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cs.CL2025
Drop Dropout on Single-Epoch Language Model Pretraining
Houjun Liu, John Bauer, Christopher D. Manning
Originally, dropout was seen as a breakthrough regularization technique that reduced overfitting and improved performance in almost all applications of deep learning by reducing ov…
cs.CL2024
Plan of Thoughts: Heuristic-Guided Problem Solving with Large Language Models
Houjun Liu
While language models (LMs) offer significant capability in zero-shot reasoning tasks across a wide range of domains, they do not perform satisfactorily in problems which requires…