← Authors

Richard Socher

98 papers · 2009–2021 · 13 conferences · across top CS/AI conferences

Achievements

πŸ—ΊοΈ Taxonomy Completionist (28) 🌍 Conference Polyglot (13) 🧭 Keyword Pioneer 🐣 Hot Topic Early Bird 🐝 Cross-Pollinator (15) πŸƒ Academic Marathon (12) 🌈 Renaissance Researcher (9) πŸŒ‰ Interdisciplinary Bridge 🏠 Conference Loyalist (23) 🌟 Keyword Trendsetter Combo (16) 🀝 Dynamic Duo (68) πŸ‘‘ Triple Crown 🧬 Topic Evolution πŸ‘₯ Mega-Team (24) 🌱 Topic Pioneer πŸ† Keyword Champion πŸš€ Conference Pioneer πŸ”₯ Unstoppable (11) ❓ The Questioner ⚑ Prolific Year (27) πŸ’Ž Century Club (98) πŸ—ƒοΈ Keyword Collector (74) πŸ“ˆ Trend Setter

Conferences

EMNLP (23) ICLR (18) ACL (16) NIPS (13) ICML (7) CVPR (5) IJCNLP (5) NAACL (3) AISTATS (2) CONLL (2) INTERSPEECH (2) COLING (1) ICCV (1)

Top co-authors

Caiming Xiong (68) Christopher D. Manning (15) Xi Victoria Lin (10) Bryan McCann (9) Dragomir Radev (9) Nitish Shirish Keskar (9) Chien-Sheng Wu (8) Tao Yu (7) Rui Zhang (7) Yingbo Zhou (7)

Research topics

Privacy (1)

Keywords

transfer learning (7) neural network (6) representation learning (4) few-shot learning (4) language model (4) semantic parsing (4) attention mechanism (4) dialogue state tracking (4) weakly supervised learning (4) question answering (4) event detection (3) natural language inference (3) policy gradient (3) natural language generation (3) text classification (3) task-oriented dialogue (3) natural language processing (3) reinforcement learning (3) domain adaptation (3) text summarization (3)

Papers

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