Papers with Denoising mechanisms
Mixture of Soft Prompts for Controllable Data Generation (2023.findings-emnlp)
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| Challenge: | Large language models (LLMs) generate fluent text when the target output follows natural language patterns. |
| Approach: | They propose a method that uses large language models to generate fluent text from a limited ontology rather than direct prediction by using soft prompts. |
| Outcome: | The proposed method produces diverse and natural text while preserving label semantics. |