{ "name": "NLP", "children": [ { "name": "Image and Video Processing", "children": [ {"name": "Image Captioning"}, {"name": "Video Captioning"}, {"name": "Optical Character Recognition (OCR)"}, {"name": "Sign Language and Fingerspelling Recognition"}, {"name": "Document Layout Analysis (DLA)"} ] }, { "name": "Machine Translation (MT)", "children": [ {"name": "Rule-based MT (RBMT)"}, {"name": "Statistical MT (SMT)"}, {"name": "Neural MT (NMT)"} ] }, { "name": "Learning Paradigms", "children": [ {"name": "Multimodal Learning"}, {"name": "Transfer Learning"}, {"name": "Few-shot Learning"}, {"name": "Reinforcement Learning"}, {"name": "Supervised Learning"}, {"name": "Unsupervised Learning"}, {"name": "Active Learning"}, {"name": "Adversarial Learning"} ] }, { "name": "Model Architectures", "children": [ {"name": "Transformer Models"}, { "name": "Recurrent Neural Networks (RNNs)", "children": [ {"name": "Long Short-Term Memory (LSTM) Models"} ] }, {"name": "Large Language Models (LLMs)"}, {"name": "Graph Neural Networks (GNNs)"}, {"name": "Latent Dirichlet Allocation (LDA)"} ] }, { "name": "Multi-agent Communication Systems", "children": [ {"name": "Intelligent Agents"} ] }, { "name": "Finite State Machines" }, { "name": "Multilingual NLP" }, { "name": "Cross-lingual Application" }, { "name": "Bilingual Lexicon Induction (BLI)" }, { "name": "Low-resource Languages" }, { "name": "Classification Applications", "children": [ {"name": "Multilabel Text Classification"}, {"name": "Hate and Offensive Speech Detection"}, {"name": "Intent Detection"}, {"name": "Email Spam and Phishing Detection"}, {"name": "Plagiarism Detection"}, {"name": "Disfluency Detection"}, { "name": "Misinformation Detection", "children": [ {"name": "Fake News Detection"}, {"name": "Fake Review Detection"} ] }, {"name": "Rumor Detection"}, {"name": "Claim Verification"}, {"name": "Emotion Detection"}, {"name": "Sarcasm Detection"}, {"name": "Humor Detection"}, {"name": "Stance Detection"}, {"name": "Personality Trait Prediction"}, {"name": "Author Detection"}, {"name": "Irony Detection"}, { "name": "Sentiment Analysis (SA)", "children": [ {"name": "Aspect-Based SA (ABSA)"} ] }, {"name": "Hope Speech Detection"} ] }, { "name": "Dialogue Systems", "children": [ {"name": "Open Domain Dialogue Systems"}, {"name": "Chatbots"}, {"name": "Dialogue State Tracking (DST)"}, {"name": "Response Generation"} ] }, { "name": "Question Answering (QA)", "children": [ {"name": "Visual QA (VQA)"}, {"name": "Open-Domain QA"}, {"name": "Multiple Choice QA (MCQA)"}, {"name": "Community QA"}, {"name": "Mathematical QA"}, {"name": "Knowledge Base QA"}, {"name": "Long Form QA"} ] }, { "name": "Domain-specific NLP", "children": [ { "name": "Medical and Clinical NLP", "children": [ {"name": "NLP for Mental Health"}, {"name": "Biomedical NLP"} ] }, { "name": "NLP for News and Media", "children":[ {"name": "NLP for Social Media"} ] }, {"name": "NLP for Climate"}, {"name": "NLP for the Legal Domain"}, {"name": "NLP for Finance"}, {"name": "NLP for Arts", "children": [ {"name": "NLP for Music"}, {"name": "NLP for Literature"} ]}, {"name": "NLP for Politics"}, {"name": "NLP for Education"}, { "name": "NLP for Bibliometrics and Scientometrics", "children": [ {"name": "Citation Analysis"} ] } ] }, { "name": "Adversarial Attacks and Robustness", "children": [ {"name": "Backdoor Attacks"} ] }, { "name": "Commonsense Reasoning" }, { "name": "Automated Essay Scoring" }, { "name": "Discourse Analysis" }, { "name": "Audio Generation and Processing", "children":[ {"name": "Automatic Speech Recognition (ASR)"}, {"name": "Speech Synthesis"} ] }, { "name": "Prompt Engineering" }, { "name": "Authorship Verification" }, { "name": "Acronyms and Abbreviations Detection and Expansion" }, { "name": "Text Clustering" }, { "name": "Topic Modeling" }, { "name": "Evaluation Techniques" }, { "name": "Ethics" }, {"name": "Biases in NLP", "children": [ {"name": "Gender Bias"}, {"name": "Bias Detection"} ] }, { "name": "Argument Mining" }, { "name": "Embeddings", "children": [ {"name": "Word Embeddings"}, {"name": "Sentence Embeddings"} ] }, { "name": "Parsing", "children": [ {"name": "Discourse Parsing"}, {"name": "Semantic Parsing", "children": [ {"name": "Semantic Role Labeling"} ] }, {"name": "Morphological Parsing"}, {"name": "Syntactic Parsing", "children": [ {"name": "Constituency Parsing"}, {"name": "Dependency Parsing"} ] } ] }, { "name": "Text Preprocessing", "children": [ {"name": "Text Segmentation", "children": [ {"name": "Word Segmentation"}, {"name": "Sentence Segmentation"} ] }, {"name": "Part-of-Speech (POS) Tagging"} ] }, { "name": "Text Generation", "children": [ {"name": " Text-to-SQL"}, {"name": "Story Generation", "children": [ {"name": "Narrative Plot in Storytelling"} ] }, {"name": "Paraphrase and Rephrase Generation"}, {"name": "Lyrics Generation"}, {"name": "Poetry Generation"}, {"name": "Text Style Transfer"}, {"name": "Text Simplification"}, {"name": "Data-to-Text Generation", "children": [ {"name": "Table-to-Text Generation"} ] } ] }, { "name": "Data Management and Generation", "children": [ {"name": "Data Analysis"}, {"name": "Data Preparation", "children": [ {"name": "Annotation Processes"} ] }, {"name": "Data Augmentation"} ] }, { "name": "Information Retrieval", "children": [ {"name": "Information Filtering", "children":[ {"name": "Recommender Systems"} ] }, {"name": "Search Engines"} ] }, { "name": "Language Change Analysis", "children": [ {"name": "Semantic Change Analysis"} ] }, { "name": "Automatic Text Summarization", "children": [ {"name": "Abstractive Text Summarization"}, {"name": "Extractive Text Summarization"}, {"name": "Document Summarization", "children": [ {"name": "Multi-document Summarization"}, {"name": "Scientific Document Summarization"} ] } ] }, { "name": "Information Extraction", "children": [ {"name": "Named Entity Recognition (NER)", "children": [ {"name": "NER for Nested Entities"} ] }, {"name": "Entity Linking"}, {"name": "Event Extraction"}, {"name": "Temporal Event Understanding"}, {"name": "Coreference Resolution"}, {"name": "Anaphora Resolution"}, {"name": "Word Sense Disambiguation (WSD)"}, {"name": "Relation Extraction", "children": [ {"name": "Causality Relations Extraction"} ] }, {"name": "Hypernymy Extraction"} ] }, { "name": "Error Detection and Correction", "children": [ {"name": "Grammatical Error Correction (GEC)"} ] }, { "name": "Knowledge Representation and Reasoning", "children": [ {"name": "Semantic Web"}, {"name": "Knowledge Graphs"}, {"name": "Taxonomy Construction"}, {"name": "Ontologies", "children": [ {"name": "Ontology Construction"}, {"name": "Ontology Matching"}, {"name": "Ontology Extension "} ] }, {"name": "Multihop Reasoning"}, {"name": "Link Prediction"}, {"name": "Abstract Meaning Representation (AMR)"} ] }, { "name": "Figurative Language", "children": [ {"name": "Idiomatic Expressions"}, {"name": "Metaphors"} ] }, { "name": "Software Development" }, { "name": "Infrastructure or Platform Development" }, { "name": "Explainability and Interpretability" }, { "name": "Natural Language Inference (NLI)" }, { "name": "Human-machine Interaction" }, { "name": "Robotics" } ] }