Shekhar, Ravi ; Baumgärtner, Tim ; Venkatesh, Aashish ; Bruni, Elia ; Bernadi, Raffaella ; Fernandez, Raquel (2018):
Ask No More: Deciding when to guess in referential visual dialogue.
In: Proceedings of the 27th International Conference on Computational Linguistics, pp. 1218-1233,
ACL, 27th International Conference on Computational Linguistics, Santa Fe, USA, 20.-26.08.2018, [Conference or Workshop Item]
Abstract
Our goal is to explore how the abilities brought in by a dialogue manager can be included in end-to-end visually grounded conversational agents. We make initial steps towards this general goal by augmenting a task-oriented visual dialogue model with a decision-making component that decides whether to ask a follow-up question to identify a target referent in an image, or to stop the conversation to make a guess. Our analyses show that adding a decision making component produces dialogues that are less repetitive and that include fewer unnecessary questions, thus potentially leading to more efficient and less unnatural interactions.
| Item Type: | Conference or Workshop Item |
|---|---|
| Erschienen: | 2018 |
| Creators: | Shekhar, Ravi ; Baumgärtner, Tim ; Venkatesh, Aashish ; Bruni, Elia ; Bernadi, Raffaella ; Fernandez, Raquel |
| Title: | Ask No More: Deciding when to guess in referential visual dialogue |
| Language: | English |
| Abstract: | Our goal is to explore how the abilities brought in by a dialogue manager can be included in end-to-end visually grounded conversational agents. We make initial steps towards this general goal by augmenting a task-oriented visual dialogue model with a decision-making component that decides whether to ask a follow-up question to identify a target referent in an image, or to stop the conversation to make a guess. Our analyses show that adding a decision making component produces dialogues that are less repetitive and that include fewer unnecessary questions, thus potentially leading to more efficient and less unnatural interactions. |
| Book Title: | Proceedings of the 27th International Conference on Computational Linguistics |
| Publisher: | ACL |
| Divisions: | 20 Department of Computer Science 20 Department of Computer Science > Ubiquitous Knowledge Processing |
| Event Title: | 27th International Conference on Computational Linguistics |
| Event Location: | Santa Fe, USA |
| Event Dates: | 20.-26.08.2018 |
| Date Deposited: | 20 Jan 2021 15:46 |
| URL / URN: | https://www.aclweb.org/anthology/C18-1104/ |
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