Topics

Linguistic Trends

Discourse Pragmatics Lexical Semantics Distributional Semantics Embeddings Formal Semantics Propositional Semantics Event Semantics Ontologies Syntax Morphology Phonology Phonetics Prosody Gesture Language Change Typology Psycholinguistics

Task

Language Understanding Corpus Annotation Language Identification Morphological Analysis Tagging Chunking Syntactic Parsing Semantic Parsing Discourse Parsing Word Sense Disambiguation Named Entity Recognition Textual Entailment Semantic Similarity Information Extraction Information Retrieval Relation Extraction Sentiment Analysis Emotion Detection Event Detection Question Answering Knowledge Acquisition Coreference Resolution Dialog Structure Language Generation Summarization Machine Translation Paraphrasing Text Simplification Text Organization Argumentation Mining Image Description Generation Modality Analysis ASR Spoken Language Processing OCR Word Segmentation Text Categorization Spelling Correction Style Analysis Authorship Attribution Native Language Identification Biomedical Social Science

Approach

Multilingual Resources Data Analysis Crowd Sourcing Topic Modeling Deep Learning Bayesian Model Kernel Method Structured Prediction Generative Model Discriminative Model Graphical Model Representation Learning Semi-supervised Learning Unsupervised Learning

Language

Multilingual Chinese English Malay Hindi Tamil Urdu Sanskrit Japanese Korean Spanish French Portugese Arabic Hebrew Semitic Low-Resource Languages Child Language

Dataset

Scientific Literature News Encyclopedia Biographies Written Dialog Chat Social Media Twitter Blogs Spoken Dialog Child-directed Speech Child Language Human-Computer Interaction Query Logs Legal Documents Legal Opinions Clinical Notes Web Crawl