Construct · 1 fields · 1 citations

task arithmetic: a standalone construct

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Machine learning

task vectors, the weight difference between a fine-tuned and pretrained model, can be added or subtracted to steer model behavior.

In machine learning, task arithmetic refers to task vectors, the weight difference between a fine-tuned and pretrained model, can be added or subtracted to steer model behavior. This meaning comes from Ilharco (2022) in arXiv.[1]

Unit
Recovery means
Measured by

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Nearby constructs

learning6 fields · 14 citationsjingle · one name, six constructs model3 fields · 3 citationsjingle · one word, three constructs weight4 fields · 4 citationsjingle · one word, four constructs

References

Ilharco, G., Ribeiro, M. T., Wortsman, M., Gururangan, S., Schmidt, L., Hajishirzi, H., & Farhadi, A. (2022). Editing Models with Task Arithmetic. arXiv. https://doi.org/10.48550/arxiv.2212.04089

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