Upload Taxonomy4CL_v1.0.1.json

Taxonomy4CL_v1.0.1.json

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+{
+ "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"
+ }
+
+]
+}