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DTSTART:20230101T000000
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DTSTART;TZID=UTC:20231019T160000
DTEND;TZID=UTC:20231019T170000
DTSTAMP:20260405T104040
CREATED:20231016T160040Z
LAST-MODIFIED:20231016T160040Z
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SUMMARY:Speaker: Joshua Batson (Anthropic AI) - Title: More is Different: Generalization in Large (Language) Models
DESCRIPTION:Research Progress Meeting \nDate: October 19\, 2023 \nTime: 4:00- 5:00 pm \nLocation: Sessler Conference Room- 50A-5132 [In-Person and HYBRID]  \nSpeaker: Joshua Batson (Anthropic AI) \nTitle: More is Different: Generalization in Large (Language) Models\n \nAbstract: Specialized machine learning models have been successfully applied in science and industry for decades. In recent years\, a new paradigm has emerged: very large models trained on highly diverse training data have demonstrated remarkable capabilities across hundreds of tasks. Many billions of dollars have since been invested in training and deploying such models. In this talk\, I will review some of these developments with a focus on the phenomenon of generalization: as models scale\, what changes? What do we know about the internal functioning of these models and how that emerges during training? What does this portend for the future? I will finally speculate\, with audience participation\, on three potential relationships with physics: the ‘physics’ of model training\, the use of models as scientific assistants\, and the direct use of models to study physical phenomena. \nJoin Zoom Meeting\nhttps://lbnl.zoom.us/j/98854322464?pwd=K2tKUm1VZjRlV1J5RHE3cXdHQzRxdz09\n\nMeeting ID: 988 5432 2464\n\nPasscode: 142239
URL:https://rpm.physics.lbl.gov/event/speaker-joshua-batson-anthropic-ai-title-more-is-different-generalization-in-large-language-models/
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