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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 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"}
]
}
]
} |