Topics

Linguistic Trends

Discourse Pragmatics Lexical Semantics Distributional Semantics Embeddings Formal Semantics Grounded Semantics Ontologies Syntax Morphology Phonology Phonetics Prosody Gesture Code Mixing Code Switching Multilingualism Sociolinguistic Variation Language Change 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 Time Normalization Question Answering Knowledge Acquisition Coreference Resolution Dialog Structure Conversation Analysis Language Generation Summarization Machine Translation Paraphrasing Text Simplification Text Organization Argumentation Mining Dialogue and Interactive Systems ASR Spoken Language Processing OCR Word Segmentation Text Categorization Spelling Correction Style Analysis Authorship Attribution Native Language Identification Mathematical Models Biomedical Social Science Ethics Multimodal Systems Computational Psycholinguistics

Approach

Modeling Linguistic Knowledge Data Analysis User Evaluation Crowd Sourcing Human Computation 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 Tamil Urdu Sanskrit Japanese Korean Spanish French Portugese Arabic Hebrew Semitic Low-Resource Languages Signed Languages Child Language

Dataset

Scientific Literature Literary Text News Encyclopedia Biographies Chat Social Media Twitter Blogs Spoken Dialog Child-directed Speech Child Language Human-Computer Interaction Query Logs Biomedical Texts Legal Documents Legal Opinions Clinical Notes Web Crawl