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Aishwarya Lonarkar

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#artificial intelligence Preprint Oct 2026

Memory Canonicalization: A Framework and Benchmark for Cross-Model Drift in Persistent LLM Memory

A write-time pipeline that detects ambiguity, conditional structure, and emotional loading in a raw memory object and rewrites it into an explicit, structurally disambiguated canonical form, with emotional valence represented as a separate field rather than inferred from tone is proposed.

Amit Vadnere, Aishwarya Lonarkar · 0 citations

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