Topics

Linguistic Trends

Discourse Pragmatics Lexical Semantics Distributional Semantics Embeddings Formal Semantics Event Semantics Ontologies Syntax Morphology Typology Cognitive Linguistics Psycholinguistics

Task

Language Understanding 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 Time Normalization Question Answering Knowledge Acquisition Coreference Resolution Language Generation Summarization Machine Translation Paraphrasing Argumentation Mining Word Segmentation Text Categorization Spelling Correction Authorship Attribution Mathematical Models Biomedical Ethics

Approach

Crowd Sourcing Topic Modeling Deep Learning Structured Prediction Graphical Model Representation Learning Semi-supervised Learning Unsupervised Learning

Language

Multilingual Chinese English Japanese Korean Spanish French Arabic Hebrew Low-Resource Languages

Dataset

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