Topics

Linguistic Trends

Discourse Pragmatics Lexical Semantics Distributional Semantics Embeddings Formal Semantics Event Semantics Grounded Semantics Ontologies Syntax Morphology Phonology Phonetics Prosody Gesture Code Mixing Code Switching Multilingualism Sociolinguistic Variation Typology Neurolinguistics 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 Dialog Structure Language Generation Summarization Machine Translation Paraphrasing Text Simplification Argumentation Mining Image Description Generation Belief Analysis ASR OCR Word Segmentation Text Categorization Spelling Correction Style Analysis Authorship Attribution Native Language Identification Biomedical Social Science Ethics Multimodal Systems

Approach

Crowd Sourcing 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 Japanese Korean Spanish French Arabic Hebrew Semitic Low-Resource Languages

Dataset

Scientific Literature Literary Text News Encyclopedia Biographies Social Media Twitter Blogs Spoken Dialog Query Logs Biomedical Texts Legal Opinions Clinical Notes