Topics

Linguistic Trends

Discourse Pragmatics Lexical Semantics Distributional Semantics Embeddings Ontologies Syntax Morphology Phonology Language Change Typology Cognitive Linguistics

Task

Language Understanding Corpus Annotation Language Identification Tagging Chunking Syntactic Parsing Semantic Parsing Word Sense Disambiguation Named Entity Recognition Textual Entailment Semantic Similarity Information Extraction Information Retrieval Relation Extraction Sentiment Analysis Question Answering Language Generation Summarization Machine Translation Paraphrasing Text Simplification Biomedical

Approach

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 Low-Resource Languages Child Language

Dataset

News Encyclopedia Social Media Twitter Blogs Child Language