Papers with exemplar-based generation
Controlling Dialogue Generation with Semantic Exemplars (2021.naacl-main)
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| Challenge: | Existing methods to control dialogue generation are manual labelling and manual editing of data. |
| Approach: | They propose a method to control dialogue generation using exemplar responses . they use semantic frames present in exemplars to guide response generation . |
| Outcome: | The proposed model improves coherence while preserving semantic meaning and conversation goals . exemplar responses are handwritten or strategically curated to promote highlevel goals without explicit labels . |