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Foundation Models framework

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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…

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Xavier Suau 1 Alex Ferrando de las Morenas 1 Luca Zappella 1 Samy Bengio 1 Gemini-3.1-Pro 1 Apple Intelligence 1 Semgrep 1

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large language models 1 natural language processing 1 ai research 1 machine learning 1