Selection-Based Structured Reasoning: Toward Efficient Multimodal Search Agents

Selection-Based Structured Reasoning (SSR) is a framework that reformulates reasoning as selection from pre-specified natural-language candidates, achieving over 90% reduction in per-turn reasoning latency and 28–54% reduction in total inference latency on multimodal search benchmarks.