Class name guided out-of-scope intent classification

Class name guided out-of-scope intent classification

The paper introduces Semantics of Class Labelbased Unsupervised Out of Scope Intent Detection (SCOOS), a novel method aimed at enhancing out-of-scope (OOS) intent classification in task-oriented dialogue systems. Unlike prior approaches that rely solely on indomain (ID) data features, SCOOS leverage...

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Bibliographic Details
Main Authors: GAUTAM, Chandan, PARAMESWARAN, Sethupathy, KANE, Aditya, FANG, Yuan, RAMASAMY, Savitha, SUNDARAM, Suresh, SAHU, Sunil Kumar, LI, Xiaoli
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2024
Subjects:
Out-of-scope intent classification
Dialogue systems
Class label semantics
Out-of-scope intent detection
Artificial Intelligence and Robotics
Computer Sciences
Online Access:https://ink.library.smu.edu.sg/sis_research/9752
https://ink.library.smu.edu.sg/context/sis_research/article/10752/viewcontent/EMNLP24Findings_SCOOS.pdf
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Institution: Singapore Management University
Language: English

Internet

https://ink.library.smu.edu.sg/sis_research/9752
https://ink.library.smu.edu.sg/context/sis_research/article/10752/viewcontent/EMNLP24Findings_SCOOS.pdf

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