Topics

Linguistic Trends

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

Task

Language Understanding Corpus Development 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 Event Detection Question Answering Knowledge Acquisition Coreference Resolution Language Generation Summarization Machine Translation Paraphrasing Text Simplification Argumentation Mining ASR OCR Word Segmentation Text Categorization Spelling Correction Authorship Attribution Native Language Identification Mathematical Models Biomedical Social Science

Approach

User Evaluation Crowd Sourcing Human Computation 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 Hindi Sanskrit Japanese Korean Spanish French Portugese Arabic Child Language

Dataset

Scientific Literature News Encyclopedia Social Media Twitter Blogs Spoken Dialog Child Language Query Logs Biomedical Texts