II · Tool planning
Notices when a task is impossible
Gemma 4 31B QAT
Finding:DEGRADES· grade B(research conclusion)
Declines 18 of 22 impossible tasks; writes a plan for the other 4
Pass rate
82%
Why it slips
The model writes a plan for an impossible goal instead of declining.
in 100% of failures (4 failures)
Example failure
Trial result: FAIL (one model answer)
FAILfabricated_plan_on_unsolvable:2
[ { "tool": "advance_0", "args": { "service": "svc_0" } }, { "tool": "advance_1", "args": { "service": "svc_0" } } ]Evidence
- Ground truthDeterministic simulation: the right answer is computed, not judged
- StatisticsWilson 95% interval 62%–93%
- Sample size22 scored trials in total
- Fresh-seed confirmationNot run yet
- ReplicationNot run yet
Raw evidence