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cs.LG2026
Omitted Variable Bias in Language Models Under Distribution Shift
Victoria Lin, Louis-Philippe Morency, Eli Ben-Michael
Despite their impressive performance on a wide variety of tasks, modern language models remain susceptible to distribution shifts, exhibiting brittle behavior when evaluated on dat…
cs.LG2024
Optimizing Language Models for Human Preferences is a Causal Inference Problem
Victoria Lin, Eli Ben-Michael, Louis-Philippe Morency
As large language models (LLMs) see greater use in academic and commercial settings, there is increasing interest in methods that allow language models to generate texts aligned wi…