DeliData: A dataset for deliberation in multi-party problem solving

Anonymous

Paper Link: https://openreview.net/forum?id=NoJ9PgqTQD9

Paper Type: Long paper (up to eight pages of content + unlimited references and appendices)

Abstract:

Group deliberation enables people to collaborate and solve problems, however it is understudied due to a lack of resources.
To this end, we introduce the first publicly available dataset containing collaborative conversations on solving a cognitive task, consisting of 500 group dialogues and 14k utterances. In 64\% of these conversations, the group members are able to find a better solution than they had identified individually. Furthermore, we propose a novel annotation schema that captures deliberation cues and
release 50 dialogues annotated with it.
Finally, we use the proposed dataset to develop and evaluate two methods for generating deliberation utterances.
The data collection platform, dataset and annotated corpus will be made publicly available.