Selection-Based Structured Reasoning: Toward Efficient Multimodal Search Agents.

arXiv:2610.01892v2 Announce Type: replace-cross Abstract: Multimodal agents commonly generate free-form reasoning before each action. For small models, limited model capacity can result in lengthy reasoning that provides little useful guidance for action gener