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2026-09-29
machinelearning.apple.com
large-language-models
The Communication Bottleneck: A Round-Trip Study of Tree-Structured Expression Serialization in Language Models
A round-trip study of sixteen language models found that serializing tree-structured arithmetic expressions into natural language is a lossy, asymmetric channel, with swapping the generating and extra…