Topics

Linguistic Trends

Discourse Pragmatics Lexical Semantics Distributional Semantics Embeddings Formal Semantics Event Semantics Grounded Semantics Ontologies Syntax Morphology Phonology Phonetics Prosody Code Switching Sociolinguistic Variation Typology Psycholinguistics

Task

Language Understanding Corpus Development Corpus Annotation Language Identification Morphological Analysis Tagging Chunking Syntactic Parsing Semantic Parsing Word Sense Disambiguation Named Entity Recognition Textual Entailment Semantic Similarity Information Extraction Information Retrieval Relation Extraction Sentiment Analysis Event Detection Time Normalization Question Answering Knowledge Acquisition Coreference Resolution Language Generation Summarization Machine Translation Paraphrasing Text Organization ASR Word Segmentation Text Categorization Spelling Correction Style Analysis Authorship Attribution Mathematical Models Biomedical Social Science Computational Psycholinguistics

Approach

Multilingual Resources Crowd Sourcing Human Computation Topic Modeling Deep Learning Bayesian Model Structured Prediction Generative Model Discriminative Model Graphical Model Representation Learning Semi-supervised Learning Unsupervised Learning

Language

Multilingual Chinese English Malay Hindi Japanese Korean Spanish French Arabic Hebrew Semitic Child Language

Dataset

Scientific Literature News Encyclopedia Biographies Social Media Twitter Blogs Spoken Dialog Child-directed Speech Child Language Query Logs Legal Opinions Web Crawl