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Language models struggle with compartmentalization

cs.CL · 2026-05-19 · unverdicted · novelty 5.0

LLMs exhibit compartmentalization by learning separate internal representations for equivalent concepts presented differently, which reduces sample efficiency and resists unification even with synthetic parallel data.

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  • Language models struggle with compartmentalization cs.CL · 2026-05-19 · unverdicted · none · ref 8

    LLMs exhibit compartmentalization by learning separate internal representations for equivalent concepts presented differently, which reduces sample efficiency and resists unification even with synthetic parallel data.