Richard Socher

BERTology Meets Biology: Interpreting Attention in Protein Language Models ICLR 2021 Catastrophic Fisher Explosion: Early Phase Fisher Matrix Impacts Generalization ICML 2021 DART: Open-Domain Structured Data Record to Text Generation NAACL 2021 Evaluating State-of-the-Art Classification Models Against Bayes Optimality NeurIPS 2021 GeDi: Generative Discriminator Guided Sequence Generation EMNLP 2021 GraPPa: Grammar-Augmented Pre-Training for Table Semantic Parsing ICLR 2021 WOAD: Weakly Supervised Online Action Detection in Untrimmed Videos CVPR 2021 An Investigation of Phone-Based Subword Units for End-to-End Speech Recognition Interspeech 2020 A Simple Language Model for Task-Oriented Dialogue NeurIPS 2020 Assessing Local Generalization Capability in Deep Models AISTATS 2020 Bridging Textual and Tabular Data for Cross-Domain Text-to-SQL Semantic Parsing EMNLP 2020 Composed Variational Natural Language Generation for Few-shot Intents EMNLP 2020 Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference EMNLP 2020 DivideMix: Learning with Noisy Labels as Semi-supervised Learning ICLR 2020 ERASER: A Benchmark to Evaluate Rationalized NLP Models ACL 2020 ESPRIT: Explaining Solutions to Physical Reasoning Tasks ACL 2020 Evaluating the Factual Consistency of Abstractive Text Summarization EMNLP 2020 Explicit Memory Tracker with Coarse-to-Fine Reasoning for Conversational Machine Reading ACL 2020 Explore, Discover and Learn: Unsupervised Discovery of State-Covering Skills ICML 2020 Find or Classify? Dual Strategy for Slot-Value Predictions on Multi-Domain Dialog State Tracking COLING 2020 It’s Morphin’ Time! Combating Linguistic Discrimination with Inflectional Perturbations ACL 2020 Learning From Noisy Anchors for One-Stage Object Detection CVPR 2020 Learning to Retrieve Reasoning Paths over Wikipedia Graph for Question Answering ICLR 2020 Non-Autoregressive Dialog State Tracking ICLR 2020 Online Structured Meta-learning NeurIPS 2020 Photon: A Robust Cross-Domain Text-to-SQL System ACL 2020 Simple Data Augmentation with the Mask Token Improves Domain Adaptation for Dialog Act Tagging EMNLP 2020 Sketch-Fill-A-R: A Persona-Grounded Chit-Chat Generation Framework ACL 2020 Theory-Inspired Path-Regularized Differential Network Architecture Search NeurIPS 2020 The Thieves on Sesame Street are Polyglots - Extracting Multilingual Models from Monolingual APIs EMNLP 2020 TOD-BERT: Pre-trained Natural Language Understanding for Task-Oriented Dialogue EMNLP 2020 Towards Understanding Hierarchical Learning: Benefits of Neural Representations NeurIPS 2020 Tree-Structured Attention with Hierarchical Accumulation ICLR 2020 Universal Natural Language Processing with Limited Annotations: Try Few-shot Textual Entailment as a Start EMNLP 2020 A Closer Look at Deep Learning Heuristics: Learning rate restarts, Warmup and Distillation ICLR 2019 AdaFrame: Adaptive Frame Selection for Fast Video Recognition CVPR 2019 A High-Quality Multilingual Dataset for Structured Documentation Translation ACL 2019 Augmented Cyclic Adversarial Learning for Low Resource Domain Adaptation ICLR 2019 BERT is Not an Interlingua and the Bias of Tokenization EMNLP 2019 Coarse-grain Fine-grain Coattention Network for Multi-evidence Question Answering ICLR 2019 Competitive experience replay ICLR 2019 CoSQL: A Conversational Text-to-SQL Challenge Towards Cross-Domain Natural Language Interfaces to Databases EMNLP 2019 Editing-Based SQL Query Generation for Cross-Domain Context-Dependent Questions EMNLP 2019 Explain Yourself! Leveraging Language Models for Commonsense Reasoning ACL 2019 Global-to-local Memory Pointer Networks for Task-Oriented Dialogue ICLR 2019 Keeping Your Distance: Solving Sparse Reward Tasks Using Self-Balancing Shaped Rewards NeurIPS 2019 Learn to Grow: A Continual Structure Learning Framework for Overcoming Catastrophic Forgetting ICML 2019 Neural Text Summarization: A Critical Evaluation EMNLP 2019 On the Generalization Gap in Reparameterizable Reinforcement Learning ICML 2019 Self-Monitoring Navigation Agent via Auxiliary Progress Estimation ICLR 2019 SParC: Cross-Domain Semantic Parsing in Context ACL 2019 StartNet: Online Detection of Action Start in Untrimmed Videos ICCV 2019 Taming MAML: Efficient unbiased meta-reinforcement learning ICML 2019 Transferable Multi-Domain State Generator for Task-Oriented Dialogue Systems ACL 2019 WSLLN:Weakly Supervised Natural Language Localization Networks EMNLP 2019 A Deep Reinforced Model for Abstractive Summarization ICLR 2018 A Multi-Discriminator CycleGAN for Unsupervised Non-Parallel Speech Domain Adaptation Interspeech 2018 DCN+: Mixed Objective And Deep Residual Coattention for Question Answering ICLR 2018 Efficient and Robust Question Answering from Minimal Context over Documents ACL 2018 End-to-End Dense Video Captioning With Masked Transformer CVPR 2018 Global-Locally Self-Attentive Encoder for Dialogue State Tracking ACL 2018 Hierarchical and Interpretable Skill Acquisition in Multi-task Reinforcement Learning ICLR 2018 Improving Abstraction in Text Summarization EMNLP 2018 Interpretable Counting for Visual Question Answering ICLR 2018 Multi-Hop Knowledge Graph Reasoning with Reward Shaping EMNLP 2018 Non-Autoregressive Neural Machine Translation ICLR 2018 Regularizing and Optimizing LSTM Language Models ICLR 2018 A Joint Many-Task Model: Growing a Neural Network for Multiple NLP Tasks EMNLP 2017 Knowing When to Look: Adaptive Attention via a Visual Sentinel for Image Captioning CVPR 2017 Learned in Translation: Contextualized Word Vectors NeurIPS 2017 Ask Me Anything: Dynamic Memory Networks for Natural Language Processing ICML 2016 Dynamic Memory Networks for Visual and Textual Question Answering ICML 2016 Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks ACL 2015 A Neural Network for Factoid Question Answering over Paragraphs EMNLP 2014 Global Belief Recursive Neural Networks NeurIPS 2014 GloVe: Global Vectors for Word Representation EMNLP 2014 Better Word Representations with Recursive Neural Networks for Morphology CoNLL 2013 Bilingual Word Embeddings for Phrase-Based Machine Translation EMNLP 2013 Deep Learning for NLP (without Magic) NAACL 2013 Parsing with Compositional Vector Grammars ACL 2013 Proceedings of the 2013 NAACL HLT Student Research Workshop NAACL 2013 Reasoning With Neural Tensor Networks for Knowledge Base Completion NeurIPS 2013 Recursive Deep Models for Semantic Compositionality Over a Sentiment Treebank EMNLP 2013 Zero-Shot Learning Through Cross-Modal Transfer NeurIPS 2013 Convolutional-Recursive Deep Learning for 3D Object Classification NeurIPS 2012 Deep Learning for NLP (without Magic) ACL 2012 Improving Word Representations via Global Context and Multiple Word Prototypes ACL 2012 Semantic Compositionality through Recursive Matrix-Vector Spaces EMNLP 2012 Dynamic Pooling and Unfolding Recursive Autoencoders for Paraphrase Detection NeurIPS 2011 Semi-Supervised Recursive Autoencoders for Predicting Sentiment Distributions EMNLP 2011 Spectral Chinese Restaurant Processes: Nonparametric Clustering Based on Similarities AISTATS 2011 A Bayesian Analysis of Dynamics in Free Recall NeurIPS 2009