AI

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

Researchers propose a round-trip test to measure how much tree-structured information survives conversion into language-model text and back. Their study uses procedurally generated arithmetic expressions to examine this loss in structured content.

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  1. Apple Machine Learning Research

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

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