Personalizing Dialogue Agents: I have a dog, do you have pets too?
Персонализация диалоговых агентов: У меня есть собака, а у вас есть питомцы?
2018-01-01
SCID: 54.1/equrtmgg
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Personalizing Dialogue Agentschit-chatdialogue personalizationpersonapersonalized conversational agents
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Abstract (AI)
Saizheng Zhang, Emily Dinan, Jack Urbanek, Arthur Szlam, Douwe Kiela, Jason Weston. Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). 2018.
Key Findings
1
Empirically demonstrates that persona-conditioned models produce more engaging and consistent responses compared to non-personalized baselines.
2
Introduces the task of personalizing dialogue agents by incorporating speaker-specific profile information into conversational models.
3
Presents a dataset of persona-based dialogues to train and evaluate personalized conversational agents.
4
Proposes methods to condition dialogue generation on explicit persona sentences to make responses more consistent with a given persona.
Research Object
Personalized dialogue agents (chatbots)
Research Subject
Personalization of conversational agents through modeling and incorporating user/persona attributes to improve dialogue relevance and engagement
Publication Details
Publication Date
2018-01-01
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