A Discriminative Graph-Based Parser for the Abstract Meaning Representation. - Jeffrey Flanigan; Sam Thomson; Jaime G. Carbonell; Chris Dyer; Noah A. Smith (ACL (1), 2014)

CMU: Arc-Factored, Discriminative Semantic Dependency Parsing. - Sam Thomson; Brendan O'Connor 001; Jeffrey Flanigan; David Bamman; Jesse Dodge; Swabha Swayamdipta; Nathan Schneider 001; Chris Dyer; Noah A. Smith (SemEval@COLING, 2014)

Frame-Semantic Role Labeling with Heterogeneous Annotations. - Meghana Kshirsagar 001; Sam Thomson; Nathan Schneider 001; Jaime G. Carbonell; Noah A. Smith; Chris Dyer (ACL (2), 2015)

Toward Abstractive Summarization Using Semantic Representations. - Fei Liu 004; Jeffrey Flanigan; Sam Thomson; Norman M. Sadeh; Noah A. Smith (HLT-NAACL, 2015)

Deep Multitask Learning for Semantic Dependency Parsing. - Hao Peng 009; Sam Thomson; Noah A. Smith (ACL (1), 2017)

Frame-Semantic Parsing with Softmax-Margin Segmental RNNs and a Syntactic Scaffold. - Swabha Swayamdipta; Sam Thomson; Chris Dyer; Noah A. Smith (CoRR, 2017)

Backpropagating through Structured Argmax using a SPIGOT. - Hao Peng 009; Sam Thomson; Noah A. Smith (ACL (1), 2018)

Bridging CNNs, RNNs, and Weighted Finite-State Machines. - Roy Schwartz 001; Sam Thomson; Noah A. Smith (ACL (1), 2018)

Neural Motifs: Scene Graph Parsing With Global Context. - Rowan Zellers; Mark Yatskar; Sam Thomson; Yejin Choi 001 (CVPR, 2018)

Rational Recurrences. - Hao Peng 009; Roy Schwartz 001; Sam Thomson; Noah A. Smith (EMNLP, 2018)

Syntactic Scaffolds for Semantic Structures. - Swabha Swayamdipta; Sam Thomson; Kenton Lee; Luke Zettlemoyer; Chris Dyer; Noah A. Smith (EMNLP, 2018)

Learning Joint Semantic Parsers from Disjoint Data. - Hao Peng 009; Sam Thomson; Swabha Swayamdipta; Noah A. Smith (NAACL-HLT, 2018)

SoPa: Bridging CNNs, RNNs, and Weighted Finite-State Machines. - Roy Schwartz 001; Sam Thomson; Noah A. Smith (CoRR, 2018)

Task-Oriented Dialogue as Dataflow Synthesis. - Jacob Andreas; John Bufe; David Burkett; Charles Chen; Josh Clausman; Jean Crawford; Kate Crim; Jordan DeLoach; Leah Dorner; Jason Eisner; Hao Fang 002; Alan Guo; et al. (Trans. Assoc. Comput. Linguistics, 2020)

Value-Agnostic Conversational Semantic Parsing. - Emmanouil Antonios Platanios; Adam Pauls; Subhro Roy; Yuchen Zhang 002; Alexander Kyte; Alan Guo; Sam Thomson; Jayant Krishnamurthy; Jason Andrew Wolfe; Jacob Andreas; Dan Klein 001 (ACL/IJCNLP (1), 2021)

Constrained Language Models Yield Few-Shot Semantic Parsers. - Richard Shin; Christopher H. Lin; Sam Thomson; Charles Chen; Subhro Roy; Emmanouil Antonios Platanios; Adam Pauls; Dan Klein 001; Jason Eisner; Benjamin Van Durme (EMNLP (1), 2021)

Compositional Generalization for Neural Semantic Parsing via Span-level Supervised Attention. - Pengcheng Yin; Hao Fang 002; Graham Neubig; Adam Pauls; Emmanouil Antonios Platanios; Yu Su 001; Sam Thomson; Jacob Andreas (NAACL-HLT, 2021)

Guided K-best Selection for Semantic Parsing Annotation. - Anton Belyy; Chieh-Yang Huang; Jacob Andreas; Emmanouil Antonios Platanios; Sam Thomson; Richard Shin; Subhro Roy; Aleksandr Nisnevich; Charles Chen; Benjamin Van Durme (ACL (demo), 2022)

Online Semantic Parsing for Latency Reduction in Task-Oriented Dialogue. - Jiawei Zhou; Jason Eisner; Michael Newman; Emmanouil Antonios Platanios; Sam Thomson (ACL (1), 2022)

When More Data Hurts: A Troubling Quirk in Developing Broad-Coverage Natural Language Understanding Systems. - Elias Stengel-Eskin; Emmanouil Antonios Platanios; Adam Pauls; Sam Thomson; Hao Fang 002; Benjamin Van Durme; Jason Eisner; Yu Su 001 (EMNLP, 2022)

BenchCLAMP: A Benchmark for Evaluating Language Models on Semantic Parsing. - Subhro Roy; Sam Thomson; Tongfei Chen; Richard Shin; Adam Pauls; Jason Eisner; Benjamin Van Durme (CoRR, 2022)

Toward Interactive Dictation. - Belinda Z. Li; Jason Eisner; Adam Pauls; Sam Thomson (ACL (1), 2023)

BenchCLAMP: A Benchmark for Evaluating Language Models on Syntactic and Semantic Parsing. - Subhro Roy; Samuel Thomson; Tongfei Chen; Richard Shin; Adam Pauls; Jason Eisner; Benjamin Van Durme (NeurIPS, 2023)

Language-to-Code Translation with a Single Labeled Example. - Kaj Bostrom; Harsh Jhamtani; Hao Fang 002; Sam Thomson; Richard Shin; Patrick Xia 002; Benjamin Van Durme; Jason Eisner; Jacob Andreas (EMNLP, 2024)

Encoding and Decoding Graph Representations of Natural Language - Sam Thomson (2024)

MICE for CATs: Model-Internal Confidence Estimation for Calibrating Agents with Tools. - Nishant Subramani; Jason Eisner; Justin Svegliato; Benjamin Van Durme; Yu Su 001; Sam Thomson (NAACL (Long Papers), 2025)