Instruction Tuning (Natural Language Processing at UT Austin) BERT For QA (Natural Language Processing at UT Austin) Reading Comprehension: Setup And Baselines (Natural Language Processing at UT Austin) Reading Comprehension Intro (Natural Language Processing at UT Austin) Chain of Thought: Extensions and Analysis (Natural Language Processing at UT Austin) Chain of Thought (Natural Language Processing at UT Austin) Text Explanations (Natural Language Processing at UT Austin) Annotation Artifacts (Natural Language Processing at UT Austin) Model Probing (Natural Language Processing at UT Austin) Local Explanations: Highlights (Natural Language Processing at UT Austin) Explainability In NLP (Natural Language Processing at UT Austin) Factuality of LLMs (Natural Language Processing at UT Austin) Reinforcement Learning from Human Feedback (Natural Language Processing at UT Austin) Problems With Reading Comprehension (Natural Language Processing at UT Austin) Understanding ICL: Induction Heads (Natural Language Processing at UT Austin) Few-shot Prompting (Natural Language Processing at UT Austin) Zero-shot Prompting (Natural Language Processing at UT Austin) GPT-3 (Natural Language Processing at UT Austin) Transition Based Dependency Parsing (Natural Language Processing at UT Austin) Dependencies (Natural Language Processing at UT Austin) Refining Grammars (Natural Language Processing at UT Austin) CKY Algorithm (Natural Language Processing at UT Austin) Probabilistic Context Free Grammars (Natural Language Processing at UT Austin) Constituency Parsing (Natural Language Processing at UT Austin) HMMs for POS Tagging (Natural Language Processing at UT Austin) Summarization Intro (Natural Language Processing at UT Austin) Ethics: Unethical Use (Natural Language Processing at UT Austin) Ethics: Dangers of Automation (Natural Language Processing at UT Austin) Ethics: Exclusion (Natural Language Processing at UT Austin) Ethics: Bias (Natural Language Processing at UT Austin) Language and Vision (Natural Language Processing at UT Austin) Language Grounding (Natural Language Processing at UT Austin) Cross-Lingual Pre-training (Natural Language Processing at UT Austin) Cross Lingual Tagging And Parsing (Natural Language Processing at UT Austin) Morphology (Natural Language Processing at UT Austin) Pre-trained Summarization and Factuality (Natural Language Processing at UT Austin) Extractive Summarization (Natural Language Processing at UT Austin) HMMs: Viterbi Algorithm (Natural Language Processing at UT Austin) Neural and Pretrained Machine Translation (Natural Language Processing at UT Austin) Phrase Based Machine Translation (Natural Language Processing at UT Austin) MT: IBM Models (Natural Language Processing at UT Austin) MT: Word Alignment (Natural Language Processing at UT Austin) MT: Framework, Evaluation (Natural Language Processing at UT Austin) Machine Translation Intro (Natural Language Processing at UT Austin) Neural Chatbots (Natural Language Processing at UT Austin) Task-Oriented Dialogue (Natural Language Processing at UT Austin) Dialogue: Chatbots (Natural Language Processing at UT Austin) Multi-hop QA (Natural Language Processing at UT Austin) Open-Domain QA (Natural Language Processing at UT Austin) Multiclass Classification Examples (Natural Language Processing at UT Austin) n-gram LMs (Natural Language Processing at UT Austin) Applying Embeddings, Deep Averaging Networks (Natural Language Processing at UT Austin) Bias In Word Embeddings (Natural Language Processing at UT Austin) Other Word Embedding Methods (Natural Language Processing at UT Austin) Skip-gram (Natural Language Processing at UT Austin) Word Embeddings (Natural Language Processing at UT Austin) Neural Net Training, Optimization (Natural Language Processing at UT Austin) Neural Net Implementation (Natural Language Processing at UT Austin) Feedforward Neural Networks, Backpropagation (Natural Language Processing at UT Austin) Neural Network Visualization (Natural Language Processing at UT Austin) Neural Networks (Natural Language Processing at UT Austin) Fairness in Classification (Natural Language Processing at UT Austin) Smoothing In n-gram LMs (Natural Language Processing at UT Austin) Multiclass Perceptron and Logistic Regression Multiclass Classification (Natural Language Processing at UT Austin) Optimization Basics (Natural Language Processing at UT Austin) Sentiment Analysis (Natural Language Processing at UT Austin) Logistic Regression (Natural Language Processing at UT Austin) Perceptron as Minimizing Loss (Natural Language Processing at UT Austin) Perceptron (Natural Language Processing at UT Austin) Basics of Learning, Gradient Descent (Natural Language Processing at UT Austin) Sentiment Analysis and Basic Feature Extraction (Natural Language Processing at UT Austin) Linear Binary Classification (Natural Language Processing at UT Austin) Introduction (Natural Language Processing at UT Austin) Beam Search (Natural Language Processing at UT Austin) HMMs: Parameter Estimation (Natural Language Processing at UT Austin) Hidden Markov Models (Natural Language Processing at UT Austin) Sequence Labeling (Natural Language Processing at UT Austin) Part-of-Speech Tagging (Natural Language Processing at UT Austin) Word Piece And Byte Pair Encoding (Natural Language Processing at UT Austin) T5 (Natural Language Processing at UT Austin) BART (Natural Language Processing at UT Austin) Seq2seq Models (Natural Language Processing at UT Austin) BERT: Model and Applications (Natural Language Processing at UT Austin) BERT: Masked Language Modeling (Natural Language Processing at UT Austin) Nucleus Sampling (Natural Language Processing at UT Austin) Course Preview (Natural Language Processing at UT Austin) Transformer Extensions (Natural Language Processing at UT Austin) Transformer Language Modeling (Natural Language Processing at UT Austin) Using Transformers (Natural Language Processing at UT Austin) Transformer Architecture (Natural Language Processing at UT Austin) Position Encodings (Natural Language Processing at UT Austin) Multi Head Self Attention (Natural Language Processing at UT Austin) Self Attention (Natural Language Processing at UT Austin) Attention (Natural Language Processing at UT Austin) RNNs and their Shortcomings (Natural Language Processing at UT Austin) Neural Language Models (Natural Language Processing at UT Austin) LM Evaluation (Natural Language Processing at UT Austin)