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Source arXiv Machine Learning export.arxiv.org Analyst
July 2, 2026 ai_technology research

Representation as a Bottleneck for Mechanistic Interpretability: The Manifestation Unit Protocol

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Summary

arXiv:2607.00089v1 Announce Type: new Abstract: Mechanistic interpretability has produced a rich inventory of component-level analyses that characterise what neural-network components encode and how they interact. Their outputs, however, are not easily reusable: selectivity tables, circuit diagrams, and feature lists remain locked in per-study notebooks - non-composable, not queryable in natural language, and not directly actionable for downstream audit or intervention. We study the representati

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