| parent,child |
| Natural Language Processing,text processing |
| text processing,regular expression |
| text processing,Text Normalization |
| Text Normalization,Word Tokenization |
| Text Normalization,Word Normalization |
| Word Normalization,Lemmatization |
| Word Normalization,Stemming |
| Text Normalization,Sentence Segmentation |
| Natural Language Processing,Language Modeling |
| Language Modeling,N-gram Model |
| N-gram Model,Markov Assumption |
| Language Modeling,Probability Estimation |
| Probability Estimation,Maximum Likelihood Estimation |
| Maximum Likelihood Estimation,Naive Bayes |
| Probability Estimation,Smoothing |
| Smoothing,Add-one (Laplace) Smoothing |
| Add-one (Laplace) Smoothing,Naive Bayes |
| Smoothing,Backoff and Interpolation |
| Natural Language Processing,Vector Semantics |
| Vector Semantics,Distributional Hypothesis |
| Vector Semantics,Sparse Embedding |
| Sparse Embedding,TF-IDF |
| Vector Semantics,Dense Embedding |
| Dense Embedding,Word2Vec |
| Dense Embedding,GloVe |
| Natural Language Processing,Machine Learning Models |
| Machine Learning Models,Naive Bayes |
| Naive Bayes,Bag of Words |
| Naive Bayes,Bayes Theorem |
| Naive Bayes,Conditional Independence |
| Machine Learning Models,Logistic Regression |
| Logistic Regression,Sigmoid Function |
| Sigmoid Function,Activation Function |
| Logistic Regression,Cross-Entropy Loss |
| Cross-Entropy Loss,Backpropagation |
| Logistic Regression,Gradient Descent |
| Gradient Descent,Backpropagation |
| Machine Learning Models,Softmax Function |
| Machine Learning Models,Neural Network |
| Neural Network,Activation Function |
| Activation Function,ReLU |
| Activation Function,Tanh |
| Neural Network,Feedforward Network |
| Neural Network,Backpropagation |
| Neural Network,Sentence Embedding |
| Natural Language Processing,Sequence Labeling |
| Sequence Labeling,Part-of-Speech (POS) Tagging |
| Part-of-Speech (POS) Tagging,POS Tagset |
| Part-of-Speech (POS) Tagging,POS Ambiguity |
| Sequence Labeling,Named Entity Recognition |
| Sequence Labeling,Sequence Labeling Algorithm |
| Sequence Labeling Algorithm,Neural Network |
| Sequence Labeling Algorithm,Hidden Markov Model |
| Sequence Labeling Algorithm,Conditional Random Field |
| Natural Language Processing,NLP Applications |
| NLP Applications,Sentiment Analysis |
| Sentiment Analysis,Sentiment Classification |
| Sentiment Classification,Negation Handling |
| Sentiment Analysis,Sentiment Lexicon |
| Sentiment Analysis,Affective Analysis |
| Affective Analysis,Emotion Model |
| Affective Analysis,Valence-Arousal-Dominance |
| NLP Applications,Dialogue Systems |
| Dialogue Systems,Chatbot |
| Chatbot,Retrieval-based Response |
| Chatbot,Generation-based Response |
| Dialogue Systems,Task-oriented Dialogue |
| Task-oriented Dialogue,Slot Filling |
| Task-oriented Dialogue,Dialogue State Tracking |
| Natural Language Processing,Pre-trained Language Model |
| Pre-trained Language Model,Transformer Architecture |
| Pre-trained Language Model,Pre-trained Encoder |
| Pre-trained Encoder,BERT |
| BERT,Masked Language Modeling |
| Pre-trained Encoder,RoBERTa |
| Pre-trained Language Model,Pre-trained Decoder |
| Pre-trained Decoder,GPT Series |
| GPT Series,Autoregressive Language Modeling |
| Pre-trained Language Model,Encoder-Decoder Model |
| Encoder-Decoder Model,BART |
| Encoder-Decoder Model,T5 |
| Pre-trained Language Model,Reinforcement Learning from Human Feedback (RLHF) |
| Reinforcement Learning from Human Feedback (RLHF),ChatGPT |
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