QA-GNN: Reasoning with Language Models and Knowledge Graphs for Question Answering NAACL

Michihiro Yasunaga | Hongyu Ren | Antoine Bosselut | Percy Liang | Jure Leskovec |

Swords: A Benchmark for Lexical Substitution with Improved Data Coverage and Quality NAACL

Mina Lee | Chris Donahue | Robin Jia | Alexander Iyabor | Percy Liang |

Conditional probing: measuring usable information beyond a baseline EMNLP

John Hewitt | Kawin Ethayarajh | Percy Liang | Christopher Manning |

LM-Critic: Language Models for Unsupervised Grammatical Error Correction EMNLP

Michihiro Yasunaga | Jure Leskovec | Percy Liang |

Prefix-Tuning: Optimizing Continuous Prompts for Generation ACL IJCNLP

Xiang Lisa Li | Percy Liang |

Robust Encodings: A Framework for Combating Adversarial Typos ACL

Erik Jones | Robin Jia | Aditi Raghunathan | Percy Liang |

ExpBERT: Representation Engineering with Natural Language Explanations ACL

Shikhar Murty | Pang Wei Koh | Percy Liang |

Enabling Language Models to Fill in the Blanks ACL

Chris Donahue | Mina Lee | Percy Liang |

Shaping Visual Representations with Language for Few-Shot Classification ACL

Jesse Mu | Percy Liang | Noah Goodman |

Selective Question Answering under Domain Shift ACL

Amita Kamath | Robin Jia | Percy Liang |

RNNs can generate bounded hierarchical languages with optimal memory EMNLP

John Hewitt | Michael Hahn | Surya Ganguli | Percy Liang | Christopher D. Manning |

On the Importance of Adaptive Data Collection for Extremely Imbalanced Pairwise Tasks EMNLP Findings

Stephen Mussmann | Robin Jia | Percy Liang |

Learning Adaptive Language Interfaces through Decomposition EMNLP intexsempar

Siddharth Karamcheti | Dorsa Sadigh | Percy Liang |

The EOS Decision and Length Extrapolation BlackboxNLP EMNLP

Benjamin Newman | John Hewitt | Percy Liang | Christopher D. Manning |

Task-Oriented Dialogue as Dataflow Synthesis TACL

Jacob Andreas | John Bufe | David Burkett | Charles Chen | Josh Clausman | Jean Crawford | Kate Crim | Jordan DeLoach | Leah Dorner | Jason Eisner | Hao Fang | Alan Guo | David Hall | Kristin Hayes | Kellie Hill | Diana Ho | Wendy Iwaszuk | Smriti Jha | Dan Klein | Jayant Krishnamurthy | Theo Lanman | Percy Liang | Christopher H. Lin | Ilya Lintsbakh | Andy McGovern | Aleksandr Nisnevich | Adam Pauls | Dmitrij Petters | Brent Read | Dan Roth | Subhro Roy | Jesse Rusak | Beth Short | Div Slomin | Ben Snyder | Stephon Striplin | Yu Su | Zachary Tellman | Sam Thomson | Andrei Vorobev | Izabela Witoszko | Jason Wolfe | Abby Wray | Yuchen Zhang | Alexander Zotov |

Designing and Interpreting Probes with Control Tasks EMNLP

John Hewitt | Percy Liang |

Certified Robustness to Adversarial Word Substitutions EMNLP

Robin Jia | Aditi Raghunathan | Kerem Göksel | Percy Liang |

Distributionally Robust Language Modeling EMNLP

Yonatan Oren | Shiori Sagawa | Tatsunori Hashimoto | Percy Liang |

Unifying Human and Statistical Evaluation for Natural Language Generation NAACL

Tatsunori Hashimoto | Hugh Zhang | Percy Liang |

Pun Generation with Surprise NAACL

He He | Nanyun Peng | Percy Liang |

Textual Analogy Parsing: What’s Shared and What’s Compared among Analogous Facts EMNLP

Matthew Lamm | Arun Chaganty | Christopher D. Manning | Dan Jurafsky | Percy Liang |

QuAC: Question Answering in Context EMNLP

Eunsol Choi | He He | Mohit Iyyer | Mark Yatskar | Wen-tau Yih | Yejin Choi | Percy Liang | Luke Zettlemoyer |

Decoupling Strategy and Generation in Negotiation Dialogues EMNLP

He He | Derek Chen | Anusha Balakrishnan | Percy Liang |

Mapping natural language commands to web elements EMNLP

Panupong Pasupat | Tian-Shun Jiang | Evan Liu | Kelvin Guu | Percy Liang |

Delete, Retrieve, Generate: a Simple Approach to Sentiment and Style Transfer NAACL

Juncen Li | Robin Jia | He He | Percy Liang |

The price of debiasing automatic metrics in natural language evalaution ACL

Arun Chaganty | Stephen Mussmann | Percy Liang |

Training Classifiers with Natural Language Explanations ACL

Braden Hancock | Paroma Varma | Stephanie Wang | Martin Bringmann | Percy Liang | Christopher Ré |

Know What You Don’t Know: Unanswerable Questions for SQuAD ACL

Pranav Rajpurkar | Robin Jia | Percy Liang |

Generating Sentences by Editing Prototypes TACL

Kelvin Guu | Tatsunori B. Hashimoto | Yonatan Oren | Percy Liang |

Planning, Inference and Pragmatics in Sequential Language Games TACL

Fereshte Khani | Noah D. Goodman | Percy Liang |

Importance sampling for unbiased on-demand evaluation of knowledge base population EMNLP

Arun Chaganty | Ashwin Paranjape | Percy Liang | Christopher D. Manning |

Macro Grammars and Holistic Triggering for Efficient Semantic Parsing EMNLP

Yuchen Zhang | Panupong Pasupat | Percy Liang |

Adversarial Examples for Evaluating Reading Comprehension Systems EMNLP

Robin Jia | Percy Liang |

Naturalizing a Programming Language via Interactive Learning ACL

Sida I. Wang | Samuel Ginn | Percy Liang | Christopher D. Manning |

From Language to Programs: Bridging Reinforcement Learning and Maximum Marginal Likelihood ACL

Kelvin Guu | Panupong Pasupat | Evan Liu | Percy Liang |

Learning Symmetric Collaborative Dialogue Agents with Dynamic Knowledge Graph Embeddings ACL

He He | Anusha Balakrishnan | Mihail Eric | Percy Liang |

SQuAD: 100,000+ Questions for Machine Comprehension of Text EMNLP

Pranav Rajpurkar | Jian Zhang | Konstantin Lopyrev | Percy Liang |

Data Recombination for Neural Semantic Parsing ACL

Robin Jia | Percy Liang |

Inferring Logical Forms From Denotations ACL

Panupong Pasupat | Percy Liang |

How Much is 131 Million Dollars? Putting Numbers in Perspective with Compositional Descriptions ACL

Arun Chaganty | Percy Liang |

Unanimous Prediction for 100% Precision with Application to Learning Semantic Mappings ACL

Fereshte Khani | Martin Rinard | Percy Liang |

Simpler Context-Dependent Logical Forms via Model Projections ACL

Reginald Long | Panupong Pasupat | Percy Liang |

Learning Language Games through Interaction ACL

Sida I. Wang | Percy Liang | Christopher D. Manning |

Traversing Knowledge Graphs in Vector Space EMNLP

Kelvin Guu | John Miller | Percy Liang |

Environment-Driven Lexicon Induction for High-Level Instructions ACL IJCNLP

Dipendra Kumar Misra | Kejia Tao | Percy Liang | Ashutosh Saxena |

Building a Semantic Parser Overnight ACL IJCNLP

Yushi Wang | Jonathan Berant | Percy Liang |

Compositional Semantic Parsing on Semi-Structured Tables ACL IJCNLP

Panupong Pasupat | Percy Liang |

Imitation Learning of Agenda-based Semantic Parsers TACL

Jonathan Berant | Percy Liang |

Proceedings of the 1st Workshop on Vector Space Modeling for Natural Language Processing LatentVar WS

Phil Blunsom | Shay Cohen | Paramveer Dhillon | Percy Liang |

Zero-shot Entity Extraction from Web Pages ACL

Panupong Pasupat | Percy Liang |

Semantic Parsing via Paraphrasing ACL

Jonathan Berant | Percy Liang |

Feature Noising for Log-Linear Structured Prediction EMNLP

Sida Wang | Mengqiu Wang | Stefan Wager | Percy Liang | Christopher D. Manning |

Semantic Parsing on Freebase from Question-Answer Pairs EMNLP

Jonathan Berant | Andrew Chou | Roy Frostig | Percy Liang |

Learning Dependency-Based Compositional Semantics CL

Percy Liang | Michael I. Jordan | Dan Klein |

Learning Dependency-Based Compositional Semantics ACL

Percy Liang | Michael Jordan | Dan Klein |

A Game-Theoretic Approach to Generating Spatial Descriptions EMNLP

Dave Golland | Percy Liang | Dan Klein |

A Simple Domain-Independent Probabilistic Approach to Generation EMNLP

Gabor Angeli | Percy Liang | Dan Klein |

Type-Based MCMC NAACL

Percy Liang | Michael I. Jordan | Dan Klein |

Online EM for Unsupervised Models NAACL

Percy Liang | Dan Klein |

Learning Semantic Correspondences with Less Supervision ACL IJCNLP

Percy Liang | Michael Jordan | Dan Klein |

Learning Bilingual Lexicons from Monolingual Corpora ACL

Aria Haghighi | Percy Liang | Taylor Berg-Kirkpatrick | Dan Klein |

Analyzing the Errors of Unsupervised Learning ACL

Percy Liang | Dan Klein |

The Infinite PCFG Using Hierarchical Dirichlet Processes CoNLL EMNLP

Percy Liang | Slav Petrov | Michael Jordan | Dan Klein |

A Probabilistic Approach to Diachronic Phonology CoNLL EMNLP

Alexandre Bouchard | Percy Liang | Thomas Griffiths | Dan Klein |

Alignment by Agreement HLT NAACL

Percy Liang | Ben Taskar | Dan Klein |

An End-to-End Discriminative Approach to Machine Translation ACL COLING

Percy Liang | Alexandre Bouchard-Côté | Dan Klein | Ben Taskar |