Text Representation

Learning from Measurements in Crowdsourcing Models: Inferring Ground Truth from Diverse Annotation Types COLING 2018 Learning Gender-Neutral Word Embeddings EMNLP 2018 Learning Hidden Markov Models from Pairwise Co-occurrences with Application to Topic Modeling ICML 2018 Learning K-way D-dimensional Discrete Codes for Compact Embedding Representations ICML 2018 Learning Latent Semantic Annotations for Grounding Natural Language to Structured Data EMNLP 2018 Learning Word Embeddings for Low-Resource Languages by PU Learning NAACL 2018 Learning Word Meta-Embeddings by Autoencoding COLING 2018 Magnitude: A Fast, Efficient Universal Vector Embedding Utility Package EMNLP 2018 Mapping Text to Knowledge Graph Entities using Multi-Sense LSTMs EMNLP 2018 Marrying Universal Dependencies and Universal Morphology EMNLP 2018 Measuring Issue Ownership using Word Embeddings EMNLP 2018 Metric for Automatic Machine Translation Evaluation based on Universal Sentence Representations NAACL 2018 Mixed Membership Word Embeddings for Computational Social Science AISTATS 2018 Multi-lingual Common Semantic Space Construction via Cluster-consistent Word Embedding EMNLP 2018 Natural Language Inference with Definition Embedding Considering Context On the Fly ACL 2018 Neural Activation Semantic Models: Computational lexical semantic models of localized neural activations COLING 2018 Neural Latent Relational Analysis to Capture Lexical Semantic Relations in a Vector Space EMNLP 2018 OneStopEnglish corpus: A new corpus for automatic readability assessment and text simplification NAACL 2018 On Learning Better Embeddings from Chinese Clinical Records: Study on Combining In-Domain and Out-Domain Data ACL 2018 On the Dimensionality of Word Embedding NeurIPS 2018 On Tree-Based Neural Sentence Modeling EMNLP 2018 ParaNMT-50M: Pushing the Limits of Paraphrastic Sentence Embeddings with Millions of Machine Translations ACL 2018 Parsing Tweets into Universal Dependencies NAACL 2018 PhraseCTM: Correlated Topic Modeling on Phrases within Markov Random Fields ACL 2018 Phrase-level Self-Attention Networks for Universal Sentence Encoding EMNLP 2018