Mar 6, 2024 · In this work, we study the origins of such linear representations. To that end, we introduce a simple latent variable model to abstract and formalize the ...
May 1, 2024 · In this work, we study the origins of such linear representations. To that end, we introduce a latent variable model to abstract and formalize the concept ...
Mar 6, 2024 · In this paper, we study the origins of linear representations in large language models. We introduce a mathematical model for next token ...
Mar 6, 2024 · The paper introduces a theoretical framework to explain the emergence of linear representations in LLMs through a latent variable model.
Mar 7, 2024 · On the Origins of Linear Representations in Large Language Models https://ift.tt/7JwTSLq · 5:03 AM · Mar 7, 2024. ·. 1,552. Views. 2. Reposts. 4.
The author explores the origins of linear representations in large language models, demonstrating how log-odds matching and the implicit bias of gradient ...
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On the Origins of Linear Representations in Large Language Models · The Geometry of Truth: Emergent Linear Structure in Large Language Model Representations of ...
Duration: 53:19
Posted: Mar 27, 2024
Posted: Mar 27, 2024
Mar 7, 2024 · Recent works have argued that high-level semantic concepts are encoded "linearly" in the representation space of large language models. In this ...
Aug 11, 2024 · A monotonic representation is a linear representation characterized by a mono- tonic relationship between directions in activation space and the ...