Just my opinion:
The real reason PPO can handle long-horizon tasks?
The Value Model for multi-step task.
Honestly, it just shifts the training difficulty from GRPO’s GRM onto the Value Model.
I mean, the problem isn’t solved — it’s just been relocated.
The core question remains:
How do you get stable process supervision in long-horizon tasks? That’s the real bottleneck.