Topics

Linguistic Trends

Discourse Pragmatics Lexical Semantics Distributional Semantics Embeddings Formal Semantics Event Semantics Ontologies Syntax Morphology Phonology Phonetics Prosody Code Mixing Code Switching Multilingualism Sociolinguistic Variation Language Change Typology Cognitive Linguistics Psycholinguistics

Task

Language Understanding Corpus Development 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 Dialogue and Interactive Systems Video Description Generation ASR OCR Word Segmentation Text Categorization Spelling Correction Style Analysis Authorship Attribution Native Language Identification Mathematical Models Biomedical Social Science Ethics Multimodal Systems

Approach

Multilingual Resources User Evaluation Crowd Sourcing 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 Malay Hindi Urdu Sanskrit Japanese Korean Spanish French Portugese Arabic Hebrew Semitic Low-Resource Languages Child Language

Dataset

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