Fundamental of Natural Language Processing
Natural Language Processing
Title | Code | Difficulty | Recommend | Prerequisites |
---|---|---|---|---|
A Neural Probabilistic Language Model (2003) | none | ☆ | ★★★ | NN |
Efficient Estimation of Word Representations in Vector Space (2013) | official | ★ | ★★★★ | NN |
Bag of Tricks for Efficient Text Classification (2016) | official | ★ | ★★☆ | Word2Vec |
Convolutional Neural Networks for Sentence Classification (2014) | official | ☆ | ★★ | CNN |
Long Short Term Memory (1997) | none | ★★ | ★★★★ | RNN |
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling (2014) | none | ★☆ | ★★★ | LSTM |
Sequence to Sequence Learning with Neural Networks (2014) | none | ★★ | ★★★☆ | LSTM |
Neural Machine Translation by Jointly Learning to Align and Translate (2016) | none | ★★★ | ★★★☆ | Seq2Seq |
Attention Is All You Need (2017) | official | ★★★★★ | ★★★★★ | Attention |
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding (2018) | official | ★★★★ | ★★★★★ | Transformers |