Natural Language Processing (NLP)

  1. Advanced Topics
    1. Multimodal NLP
      1. Vision-Language Models
        1. Image Captioning
          1. Visual Question Answering
            1. Text-to-Image Generation
            2. Speech and Language
              1. Automatic Speech Recognition
                1. Text-to-Speech Synthesis
                  1. Spoken Language Understanding
                  2. Video Understanding
                    1. Video Captioning
                      1. Video Question Answering
                        1. Temporal Reasoning
                      2. Multilingual NLP
                        1. Cross-Lingual Transfer
                          1. Zero-Shot Transfer
                            1. Few-Shot Transfer
                              1. Multilingual Pre-training
                              2. Code-Switching
                                1. Detection and Analysis
                                  1. Multilingual Processing
                                    1. Social Factors
                                    2. Low-Resource Languages
                                      1. Data Augmentation
                                        1. Transfer Learning
                                          1. Unsupervised Methods
                                        2. Knowledge-Enhanced NLP
                                          1. Knowledge Graphs
                                            1. Entity Linking
                                              1. Relation Extraction
                                                1. Knowledge Graph Completion
                                                2. Commonsense Reasoning
                                                  1. Commonsense Knowledge Bases
                                                    1. Reasoning Tasks
                                                      1. Evaluation Benchmarks
                                                      2. Factual Consistency
                                                        1. Fact Verification
                                                          1. Hallucination Detection
                                                            1. Knowledge Grounding
                                                          2. Computational Social Science
                                                            1. Social Media Analysis
                                                              1. Trend Detection
                                                                1. Influence Analysis
                                                                  1. Community Detection
                                                                  2. Bias and Fairness
                                                                    1. Bias Detection
                                                                      1. Bias Mitigation
                                                                        1. Fairness Metrics
                                                                        2. Misinformation Detection
                                                                          1. Fake News Classification
                                                                            1. Fact-Checking
                                                                              1. Source Credibility

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                                                                          12. Core NLP Applications

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                                                                          14. Evaluation and Benchmarking