Topics

Linguistic Trends

Discourse Pragmatics Lexical Semantics Embeddings Formal Semantics Ontologies Syntax Morphology Phonology Prosody Gesture Typology Cognitive Linguistics

Task

Language Understanding Corpus Development Corpus Annotation 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 Conversation Analysis Language Generation Summarization Machine Translation Paraphrasing Text Simplification ASR OCR Word Segmentation Text Categorization Style Analysis Mathematical Models Biomedical Ethics

Approach

Multilingual Resources Topic Modeling Deep Learning Bayesian Model Generative Model Discriminative Model Graphical Model Representation Learning Semi-supervised Learning Unsupervised Learning

Language

Multilingual Chinese English Hindi Sanskrit Japanese Korean Spanish French Arabic Child Language

Dataset

Scientific Literature News Encyclopedia Biographies Social Media Twitter Blogs Spoken Dialog Child Language Biomedical Texts Clinical Notes Web Crawl