Tülu 3 from AI2: Full open-source fine-tuning recipe for LLMs

Julia Turc February 23, 2025
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Julia Turc

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AI explainer videos from a former Google Research engineer, now startup founder. Expect American optimism with a solid dose of Eastern European cynicism. Find (free) supplemental materials (slide decks, paper reading lists, Colab notebooks) on Patreon 👉 https://www.patreon.com/c/JuliaTurc

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