• Text summarization
• Dialog response generation
• Image Captioning

Models

• Adversarial Generation of Natural Language

Competitions

• Byte Cup 2018国际机器学习竞赛夺冠记

Leading Researchers

• Xiaojun Wan
• Xipeng Qiu

Evaluation metrics

• ROUGE, Recall-Oriented Understudy for Gisting Evaluation, first proposed for text summarization
• BLEU, Bilingual Evaluation Understudy, first proposed for machine translation, implementation example, difference between ROUGE and BLEU
• Meteor

Papers

• 针对商品标题冗长问题，阿里工程师怎么解决？
• Paper Get To The Point: Summarization with Pointer-Generator Networks published in ACL, 2017 supplies good solution for text summarization task. See codes and blog.
• Toward Diverse Text Generation with Inverse Reinforcement Learning