Dec 17, 2023 · We develop a mathematical framework for analyzing Transformers based on their interpretation as interacting particle systems, which reveals that ...
Transformers play a central role in the inner workings of large language models. We develop a mathematical framework for analyzing Trans- formers based on their ...
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We develop a mathematical framework for analyzing Transformers based on their interpretation as interacting particle systems, which reveals that clusters emerge ...
We develop a mathematical framework for analyzing Transformers based on their interpretation as interacting particle systems, which reveals that clusters emerge ...
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Dec 17, 2023 · This study develops a mathematical framework for analyzing Transformers based on their interpretation as interacting particle systems.
Would this kind of understanding aid in extracting 'skills' from an LLM by identifying the relevant topology and isolating that part?
Duration: 21:02
Posted: Jan 16, 2024
Posted: Jan 16, 2024
Dec 17, 2023 · This study presents a novel mathematical framework for understanding Transformers by examining them as interacting particle systems.
Dec 24, 2023 · In a recent study, researchers have provided a mathematical model that can be used to perceive Transformers as particle systems in interaction.
Aug 12, 2024 · This paper looks at Transformers from a mathematical point of view, using concepts like interacting particle systems, clustering, and gradient ...
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