_points	—	Not assessed
split: id_test · defense: SkillSonar · risk_family: Execution Safety	5.7 percentage_points	—	Not assessed
split: id_test · risk_family: Execution Safety	42.9 percentage_points	—	Not assessed
split: id_test · defense: No Guard · risk_family: Specification Integrity	41.2 percentage_points	—	Not assessed
split: id_test · defense: SkillSonar · risk_family: Specification Integrity	5.9 percentage_points	—	Not assessed
split: id_test · risk_family: Specification Integrity	35.3 percentage_points	—	Not assessed
split: id_test · defense: No Guard · risk_family: Operational Side Effects	36.7 percentage_points	—	Not assessed
split: id_test · defense: SkillSonar · risk_family: Operational Side Effects	18.3 percentage_points	—	Not assessed
split: id_test · risk_family: Operational Side Effects	18.3 percentage_points	—	Not assessed

Reported and observed measurements

Assessments (0)

Runs (0)

Measurement results