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Explore how to transfer advanced reasoning capabilities to smaller language models through a 30-minute tutorial examining two groundbreaking research papers on AI reasoning and strategic thinking. Dive into the ASTRO methodology from Meta AI and University of Washington researchers, which teaches language models to reason through reflection and backtracking in-context, addressing the challenge of whether AI reasoning gets lost during model transfer and distillation processes. Analyze the second study from KAIST, KRAFTON, and UC Berkeley that investigates whether large language models can develop strategic reasoning capabilities through post-training insights gained from learning chess. Learn practical techniques for implementing search-based reasoning transfer, understand the implications of model size reduction on cognitive capabilities, and discover how chess serves as a testing ground for evaluating strategic AI reasoning development in language models.
Syllabus
Transfer Reasoning to Llama 3.1 (Chess AI)
Taught by
Discover AI