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Studying Large Language Model Generalization with Influence Functions

Studying Large Language Model Generalization with Influence Functions

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2847579973

Studying Large Language Model Generalization with Influence Functions

About this item

Full title

Studying Large Language Model Generalization with Influence Functions

Publisher

Ithaca: Cornell University Library, arXiv.org

Journal title

arXiv.org, 2023-08

Language

English

Formats

Publication information

Publisher

Ithaca: Cornell University Library, arXiv.org

More information

Scope and Contents

Contents

When trying to gain better visibility into a machine learning model in order to understand and mitigate the associated risks, a potentially valuable source of evidence is: which training examples most contribute to a given behavior? Influence functions aim to answer a counterfactual: how would the model's parameters (and hence its outputs) change i...

Alternative Titles

Full title

Studying Large Language Model Generalization with Influence Functions

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Primary Identifiers

Record Identifier

TN_cdi_proquest_journals_2847579973

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2847579973

Other Identifiers

E-ISSN

2331-8422

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