Search Results for author: Sicheng Ma

Found 3 papers, 2 papers with code

Improving Controllable Text Generation with Position-Aware Weighted Decoding

no code implementations • Findings (ACL) 2022 • Yuxuan Gu, Xiaocheng Feng, Sicheng Ma, Jiaming Wu, Heng Gong, Bing Qin

Weighted decoding methods composed of the pretrained language model (LM) and the controller have achieved promising results for controllable text generation.

Attribute Language Modelling +2

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Controllable Text Generation via Probability Density Estimation in the Latent Space

1 code implementation • 16 Dec 2022 • Yuxuan Gu, Xiaocheng Feng, Sicheng Ma, Lingyuan Zhang, Heng Gong, Weihong Zhong, Bing Qin

Previous work on controllable text generation has explored the idea of control from the latent space, such as optimizing a representation with attribute-related classifiers or sampling a representation from relevant discrete samples.

Attribute Density Estimation +2

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A Distributional Lens for Multi-Aspect Controllable Text Generation

1 code implementation • 6 Oct 2022 • Yuxuan Gu, Xiaocheng Feng, Sicheng Ma, Lingyuan Zhang, Heng Gong, Bing Qin

Multi-aspect controllable text generation is a more challenging and practical task than single-aspect control.

Attribute Decoder +1

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