Topics

Linguistic Trends

Discourse Pragmatics Lexical Semantics Distributional Semantics Embeddings Ontologies Syntax Morphology Phonology Prosody Gesture Code Switching Language Change Typology Psycholinguistics

Task

Language Understanding 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 Emotion Detection Event Detection Question Answering Knowledge Acquisition Coreference Resolution Language Generation Summarization Machine Translation Paraphrasing Text Simplification ASR OCR Word Segmentation Text Categorization Spelling Correction Style Analysis Authorship Attribution Native Language Identification Biomedical

Approach

User Evaluation Crowd Sourcing Topic Modeling Deep Learning Bayesian Model Structured Prediction Generative Model Discriminative Model Representation Learning Semi-supervised Learning Unsupervised Learning

Language

Multilingual Chinese English Malay Hindi Urdu Japanese Korean Spanish French Arabic Hebrew Low-Resource Languages Child Language

Dataset

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