Topics

Linguistic Trends

Discourse Pragmatics Lexical Semantics Distributional Semantics Embeddings Formal Semantics Event Semantics Grounded Semantics Ontologies Syntax Morphology Phonology Prosody Code Switching Multilingualism Sociolinguistic Variation Language Change Typology 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 ASR Spoken Language Processing OCR Word Segmentation Text Categorization Spelling Correction Authorship Attribution Biomedical Social Science Ethics Computational Psycholinguistics

Approach

Multilingual Resources 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

Dataset

Scientific Literature Literary Text News Encyclopedia Biographies Social Media Twitter Blogs Spoken Dialog Biomedical Texts Clinical Notes Web Crawl