arxivcs.CLcs.AI2026-07-07
When Should LLMs Search? Counterfactual Supervision for Search Routing
Search-augmented language models can use external evidence to compensate for limitations in parametric knowledge, but search is not uniformly beneficial: models may call search for questions they can already answer, or rely on noisy evidence when correction, clarification, or abs…