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Apple Machine Learning ResearchResearch

The Communication Bottleneck: A Round-Trip Study of Tree-Structured Expression Serialization in Language Models

September 29

When language models reason in chain-of-thought or exchange free-text intermediates, they serialize structured information into natural language.

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