| { | |
| "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 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"} | |
| ] | |
| } | |
| ] | |
| } |