Here is a curated list of some notable NLP papers. Click on the titles for more details:
Word2Vec: A Simplified Model for Vector Representation of Words
Bert: Pre-training of Deep Bidirectional Transformers for Language Understanding
GPT-3: Language Models are Few-Shot Learners
XLM: Cross-lingual Language Model Pre-training
XLM
Transformers: State-of-the-Art General-NLP with Self-Attention
BERT Explained: State-of-the-Art Natural Language Processing
For further reading on NLP, check out our NLP Resources.