Topics

Linguistic Trends

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

Task

Language Understanding 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 Emotion Detection Event Detection Question Answering Coreference Resolution Language Generation Summarization Machine Translation Paraphrasing Text Simplification ASR Spoken Language Processing OCR Word Segmentation Text Categorization Authorship Attribution Biomedical Social Science Ethics

Approach

Data Analysis 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 Urdu Japanese Korean Spanish French Arabic Hebrew Semitic Low-Resource Languages Child Language

Dataset

Literary Text News Encyclopedia Chat Social Media Twitter Blogs Child Language Query Logs Clinical Notes Web Crawl