Topics

Linguistic Trends

Discourse Pragmatics Lexical Semantics Embeddings Ontologies Syntax Morphology Phonology Phonetics Prosody Typology

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 Event Detection Time Normalization Question Answering Knowledge Acquisition Coreference Resolution Dialog Structure Language Generation Summarization Machine Translation Paraphrasing Text Simplification Factuality Analysis ASR Spoken Language Processing OCR Word Segmentation Text Categorization Authorship Attribution Native Language Identification Biomedical Social Science Ethics

Approach

Multilingual Resources Topic Modeling Deep Learning Bayesian Model Kernel Method Structured Prediction Generative Model Discriminative Model Graphical Model Semi-supervised Learning Unsupervised Learning

Language

Multilingual Chinese English Malay Hindi Sanskrit Japanese Korean Spanish French Arabic Hebrew Semitic

Dataset

Scientific Literature Literary Text News Encyclopedia Social Media Twitter Blogs Spoken Dialog Query Logs Biomedical Texts Web Crawl