Deep Papers

Arize AI
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Feb 13, 2023 • 42min

Hungry Hungry Hippos - H3

Deep Papers is a podcast series featuring deep dives on today’s seminal AI papers and research. Hosted by AI Pub creator Brian Burns and Arize AI founders Jason Lopatecki and Aparna Dhinakaran, each episode profiles the people and techniques behind cutting-edge breakthroughs in machine learning. In this episode, we interview Dan Fu and Tri Dao, inventors of "Hungry Hungry Hippos" (aka "H3"). This language modeling architecture performs comparably to transformers, while admitting much longer context length: n log(n) rather than n^2 context scaling, for those technically inclined. Listen to learn about the major ideas and history behind H3, state space models, what makes them special, what products can be built with long-context language models, and hints of Dan and Tri's future (unpublished) research.Learn more about AI observability and evaluation, join the Arize AI Slack community or get the latest on LinkedIn and X.
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14 snips
Jan 18, 2023 • 48min

ChatGPT and InstructGPT: Aligning Language Models to Human Intention

Deep Papers is a podcast series featuring deep dives on today’s seminal AI papers and research. Hosted by AI Pub creator Brian Burns and Arize AI founders Jason Lopatecki and Aparna Dhinakaran, each episode profiles the people and techniques behind cutting-edge breakthroughs in machine learning. In this first episode, we’re joined by Long Ouyang and Ryan Lowe, research scientists at OpenAI and creators of InstructGPT. InstructGPT was one of the first major applications of Reinforcement Learning with Human Feedback to train large language models, and is the precursor to the now-famous ChatGPT. Listen to learn about the major ideas behind InstructGPT and the future of aligning language models to human intention.Read OpenAI's InstructGPT paper here: https://openai.com/blog/instruction-following/Learn more about AI observability and evaluation, join the Arize AI Slack community or get the latest on LinkedIn and X.

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