Constrained Language Models Yield Few-Shot Semantic Parsers

18 April 2021

Emmanouil Antonios Platanios

Papers citing "Constrained Language Models Yield Few-Shot Semantic Parsers"

50 / 59 papers shown

Title
Syntactic and Semantic Control of Large Language Models via Sequential Monte Carlo João Loula Benjamin LeBrun Li Du Ben Lipkin Clemente Pasti ... Ryan Cotterel Vikash K. Mansinghka Alexander K. Lew Tim Vieira Timothy J. O'Donnell 34 1 0 17 Apr 2025
SR-LLM: Rethinking the Structured Representation in Large Language Model Jiahuan Zhang Tianheng Wang Hanqing Wu Ziyi Huang Yulong Wu Dongbai Chen Linfeng Song Yue Zhang Guozheng Rao Kaicheng Yu 50 1 0 21 Feb 2025
Compositional Instruction Following with Language Models and Reinforcement Learning Vanya Cohen Geraud Nangue Tasse N. Gopalan Steven D. James Matthew C. Gombolay Ray Mooney Benjamin Rosman 71 0 0 21 Jan 2025
Semantic Parsing with Candidate Expressions for Knowledge Base Question Answering Daehwan Nam Gary Geunbae Lee 38 0 0 01 Oct 2024
KALE-LM: Unleash The Power Of AI For Science Via Knowledge And Logic Enhanced Large Model Weichen Dai Yezeng Chen Zijie Dai Zhijie Huang Yong-Jin Liu ... Chengli Zhong Xinhe Li Zeyu Wang Zhuoying Feng Yi Zhou 35 0 0 27 Sep 2024
Understanding Epistemic Language with a Language-augmented Bayesian Theory of Mind Lance Ying Tan Zhi-Xuan Lionel Wong Vikash K. Mansinghka J. Tenenbaum 55 1 0 21 Aug 2024
Grammar-based Game Description Generation using Large Language Models Tsunehiko Tanaka Edgar Simo-Serra 59 2 0 24 Jul 2024
VRSD: Rethinking Similarity and Diversity for Retrieval in Large Language Models Hang Gao Yongfeng Zhang 43 2 0 05 Jul 2024
Large Language Models as Evaluators for Recommendation Explanations Xiaoyu Zhang Yishan Li Jiayin Wang Bowen Sun Weizhi Ma Peijie Sun Min Zhang LRM ELM 48 12 0 05 Jun 2024
Potential and Limitations of LLMs in Capturing Structured Semantics: A Case Study on SRL Ning Cheng Zhaohui Yan Ziming Wang Zhijie Li Jiaming Yu Zilong Zheng Kewei Tu Jinan Xu Wenjuan Han 39 5 0 10 May 2024
LLMs in the Imaginarium: Tool Learning through Simulated Trial and Error Boshi Wang Hao Fang Jason Eisner Benjamin Van Durme Yu-Chuan Su CLL 29 7 0 07 Mar 2024
A Comprehensive Survey on Process-Oriented Automatic Text Summarization with Exploration of LLM-Based Methods Hanlei Jin Yang Zhang Dan Meng Jun Wang Jinghua Tan 68 80 0 05 Mar 2024
Sketch-Guided Constrained Decoding for Boosting Blackbox Large Language Models without Logit Access Saibo Geng Berkay Döner Chris Wendler Martin Josifoski Robert West 40 3 0 18 Jan 2024
How Proficient Are Large Language Models in Formal Languages? An In-Depth Insight for Knowledge Base Question Answering Jinxi Liu S. Cao Jiaxin Shi Tingjian Zhang Lunyiu Nie Linmei Hu Lei Hou Juanzi Li ELM 27 3 0 11 Jan 2024
Faithful Persona-based Conversational Dataset Generation with Large Language Models Pegah Jandaghi XiangHai Sheng Xinyi Bai Jay Pujara Hakim Sidahmed 29 21 0 15 Dec 2023
Get the gist? Using large language models for few-shot decontextualization Benjamin Kane Lenhart Schubert BDL 16 0 0 10 Oct 2023
Reranking for Natural Language Generation from Logical Forms: A Study based on Large Language Models Levon Haroutunian Zhuang Li Lucian Galescu Philip R. Cohen Raj Tumuluri Gholamreza Haffari LRM 26 1 0 21 Sep 2023
Coupling Large Language Models with Logic Programming for Robust and General Reasoning from Text Zhun Yang Adam Ishay Joohyung Lee LRM ELM 33 51 0 15 Jul 2023
Efficient Semiring-Weighted Earley Parsing Andreas Opedal Ran Zmigrod Tim Vieira Ryan Cotterell Jason Eisner 16 2 0 06 Jul 2023
World Models for Math Story Problems Andreas Opedal Niklas Stoehr Abulhair Saparov Mrinmaya Sachan ReLM 36 12 0 07 Jun 2023
Grammar-Constrained Decoding for Structured NLP Tasks without Finetuning Saibo Geng Martin Josifosky Maxime Peyrard Robert West 39 59 0 23 May 2023
How Do In-Context Examples Affect Compositional Generalization? Shengnan An Zeqi Lin Qiang Fu B. Chen Nanning Zheng Jian-Guang Lou Dongmei Zhang 34 49 0 08 May 2023
Data-Efficient Learning of Natural Language to Linear Temporal Logic Translators for Robot Task Specification Jiayi Pan Glen Chou Dmitry Berenson 23 35 0 09 Mar 2023
LabelPrompt: Effective Prompt-based Learning for Relation Classification Wenbo Zhang Xiaoning Song Zhenhua Feng Tianyang Xu Xiaojun Wu VLM 35 4 0 16 Feb 2023
Global Constraints with Prompting for Zero-Shot Event Argument Classification Zizheng Lin Hongming Zhang Yangqiu Song 37 16 0 09 Feb 2023
Towards Knowledge-Intensive Text-to-SQL Semantic Parsing with Formulaic Knowledge Longxu Dou Yan Gao Xuqi Liu Mingyang Pan Dingzirui Wang Wanxiang Che Dechen Zhan Min-Yen Kan Jian-Guang Lou 26 13 0 03 Jan 2023
AnyTOD: A Programmable Task-Oriented Dialog System Jeffrey Zhao Yuan Cao Raghav Gupta Harrison Lee Abhinav Rastogi Mingqiu Wang H. Soltau Izhak Shafran Yonghui Wu VLM 28 10 0 20 Dec 2022
Don't Generate, Discriminate: A Proposal for Grounding Language Models to Real-World Environments Yu Gu Xiang Deng Yu-Chuan Su LLMAG 42 52 0 19 Dec 2022
Prompting Is Programming: A Query Language for Large Language Models Luca Beurer-Kellner Marc Fischer Martin Vechev LRM 45 94 0 12 Dec 2022
A Short Survey of Systematic Generalization Yuanpeng Li AI4CE 38 1 0 22 Nov 2022
On the Compositional Generalization Gap of In-Context Learning Arian Hosseini Ankit Vani Dzmitry Bahdanau Alessandro Sordoni Aaron C. Courville 21 24 0 15 Nov 2022
Calibrated Interpretation: Confidence Estimation in Semantic Parsing Elias Stengel-Eskin Benjamin Van Durme UQLM 41 24 0 14 Nov 2022
Learning to Decompose: Hypothetical Question Decomposition Based on Comparable Texts Ben Zhou Kyle Richardson Xiaodong Yu Dan Roth ReLM 32 19 0 30 Oct 2022
TIARA: Multi-grained Retrieval for Robust Question Answering over Large Knowledge Bases Yiheng Shu Zhiwei Yu Yuhan Li Börje F. Karlsson Tingting Ma Yuzhong Qu Chin-Yew Lin 35 68 0 24 Oct 2022
RARR: Researching and Revising What Language Models Say, Using Language Models Luyu Gao Zhuyun Dai Panupong Pasupat Anthony Chen Arun Tejasvi Chaganty ... Vincent Zhao Ni Lao Hongrae Lee Da-Cheng Juan Kelvin Guu HILM KELM 41 256 0 17 Oct 2022
Rethinking the Event Coding Pipeline with Prompt Entailment C. Lefebvre Niklas Stoehr 16 6 0 11 Oct 2022
A No-Code Low-Code Paradigm for Authoring Business Automations Using Natural Language Michael Desmond E. Duesterwald Vatche Isahagian Vinod Muthusamy 24 3 0 15 Jul 2022
A Flexible Schema-Guided Dialogue Management Framework: From Friendly Peer to Virtual Standardized Cancer Patient Benjamin Kane Catherine Giugno Len Schubert K. Haut Caleb Wohn E. Hoque 14 1 0 15 Jul 2022
Non-Programmers Can Label Programs Indirectly via Active Examples: A Case Study with Text-to-SQL Ruiqi Zhong Charles Burton Snell Dan Klein Jason Eisner 19 8 0 25 May 2022
Addressing Resource and Privacy Constraints in Semantic Parsing Through Data Augmentation Kevin Yang Olivia Deng Charles C. Chen Richard Shin Subhro Roy Benjamin Van Durme 43 10 0 18 May 2022
Compositional Task-Oriented Parsing as Abstractive Question Answering Wenting Zhao Konstantine Arkoudas Weiqiong Sun Claire Cardie 21 13 0 04 May 2022
Evaluating Prompts Across Multiple Choice Tasks In a Zero-Shot Setting Gabriel Orlanski LRM 19 2 0 29 Mar 2022
ThingTalk: An Extensible, Executable Representation Language for Task-Oriented Dialogues M. Lam Giovanni Campagna M. Moradshahi Sina J. Semnani Silei Xu 13 7 0 23 Mar 2022
Dialogue Summaries as Dialogue States (DS2), Template-Guided Summarization for Few-shot Dialogue State Tracking Jamin Shin Hangyeol Yu Hyeongdon Moon Andrea Madotto Juneyoung Park 24 29 0 03 Mar 2022
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models Tianbao Xie Chen Henry Wu Peng Shi Ruiqi Zhong Torsten Scholak ... Lingpeng Kong Rui Zhang Noah A. Smith Luke Zettlemoyer Tao Yu LMTD 28 297 0 16 Jan 2022
Learning To Retrieve Prompts for In-Context Learning Ohad Rubin Jonathan Herzig Jonathan Berant VPVLM RALM 14 666 0 16 Dec 2021
Recent Advances in Natural Language Processing via Large Pre-Trained Language Models: A Survey Bonan Min Hayley L Ross Elior Sulem Amir Pouran Ben Veyseh Thien Huu Nguyen Oscar Sainz Eneko Agirre Ilana Heinz Dan Roth LM&MA VLM AI4CE 74 1,030 0 01 Nov 2021
The Power of Prompt Tuning for Low-Resource Semantic Parsing Nathan Schucher Siva Reddy H. D. Vries VLM 114 36 0 16 Oct 2021
On The Ingredients of an Effective Zero-shot Semantic Parser Pengcheng Yin John Wieting Avirup Sil Graham Neubig 50 15 0 15 Oct 2021
DeepA2: A Modular Framework for Deep Argument Analysis with Pretrained Neural Text2Text Language Models Gregor Betz Kyle Richardson 22 8 0 04 Oct 2021