Shortcut Learning of Large Language Models in Natural Language Understanding

Mengnan Du; Fengxiang He; Na Zou; Dacheng Tao; Xia Hu

doi:10.1145/3596490

Shortcut Learning of Large Language Models in Natural Language Understanding

Mengnan Du
, Fengxiang He
, Na Zou
, Dacheng Tao
, Xia Hu

Data Science

Research output: Contribution to journal › Article › peer-review

78 Scopus citations

Abstract

Shortcuts often hinder the robustness of large language models.

Original language	English (US)
Pages (from-to)	110-120
Number of pages	11
Journal	Communications of the ACM
Volume	67
Issue number	1
DOIs	https://doi.org/10.1145/3596490
State	Published - Dec 21 2023

All Science Journal Classification (ASJC) codes

General Computer Science

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10.1145/3596490

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title = "Shortcut Learning of Large Language Models in Natural Language Understanding",

abstract = "Shortcuts often hinder the robustness of large language models.",

author = "Mengnan Du and Fengxiang He and Na Zou and Dacheng Tao and Xia Hu",

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doi = "10.1145/3596490",

language = "English (US)",

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journal = "Communications of the ACM",

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TY - JOUR

T1 - Shortcut Learning of Large Language Models in Natural Language Understanding

AU - Du, Mengnan

AU - He, Fengxiang

AU - Zou, Na

AU - Tao, Dacheng

AU - Hu, Xia

PY - 2023/12/21

Y1 - 2023/12/21

N2 - Shortcuts often hinder the robustness of large language models.

AB - Shortcuts often hinder the robustness of large language models.

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UR - https://www.scopus.com/pages/publications/85179985005#tab=citedBy

U2 - 10.1145/3596490

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M3 - Article

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SN - 0001-0782

VL - 67

SP - 110

EP - 120

JO - Communications of the ACM

JF - Communications of the ACM

IS - 1

ER -

Shortcut Learning of Large Language Models in Natural Language Understanding

Abstract

All Science Journal Classification (ASJC) codes

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