II · Tool planning
Plans long tool sequences (clear tool names)
Gemma 4 31B QAT
Finding:HOLDS· grade A(research conclusion)
Holds through 12-call plans: 53/53 pass across every tested level
Held through 12-call plans
Pass rate by level
Dashed lines: a level at or below 30% pass counts toward BREAKS, at or below 75% toward DEGRADES. Labels above points: passed/scored.
| Level | Passed | Pass rate | Note |
|---|---|---|---|
| 7-call plans | 14/14 | 100% | |
| 9-call plans | 13/13 | 100% | |
| 11-call plans | 13/13 | 100% | |
| 12-call plans | 13/13 | 100% |
What the few failures have in common
No failures recorded in the trials behind this row.
Evidence
- Ground truthDeterministic simulation: the right answer is computed, not judged
- StatisticsWilson 95% interval 93%–100%
- Sample size53 scored trials in total
- Fresh-seed confirmationNot run yet
- ReplicationNot run yet
Raw evidence
- Runs behind this row
- Every tool-planning trial for this model →