Data to …… trials
II · Tool planning

Plans long tool sequences (clear tool names)

Nemotron 3 Nano 30B

Finding:HOLDS· grade B(research conclusion)

Holds through 13-call plans: 46/49 pass across every tested level

Held through 13-call plans

Pass rate by level5 levels tested
Pass rate by level for Plans long tool sequences (clear tool names)0%30%50%75%100%7-call plans7-call plans: 12/14 pass (86%)12/149-call plans9-call plans: 6/7 pass (86%)6/711-call plans11-call plans: 7/7 pass (100%)7/712-call plans12-call plans: 7/7 pass (100%)7/713-call plans13-call plans: 14/14 pass (100%)14/14

Dashed lines: a level at or below 30% pass counts toward BREAKS, at or below 75% toward DEGRADES. Labels above points: passed/scored.

LevelPassedPass rateNote
7-call plans12/1486%
9-call plans6/786%
11-call plans7/7100%
12-call plans7/7100%
13-call plans14/14100%
What the few failures have in common

The model passes the wrong entity to a tool.

in 67% of failures (3 failures)

Evidencewhat this finding rests on
  • Ground truthDeterministic simulation: the right answer is computed, not judged
  • StatisticsWilson 95% interval 84%–98%Grade B: moderate evidence
  • Sample size49 scored trials in total
  • Fresh-seed confirmationNot run yet
  • ReplicationNot run yet
Raw evidenceruns and trials

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