Examples

Rich examples are included to demonstrate the use of Texar. The implementations of cutting-edge models/algorithms also provide references for reproducibility and comparisons.

More examples are continuously added…

Examples by Models/Algorithms

RNN / Seq2seq

Transformer (Self-attention)

  • transformer: Transformer for machine translation

  • bert: Pre-trained BERT model for text representation

  • gpt-2: Pre-trained OpenAI GPT-2 language model

  • xlnet: Pre-trained XLNet model for text representation

  • vae_text: VAE with a transformer decoder for improved language modeling

Variational Autoencoder (VAE)

Classifier / Sequence Prediction

  • bert: Pre-trained BERT model for text representation

  • sentence_classifier: Basic CNN-based sentence classifier

  • xlnet: Pre-trained XLNet model for text representation

Examples by Tasks

Language Modeling

  • gpt-2: Pre-trained OpenAI GPT-2 language model

  • vae_text: VAE language model

  • xlnet: Pre-trained XLNet language model

Machine Translation

Classification

  • bert: Pre-trained BERT model for text representation

  • sentence_classifier: Basic CNN-based sentence classifier

  • xlnet: Pre-trained XLNet model for text representation