Topics

Linguistic Trends

Discourse Pragmatics Lexical Semantics Distributional Semantics Embeddings Formal Semantics Propositional Semantics Ontologies Syntax Morphology Phonology Phonetics Prosody Gesture Multilingualism Language Change Typology Cognitive Linguistics Psycholinguistics

Task

Language Understanding Corpus Development 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 Text Organization ASR Spoken Language Processing OCR Word Segmentation Text Categorization Spelling Correction Biomedical Social Science Ethics Multimodal Systems

Approach

Multilingual Resources User Evaluation Human Computation 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 Urdu Sanskrit Japanese Korean Spanish French Arabic Hebrew Semitic Child Language

Dataset

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