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induction head task

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One-layer transformers fail to solve the induction heads task

Sanford, Clayton, Hsu, Daniel, Telgarsky, Matus

arXiv.org Machine LearningAug-26-2024

The mechanistic interpretability studies of Elhage et al. (2021) and Olsson et al. (2022) identified the ubiquity and importance of so-called "induction heads" in transformer-based language models (Vaswani et al., 2017; Radford et al., 2019; Brown et al., 2020). The basic task performed by an induction head is as follows.

induction head task, one-layer transformer, transformer, (13 more...)

arXiv.org Machine Learning

2408.14332

Country:

North America > United States > New York (0.04)
Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)

Genre: Research Report (0.40)

Technology:

Information Technology > Artificial Intelligence > Natural Language > Large Language Model (0.49)
Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.49)

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