Topics

Linguistic Trends

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

Task

Language Understanding Corpus Development 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 Time Normalization Question Answering Knowledge Acquisition Coreference Resolution Language Generation Summarization Machine Translation Paraphrasing Text Simplification ASR Word Segmentation Text Categorization Biomedical Social Science

Approach

Multilingual Resources Crowd Sourcing 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 Hindi Urdu Sanskrit Japanese Korean Spanish French Arabic Hebrew Semitic Low-Resource Languages Child Language

Dataset

News Encyclopedia Biographies Social Media Twitter Blogs Spoken Dialog Child Language Query Logs Biomedical Texts Clinical Notes