Llm, Gpt 4, Artificial Intelligence, Deep Learning, Mathematics.
building interpretable models. For character-level models, which might have a more extensive vocabulary and more parameters, the L1​ regularization can be particularly effective in pushing many of these parameters towards zero, leading to a sparse representation. This can be especially beneficial