Tag
Proposes a Proactive Thinking framework that allows LLMs to pre-compute response elements during conversational pauses, improving interaction efficiency without sacrificing quality. Introduces a training-free baseline that speculatively anticipates future states, evaluated on time-aware benchmarks.