Topics

Linguistic Trends

Discourse Lexical Semantics Distributional Semantics Embeddings Formal Semantics Ontologies Syntax Morphology Phonology Phonetics Prosody Gesture Code Switching Multilingualism Language Change Typology

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 Knowledge Acquisition Coreference Resolution Conversation Analysis Language Generation Summarization Machine Translation Paraphrasing Text Simplification Argumentation Mining Image Description Generation ASR Spoken Language Processing OCR Word Segmentation Text Categorization Spelling Correction Authorship Attribution Biomedical Social Science Ethics

Approach

Crowd Sourcing 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 Urdu Japanese Korean Spanish French Portugese Arabic Hebrew Semitic Low-Resource Languages Child Language

Dataset

News Encyclopedia Social Media Twitter Blogs Spoken Dialog Child-directed Speech Child Language Query Logs Web Crawl