Language rectified flow: Advancing diffusion language generation with probabilistic flows

S Zhang, L Wu, C Gong, X Liu - arXiv preprint arXiv:2403.16995, 2024 - arxiv.org
Recent works have demonstrated success in controlling sentence attributes ($ eg $,
sentiment) and structure ($ eg $, syntactic structure) based on the diffusion language model …

Flow-adapter architecture for unsupervised machine translation

Y Liu, H Jabbar, H Schütze - arXiv preprint arXiv:2204.12225, 2022 - arxiv.org
In this work, we propose a flow-adapter architecture for unsupervised NMT. It leverages
normalizing flows to explicitly model the distributions of sentence-level latent …

LanguageFlow: Advancing Diffusion Language Generation with Probabilistic Flows

S Zhang, L Wu, C Gong, X Liu - … of the 2024 Conference of the …, 2024 - aclanthology.org
Recent works have demonstrated success in controlling sentence attributes (eg, sentiment)
and structure (eg, syntactic structure) based on the diffusion language model. A key …

Styleflow: Disentangle latent representations via normalizing flow for unsupervised text style transfer

K Zhu, Z Tian, R Luo, X Mao - arXiv preprint arXiv:2212.09670, 2022 - arxiv.org
Text style transfer aims to alter the style of a sentence while preserving its content. Due to
the lack of parallel corpora, most recent work focuses on unsupervised methods and often …

Turning flowchart into dialog: Augmenting flowchart-grounded troubleshooting dialogs via synthetic data generation

H Zhan, S Maruf, L Qu, Y Wang, I Zukerman… - arXiv preprint arXiv …, 2023 - arxiv.org
Flowchart-grounded troubleshooting dialogue (FTD) systems, which follow the instructions
of a flowchart to diagnose users' problems in specific domains (eg, vehicle, laptop), have …

AntibodyFlow: Normalizing Flow Model for Designing Antibody Complementarity-Determining Regions

B Xu, Y Wang, W Chen, S Shan - arXiv preprint arXiv:2406.13162, 2024 - arxiv.org
Therapeutic antibodies have been extensively studied in drug discovery and development in
the past decades. Antibodies are specialized protective proteins that bind to antigens in a …

Preserving Content in Text Style Transfer via Normalizing Flow and Adversarial Learning

J Dai, P Cheng, Y Song, J Liu - CCF International Conference on Natural …, 2024 - Springer
An appropriate style can enhance the impact of social posts and comments. Although
existing research is effective in accurately transferring text styles, it often results in some …