R0
R1
R2
R3
0
100
200
300
400
Re-encoded tokens per model turn
A Mean generation length by page phase
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Protocol repair
R0
R1
R2
R3
0
100
200
300
400
500
600
700
800
Re-encoded tokens per model turn
B 90th percentile generation length
Turn-weighted distributions among scored training episodes; phase is the state before the action.