Prof. Randall Balestriero - LLMs without pretraining and SSL

Machine Learning Street Talk (MLST)
23 April 2025 34 min
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Episode Description
Randall Balestriero joins the show to discuss some counterintuitive findings in AI. He shares research showing that huge language models, even when started from scratch (randomly initialized) without massive pre-training, can learn specific tasks like sentiment analysis surprisingly well, train stably, and avoid severe overfitting, sometimes matching the performance of costly pre-trained models. This raises questions about when giant pre-training efforts are truly worth it.He also talks about ho

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