Intermediate Lessons

Stanford XCS224U: NLU I Fantastic Language Models and How to Build Them, Part 1 I Spring 2023

Stanford XCS224U: NLU I NLP Methods and Metrics, Part 6: Model Evaluation & Conclusion I Spring 2023

Stanford XCS224U: NLU I NLP Methods and Metrics, Part 5: Data Organization I Spring 2023

Stanford XCS224U: NLU I NLP Methods and Metrics, Part 4: Datasets I Spring 2023

Stanford XCS224U: NLU I NLP Methods and Metrics, Part 3: Generation Metrics I Spring 2023

Stanford XCS224U: NLU I NLP Methods and Metrics, Part 2: Classifier Metrics I Spring 2023

Stanford XCS224U: Analysis NLU, Part 5: Distributed Alignment Search (DAS) & Conclusion I Spring 23

Stanford XCS224U: NLU I Analysis Methods for NLU, Part 3: Feature Attribution I Spring 2023

Stanford XCS224U: NLU I Analysis Methods for NLU, Part 2: Probing I Spring 2023

Stanford XCS224U: NLU I Behavioral Eval of NLU Models, Pt 7: DynaSent and Conclusion I Spring 2023

Stanford XCS224U: NLU I Behavioral Evaluation of NLU Models, Part 6: Adversarial NLI I Spring 2023

Stanford XCS224U: NLU I Behavioral Evaluation of NLU Models, Pt 5: Adversarial Testing I Spring 2023

Stanford XCS224U: NLU I Behavioral Evaluation of NLU Models, Part 4: COGS and ReCOGS I Spring 2023

Stanford XCS224U: NLU I Behavioral Evaluation of NLU Models, Part 3: Compositionality I Spring 2023

Stanford XCS224U I Behavioral Eval of NLU Models, Pt 2: Analytical Considerations I Spring 2023

Stanford XCS224U: Natural Language Understanding I Homework 3 I Spring 2023

Stanford XCS224U: NLU I Information Retrieval, Part 5: Datasets and Conclusion I Spring 2023

Stanford XCS224U: NLU I Information Retrieval, Part 4: Neural IR I Spring 2023

Stanford XCS224U: NLU I Information Retrieval, Part 3: IR metrics I Spring 2023

Stanford XCS224U: NLU I Information Retrieval, Part 2: Classical IR I Spring 2023

Stanford XCS224U: NLU I Information Retrieval, Part 1: Guiding Ideas I Spring 2023

Stanford XCS224U: Natural Language Understanding I Homework 2 I Spring 2023

Stanford XCS224U: NLU I Contextual Word Representations, Part 10: Wrap-up I Spring 2023

Stanford XCS224U: NLU I Contextual Word Representations, Part 9: Distillation I Spring 2023