Natural Language Processing (NLP)

  1. Evaluation and Benchmarking
    1. Evaluation Metrics
      1. Classification Metrics
        1. Accuracy and Error Rate
          1. Precision and Recall
            1. F1-Score and F-beta
              1. Area Under Curve
              2. Generation Metrics
                1. BLEU and Variants
                  1. ROUGE and Variants
                    1. METEOR
                      1. BERTScore
                        1. Semantic Similarity
                        2. Ranking Metrics
                          1. Mean Average Precision
                            1. Normalized Discounted Cumulative Gain
                              1. Mean Reciprocal Rank
                            2. Human Evaluation
                              1. Annotation Guidelines
                                1. Inter-Annotator Agreement
                                  1. Crowdsourcing
                                    1. Expert Evaluation
                                      1. User Studies
                                      2. Benchmark Datasets
                                        1. General Language Understanding
                                          1. GLUE
                                            1. SuperGLUE
                                              1. XTREME
                                              2. Task-Specific Benchmarks
                                                1. SQuAD for Reading Comprehension
                                                  1. CoNLL for Named Entity Recognition
                                                    1. WMT for Machine Translation
                                                    2. Evaluation Challenges
                                                      1. Dataset Bias
                                                        1. Evaluation Reliability
                                                          1. Metric Limitations

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                                                      13. Advanced Topics

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                                                      15. Ethics and Responsible AI