Junjie Nian

Routing-guided exploration boosts software fix resolution rates by nearly 8%, outperforming traditional sampling methods without needing explicit answer forms.

Identical token IDs in sparse MoE models can lead to different expert outputs, revealing a nuanced structure that enhances reasoning control through innovative routing techniques.