Computational Linguistics

  1. Advanced Topics and Applications
    1. Machine Translation
      1. Rule-Based Translation
        1. Transfer-Based Systems
          1. Interlingua Approaches
            1. Direct Translation
            2. Statistical Machine Translation
              1. Word-Based Models
                1. Phrase-Based Models
                  1. Syntax-Based Models
                  2. Neural Machine Translation
                    1. Encoder-Decoder Models
                      1. Attention Mechanisms
                        1. Transformer-Based Systems
                        2. Evaluation Methods
                          1. BLEU Score
                            1. Human Evaluation
                              1. Adequacy and Fluency
                            2. Information Extraction
                              1. Named Entity Recognition
                                1. Entity Types and Taxonomies
                                  1. Sequence Labeling Approaches
                                    1. Evaluation Metrics
                                    2. Relation Extraction
                                      1. Pattern-Based Methods
                                        1. Supervised Learning
                                          1. Distant Supervision
                                          2. Event Extraction
                                            1. Event Detection
                                              1. Argument Extraction
                                                1. Temporal Processing
                                                2. Knowledge Base Population
                                                  1. Entity Linking
                                                    1. Slot Filling
                                                      1. Knowledge Base Completion
                                                    2. Question Answering
                                                      1. Factoid Question Answering
                                                        1. Answer Type Classification
                                                          1. Passage Retrieval
                                                            1. Answer Extraction
                                                            2. Reading Comprehension
                                                              1. Machine Reading
                                                                1. Textual Entailment
                                                                  1. Neural Reading Models
                                                                  2. Knowledge Base Question Answering
                                                                    1. Semantic Parsing
                                                                      1. Entity Linking
                                                                        1. Logical Form Execution
                                                                        2. Conversational Question Answering
                                                                          1. Context Modeling
                                                                            1. Follow-Up Questions
                                                                              1. Dialogue Management
                                                                            2. Text Summarization
                                                                              1. Extractive Summarization
                                                                                1. Sentence Selection
                                                                                  1. Redundancy Removal
                                                                                    1. Evaluation Metrics
                                                                                    2. Abstractive Summarization
                                                                                      1. Content Selection
                                                                                        1. Surface Realization
                                                                                          1. Neural Generation Models
                                                                                          2. Multi-Document Summarization
                                                                                            1. Information Fusion
                                                                                              1. Temporal Ordering
                                                                                                1. Cross-Document Coreference
                                                                                              2. Sentiment Analysis and Opinion Mining
                                                                                                1. Sentiment Classification
                                                                                                  1. Document-Level Sentiment
                                                                                                    1. Sentence-Level Sentiment
                                                                                                      1. Aspect-Based Sentiment
                                                                                                      2. Opinion Mining
                                                                                                        1. Opinion Holder Identification
                                                                                                          1. Opinion Target Extraction
                                                                                                            1. Opinion Polarity
                                                                                                            2. Emotion Detection
                                                                                                              1. Emotion Models
                                                                                                                1. Multimodal Emotion Recognition
                                                                                                                  1. Cultural Considerations
                                                                                                                2. Computational Psycholinguistics
                                                                                                                  1. Modeling Human Language Processing
                                                                                                                    1. Sentence Processing Models
                                                                                                                      1. Garden Path Effects
                                                                                                                        1. Syntactic Priming
                                                                                                                        2. Language Acquisition Modeling
                                                                                                                          1. Word Learning
                                                                                                                            1. Grammar Induction
                                                                                                                              1. Critical Period Effects
                                                                                                                              2. Cognitive Architectures
                                                                                                                                1. ACT-R Models
                                                                                                                                  1. Connectionist Models
                                                                                                                                    1. Hybrid Approaches

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                                                                                                                                9. Statistical and Machine Learning Methods

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                                                                                                                                11. Evaluation Methodologies