Imperfect also Deserves Reward: Multi-Level and Sequential Reward Modeling for Better Dialog Management

This is the codebase for paper: "Imperfect also Deserves Reward: Multi-Level and Sequential Reward Modeling for Better Dialog Management".

To reproduce our results, you should follow the following two steps:

• Training a auto encoder.

• Training a multi-GAN network based on the trained auto encoder.

• Fixing the trained reward function to guide dialogue policy learing in ConvLab.