Language Modeling

CUED@WMT19:EWC&LMs ACL 2019 Cyclical Annealing Schedule: A Simple Approach to Mitigating KL Vanishing NAACL 2019 Deep Equilibrium Models NeurIPS 2019 Deep Residual Output Layers for Neural Language Generation ICML 2019 Diachronic Sense Modeling with Deep Contextualized Word Embeddings: An Ecological View ACL 2019 Discourse Representation Parsing for Sentences and Documents ACL 2019 Distributionally Robust Language Modeling EMNLP 2019 Do We Really Need Fully Unsupervised Cross-Lingual Embeddings? EMNLP 2019 Effective Sentence Scoring Method Using BERT for Speech Recognition ACML 2019 Enabling Real-time Neural IME with Incremental Vocabulary Selection NAACL 2019 Energy and Policy Considerations for Deep Learning in NLP ACL 2019 Entity Decisions in Neural Language Modelling: Approaches and Problems NAACL 2019 Experimenting with Power Divergences for Language Modeling EMNLP 2019 Exploiting Invertible Decoders for Unsupervised Sentence Representation Learning ACL 2019 fairseq: A Fast, Extensible Toolkit for Sequence Modeling NAACL 2019 Fast and Simple Mixture of Softmaxes with BPE and Hybrid-LightRNN for Language Generation AAAI 2019 Fine-tune BERT with Sparse Self-Attention Mechanism EMNLP 2019 Flambé: A Customizable Framework for Machine Learning Experiments ACL 2019 Generalization in Generation: A closer look at Exposure Bias EMNLP 2019 Generating Sentences from Disentangled Syntactic and Semantic Spaces ACL 2019 Global Autoregressive Models for Data-Efficient Sequence Learning CoNLL 2019 Group, Extract and Aggregate: Summarizing a Large Amount of Finance News for Forex Movement Prediction EMNLP 2019 Hierarchical Representation in Neural Language Models: Suppression and Recovery of Expectations ACL 2019 How Contextual are Contextualized Word Representations? Comparing the Geometry of BERT, ELMo, and GPT-2 Embeddings EMNLP 2019 How Pre-trained Word Representations Capture Commonsense Physical Comparisons EMNLP 2019