Topics

Linguistic Trends

Discourse Pragmatics Lexical Semantics Distributional Semantics Embeddings Formal Semantics Event Semantics Ontologies Syntax Morphology Phonology Phonetics Prosody Gesture Code Mixing Code Switching Multilingualism 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 Emotion Detection Event Detection Question Answering Knowledge Acquisition Coreference Resolution Language Generation Summarization Machine Translation Paraphrasing Text Simplification Argumentation Mining Image Description Generation Video Description Generation Factuality Analysis ASR Spoken Language Processing OCR Word Segmentation Text Categorization Spelling Correction Authorship Attribution Native Language Identification Mathematical Models Biomedical Social Science Ethics Multimodal Systems Computational Psycholinguistics

Approach

User Evaluation Crowd Sourcing 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 Low-Resource Languages Child Language

Dataset

Scientific Literature News Encyclopedia Biographies Social Media Twitter Blogs Spoken Dialog Child Language Query Logs Biomedical Texts Clinical Notes Web Crawl