Text Representation

Integrating Topic Modeling with Word Embeddings by Mixtures of vMFs COLING 2016 Linguistica 5: Unsupervised Learning of Linguistic Structure NAACL 2016 Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings NeurIPS 2016 Modeling Diachronic Change in Scientific Writing with Information Density COLING 2016 Named Entity Disambiguation for little known referents: a topic-based approach COLING 2016 Predictability of Distributional Semantics in Derivational Word Formation COLING 2016 Semantic Annotation Aggregation with Conditional Crowdsourcing Models and Word Embeddings COLING 2016 Sub-Word Similarity based Search for Embeddings: Inducing Rare-Word Embeddings for Word Similarity Tasks and Language Modelling COLING 2016 TextImager: a Distributed UIMA-based System for NLP COLING 2016 The Role of Wikipedia in Text Analysis and Retrieval COLING 2016 Towards Sub-Word Level Compositions for Sentiment Analysis of Hindi-English Code Mixed Text COLING 2016 Visual Word2Vec (vis-w2v): Learning Visually Grounded Word Embeddings Using Abstract Scenes CVPR 2016 Word Embeddings, Analogies, and Machine Learning: Beyond king - man + woman = queen COLING 2016 A Linear Dynamical System Model for Text ICML 2015 A Unified Framework for Jointly Learning Distributed Representations of Word and Attributes ACML 2015 From Word Embeddings To Document Distances ICML 2015 Model Selection for Topic Models via Spectral Decomposition AISTATS 2015 Skip-Thought Vectors NeurIPS 2015 A Multiplicative Model for Learning Distributed Text-Based Attribute Representations NeurIPS 2014 Analysis of Variational Bayesian Latent Dirichlet Allocation: Weaker Sparsity Than MAP NeurIPS 2014 An Autoencoder Approach to Learning Bilingual Word Representations NeurIPS 2014 Capturing Semantically Meaningful Word Dependencies with an Admixture of Poisson MRFs NeurIPS 2014 Learning a Concept Hierarchy from Multi-labeled Documents NeurIPS 2014 Neural Word Embedding as Implicit Matrix Factorization NeurIPS 2014 The Inverse Regression Topic Model ICML 2014