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cs.CL2026
Language Model Inversion through End-to-End Differentiation
Kevin Yandoka Denamganaï, Kartic Subr
Despite emerging research on Language Models (LM), few approaches analyse the invertibility of LMs. That is, given a LM and a desirable target output sequence of tokens, determinin…
cs.CL2023
SimLM: Can Language Models Infer Parameters of Physical Systems?
Sean Memery, Mirella Lapata, Kartic Subr
Several machine learning methods aim to learn or reason about complex physical systems. A common first-step towards reasoning is to infer system parameters from observations of its…