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cs.CL2024
Transformer Layers as Painters
Qi Sun, Marc Pickett, Aakash Kumar Nain +1
Despite their nearly universal adoption for large language models, the internal workings of transformers are not well understood. We aim to better understand the impact of removing…
cs.CL2023★ 5 cited
The Costly Dilemma: Generalization, Evaluation and Cost-Optimal Deployment of Large Language Models
Abi Aryan, Aakash Kumar Nain, Andrew McMahon +2
When deploying machine learning models in production for any product/application, there are three properties that are commonly desired. First, the models should be generalizable, i…