Author

Tyler A. Chang

UC San Diego

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#natural language process... Preprint Sep 2026

Target-Language Generation in Multilingual Models: Activation Steering and Optimal Control

Ensuring that multilingual language models generate coherent text in a specific target language is a major issue in multilingual language modeling. We develop an optimal control method for target-language text generation as well as a framework for evaluating the quality of generated text in terms of language adherence,...

James A. Michaelov, Carmen Amo Alonso, Tyler A. Chang et al. · 0 citations

Review Open access Jul 2026

Large Language Models as Distributional Baselines for Language Tasks

The central contributions of this paper articulate the conditions under which distributional predictability threatens the internal validity of an experiment and provide concrete recommendations for how to control for this potential confound.

Sean Trott, James A. Michaelov, Cameron R. Jones et al. · Open Mind · 0 citations