AI Frontier Lectures

Apr 6, 2025 · Artificial Intelligence

Can Multi‑Round Thinking Boost LLM Accuracy Without Extra Training?

A new study from the a‑m‑team introduces “Think Twice”, a test‑time multi‑round reasoning technique that, without additional training or model changes, repeatedly prompts large language models to self‑correct, yielding notable accuracy gains across benchmarks such as AIME, MATH‑500, GPQA‑Diamond and LiveCodeBench, while also producing shorter, more confident answers.