One Task, Many Interfaces: Simple Cross-Interface Consistency Training Improves LLM Agent Robustness.

arXiv:2610.20576v1 Announce Type: cross Abstract: Post-training binds the competence of an LLM agent to the interface it was trained on. Semantics-preserving perturbations of that interface, such as renaming an action or changing the notation, leave the underl