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• W3033434706 abstract "Pretrained Transformer-based language models (LMs) display remarkable natural language generation capabilities. With their immense potential, controlling text generation of such LMs is getting attention. While there are studies that seek to control high-level attributes (such as sentiment and topic) of generated text, there is still a lack of more precise control over its content at the word- and phrase-level. Here, we propose Content-Conditioner (CoCon) to control an LM's output text with a target content, at a fine-grained level. In our self-supervised approach, the CoCon block learns to help the LM complete a partially-observed text sequence by conditioning with content inputs that are withheld from the LM. Through experiments, we show that CoCon can naturally incorporate target content into generated texts and control high-level text attributes in a zero-shot manner." @default.
• W3033434706 created "2020-06-12" @default.
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• W3033434706 date "2020-06-05" @default.
• W3033434706 modified "2023-10-01" @default.
• W3033434706 title "CoCon: A Self-Supervised Approach for Controlled Text Generation" @default.
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• W3033434706 hasPublicationYear "2020" @default.
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