399 citations · 3k across the 90 of their papers we have counts for
4 papers · 1 filter
Evaluation of Text Generation: A Survey
Asli Celikyilmaz, Elizabeth Clark, Jianfeng Gao
The paper surveys evaluation methods of natural language generation (NLG) systems that have been developed in the last few years. We group NLG evaluation methods into three categor…
M3P: Learning Universal Representations via Multitask Multilingual Multimodal Pre-training
Minheng Ni, Haoyang Huang, Lin Su +6
We present M3P, a Multitask Multilingual Multimodal Pre-trained model that combines multilingual pre-training and multimodal pre-training into a unified framework via multitask pre…
Understanding the Difficulty of Training Transformers
Liyuan Liu, Xiaodong Liu, Jianfeng Gao +2
Transformers have proved effective in many NLP tasks. However, their training requires non-trivial efforts regarding designing cutting-edge optimizers and learning rate schedulers…
Deep Learning Based Text Classification: A Comprehensive Review
Shervin Minaee, Nal Kalchbrenner, Erik Cambria +3
Deep learning based models have surpassed classical machine learning based approaches in various text classification tasks, including sentiment analysis, news categorization, quest…