Filling Conversation Ellipsis for Better Social Dialog Understanding

Understand

The phenomenon of ellipsis is prevalent in social conversations.

• Ellipsis increases the difficulty of a series of downstream language understanding tasks, such as dialog act prediction and semantic role labeling.
• We propose to resolve ellipsis through automatic sentence completion to improve language understanding.
• However, automatic ellipsis completion can result in output which does not accurately reflect user intent.