Papers by Charles Elkan
What we need to learn if we want to do and not just talk (N18-3)
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| Challenge: | Existing methods for task-oriented dialogs require fluent natural language responses and correct external actions . but they perform poorly in real world dialog tasks, a new study shows . |
| Approach: | They propose a hybrid model where nearest neighbor is used to generate fluent responses and Seq2Seq type models ensure dialogue coherency and generate accurate external actions. |
| Outcome: | The proposed model achieves a 78% relative improvement in fluency and 200% improvement in accuracy of external calls. |