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cs.LG2025
Understanding the Staged Dynamics of Transformers in Learning Latent Structure
Rohan Saha, Farzane Aminmansour, Alona Fyshe
Language modeling has shown us that transformers can discover latent structure from context, but the dynamics of how they acquire different components of that structure remain poor…
cs.LG2025
Offline Preference Optimization via Maximum Marginal Likelihood Estimation
Saeed Najafi, Alona Fyshe
Aligning Large Language Models (LLMs) with human preferences is crucial, but standard methods like Reinforcement Learning from Human Feedback (RLHF) are often complex and unstable.…