Topics

Linguistic Trends

Discourse Pragmatics Lexical Semantics Distributional Semantics Embeddings Formal Semantics Event Semantics Grounded Semantics Ontologies Syntax Morphology Phonology Phonetics Prosody Code Mixing Code Switching Language Change Typology Cognitive Linguistics 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 Event Detection Question Answering Knowledge Acquisition Coreference Resolution Language Generation Summarization Machine Translation Paraphrasing Text Simplification Argumentation Mining Image Description Generation Video Description Generation ASR Spoken Language Processing OCR Word Segmentation Text Categorization Spelling Correction Style Analysis Native Language Identification Biomedical Social Science Ethics

Approach

Multilingual Resources Human Computation 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 Hindi Japanese Korean Spanish French Arabic Hebrew Semitic Low-Resource Languages Child Language

Dataset

News Encyclopedia Biographies Social Media Twitter Blogs Spoken Dialog Child Language Query Logs Web Crawl