Topics

Linguistic Trends

Discourse Pragmatics Lexical Semantics Distributional Semantics Embeddings Formal Semantics Grounded Semantics Ontologies Syntax Morphology Phonology Phonetics Prosody Gesture Multilingualism Language Change Typology Neurolinguistics 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 Knowledge Acquisition Coreference Resolution Language Generation Summarization Machine Translation Paraphrasing Text Simplification Determining Discourse Relations Text Organization Argumentation Mining Factuality Analysis Modality Analysis ASR Spoken Language Processing OCR Word Segmentation Text Categorization Authorship Attribution Native Language Identification Biomedical Social Science Ethics

Approach

Multilingual Resources Algorithm Development Data Analysis User Evaluation 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 Malay Hindi Tamil Urdu Japanese Korean Spanish French Portugese Arabic Hebrew Semitic Low-Resource Languages Child Language

Dataset

Scientific Literature News Encyclopedia Biographies Chat Social Media Twitter Blogs Spoken Dialog Child-directed Speech Child Language Query Logs Biomedical Texts Web Crawl