Representation: Glove: Global Vectors for Word Representation. Pennington et-al 2014. Linguistic Regularities in Sparse and Explicit Word Representations. O. Levy and Y. Goldberg. CoNLL 2014 Skip-Thought Vectors. Kiros etal 2015. Order-Embeddings of Images and Language. Vendrov et-al 2015 Parsing: Danqi Chen and Christopher D. Manning. 2014. A Fast and Accurate Dependency Parser using Neural Networks. EMNLP 2014. Parsing with Compositional Vector Grammars. Socher et-al ACL 2013 Globally Normalized Transition-Based Neural Networks. Andor et-al 2016. Relation Extraction and Semantic Parsing: Learning 5000 Relational Extractors. Hoffmann et-al 2010. Learning to Map Sentences to Logical Form: Structured Classification with Probabilistic Categorial Grammars. Zettlemoyer and Collins, 2005 Neural Symbolic Machines: Learning Semantic Parsers on Freebase with Weak Supervision. Liang et-al 2017. Improving Information Extraction by Acquiring External Evidence with Reinforcement Learning. Narasimhan et-al 2016 Learning a Natural Language Interface with Neural Programmer. Neelakantan, et-al 2017. Textual Inference and Question Answering: Learning to Compose Neural Networks for Question Answering Andreas et-al NAACL 2016 SQuAD: 100,000+ Questions for Machine Comprehension of Text. EMNLP 2016 Reasoning about Entailment with Neural Attention. Rocktäschel et-al 2015 End-to-end Differentiable Proving. Rocktäschel et-al 2017 A large annotated corpus for learning natural language inference. Bowman et-al 2015. Easy Questions First? Curriculum Learning for Question Answering , M. Sachan and E.P. Xing. 2016. A Constituent-Centric Neural Architecture for Reading Comprehension. Xie and Xing. 2017 Noisy Language and Social NLP: Overcoming language variation in sentiment analysis with social attention. Yang et-al 2017 Leveraging Behavioral and Social Information for Weakly Supervised Collective Classification of Political Discourse on Twitter. Johnson et-al 2017 Identifying civilians killed by police with distantly supervised entity-event extraction. Keith et-al 2017. Echoes of Power: Language Effects and Power Differences in Social Interaction. Danescu-Niculescu-Mizil et-al . WWW 2012. Black Holes and White Rabbits: Metaphor Identification with Visual Features. Shutova et-al 2016. Feuding Families and Former Friends: Unsupervised Learning for Dynamic Fictional Relationships. Iyyer et-al 2016. NLP Applications: Summarization, Opinion mining, Sentiment: Modelling Compression with Discourse Constraints. Clarke et-al 2007 Jointly Learning to Extract and Compress. Berg-Kirkpatrick ACL 2011 A Neural Attention Model for Abstractive Sentence Summarization. Rush 2016. Joint Inference for Fine-grained Opinion Extraction. Yang et-al 2013 Learning + NLP: A Unified Architecture for Natural Language Processing: Deep Neural Networks with Multitask Learning. Collobert and Weston 2008. Sequence-to-Sequence Learning as Beam-Search Optimization. Bowman and Rush 2016. Dynamic Feature Selection for Dependency Parsing. He et-al 2013 Harnessing Deep Neural Networks with Logic Rules. Hu et-al 2016. Learning Dynamic Feature Selection for Fast Sequential Prediction. Strubell 2015 End-to-End Learning for Structured Prediction Energy Networks, Belanger et-al 2017 Mark Richardson and Pedro Domingos, Markov logic networks, Machine Learning, 2006. Monte Carlo MCMC: Efficient Inference by Approximate Sampling Singh et-al. 2012 Discriminative Learning over Constrained Latent Representations. Chang et-al 2010.