Conversational XAI and Explanation Dialogues

Nils Feldhus


Abstract
My main research interest is human-centric explainability, i.e., making language models more interpretable by building applications that lower the barrier of entry to explanations. I am enthusiastic about interactive systems that pique the interest of more people beyond just the experts to learn about the inner workings of language models. My hypothesis is that users of language model applications and dialogue systems are more satisfied and trustworthy if they can look behind the curtain and get easy access to explanations of their behavior.
Anthology ID:
2024.yrrsds-1.1
Volume:
Proceedings of the 20th Workshop of Young Researchers' Roundtable on Spoken Dialogue Systems
Month:
September
Year:
2024
Address:
Kyoto, Japan
Editors:
Koji Inoue, Yahui Fu, Agnes Axelsson, Atsumoto Ohashi, Brielen Madureira, Yuki Zenimoto, Biswesh Mohapatra, Armand Stricker, Sopan Khosla
Venues:
YRRSDS | WS
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
1–4
Language:
URL:
https://aclanthology.org/2024.yrrsds-1.1
DOI:
Bibkey:
Cite (ACL):
Nils Feldhus. 2024. Conversational XAI and Explanation Dialogues. In Proceedings of the 20th Workshop of Young Researchers' Roundtable on Spoken Dialogue Systems, pages 1–4, Kyoto, Japan. Association for Computational Linguistics.
Cite (Informal):
Conversational XAI and Explanation Dialogues (Feldhus, YRRSDS-WS 2024)
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PDF:
https://aclanthology.org/2024.yrrsds-1.1.pdf