CounterRoute: Self-Routed Reasoning via Hierarchical Counterfactual Credit Assignment.

arXiv:2609.29109v2 Announce Type: replace Abstract: Reasoning-capable language models often produce long chains of thought when direct answers suffice, wasting inference compute. Dual-mode models offer both thinking and direct-answer modes, but typically leave