A curated list of recent models of text generation and application
A curated list (as of EMNLP 2018, will update to NeurIPS18 soon) of recent awesome text generation model and their application. Inspired by awesome-architecture-search, awesome-adversarial-machine-learining and awesome-deep-learning-paper. Please help to contribute if you find some important works are missing.
SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient(SeqGAN) (Sep. 2016) [pdf] [arxive]
GANS for Sequences of Discrete Elements with the Gumbel-softmax Distribution(Gumbel-softmax GAN) (Nov. 2016) [pdf] [arxive]
Maximum-Likelihood Augmented Discrete Generative Adversarial Networks(MaliGAN) (Feb 2017) [pdf] [arxive]
Long Text Generation via Adversarial Training with Leaked Information(LeakGAN) (Sep 2017) [pdf] [arxive]
MaskGAN: Better Text Generation via Filling in the______ (MaskGAN) (Jan 2018) [pdf] [arxive]
DP-GAN: Diversity-Promoting Generative Adversarial Network for Generating Informative and Diversified Text(DP-GAN) (Feb 2018) [pdf] [arxive]
SentiGAN: Generating Sentimental Texts via Mixture Adversarial Networks(SentiGAN) (2018) [pdf]
TextKD-GAN: Text Generation using KnowledgeDistillation and Generative Adversarial Networks (TextKD-GAN) (Apr 2019) [pdf] [arxiv]
RELGAN: RELATIONAL GENERATIVE ADVERSARIAL NETWORKS FOR TEXT GENERATION (RelGAN) (2019) [pdf]
Adversarial Feature Matching for Text Generation [pdf] [code]
Improved Training of Wasserstein GANs [pdf][code]
Please help contribute this list by contacting me or add pull request
Markdown format:
- Paper Name [[pdf]](link) [[code]](link)
- Author 1, Author 2, Author 3. *Conference'Year*
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