Grammar-Constrained Decoding for Structured NLP Tasks without Finetuning

23 May 2023

Papers citing "Grammar-Constrained Decoding for Structured NLP Tasks without Finetuning"

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Title
Semantic Probabilistic Control of Language Models Kareem Ahmed Catarina G Belém Padhraic Smyth Sameer Singh 35 0 0 04 May 2025
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 32 1 0 17 Apr 2025
Efficient and Asymptotically Unbiased Constrained Decoding for Large Language Models Haotian Ye Himanshu Jain Chong You A. Suresh Haowei Lin James Zou Felix X. Yu 31 0 0 12 Apr 2025
GraphRAFT: Retrieval Augmented Fine-Tuning for Knowledge Graphs on Graph Databases Alfred Clemedtson Borun Shi RALM 61 0 0 07 Apr 2025
Fast Controlled Generation from Language Models with Adaptive Weighted Rejection Sampling Benjamin Lipkin Benjamin LeBrun Jacob Hoover Vigly João Loula David R. MacIver ... Ryan Cotterell Vikash K. Mansinghka Timothy J. O'Donnell Alexander K. Lew Tim Vieira 24 0 0 07 Apr 2025
ADAPT: Actively Discovering and Adapting to Preferences for any Task Maithili Patel Xavier Puig Ruta Desai Roozbeh Mottaghi Sonia Chernova Joanne Truong Akshara Rai 36 0 0 05 Apr 2025
Constrained Language Generation with Discrete Diffusion Models Michael Cardei Jacob K Christopher Thomas Hartvigsen Brian Bartoldson B. Kailkhura Ferdinando Fioretto DiffM 55 0 0 12 Mar 2025
Using (Not so) Large Language Models for Generating Simulation Models in a Formal DSL -- A Study on Reaction Networks J. N. Kreikemeyer Miłosz Jankowski Pia Wilsdorf A. Uhrmacher 65 0 0 03 Mar 2025
Learning to Generate Structured Output with Schema Reinforcement Learning Y. Lu Haolun Li Xin Cong Zhong Zhang Yesai Wu Yankai Lin Zhiyuan Liu Fangming Liu Maosong Sun 39 1 0 26 Feb 2025
Shh, don't say that! Domain Certification in LLMs Cornelius Emde Alasdair Paren Preetham Arvind Maxime Kayser Tom Rainforth Thomas Lukasiewicz Bernard Ghanem Philip H. S. Torr Adel Bibi 45 1 0 26 Feb 2025
Lost in Space: Optimizing Tokens for Grammar-Constrained Decoding Sil Hamilton David Mimno 66 0 0 24 Feb 2025
Entity Decomposition with Filtering: A Zero-Shot Clinical Named Entity Recognition Framework Reza Averly Xia Ning 105 2 0 21 Feb 2025
Ontology-Guided, Hybrid Prompt Learning for Generalization in Knowledge Graph Question Answering Longquan Jiang Junbo Huang Cedric Moller Ricardo Usbeck 40 0 0 06 Feb 2025
SEAL: Speaker Error Correction using Acoustic-conditioned Large Language Models Anurag Kumar Rohit Paturi Amber Afshan S. Srinivasan 41 0 0 14 Jan 2025
Enhancing Mathematical Reasoning in LLMs with Background Operators Jiajun Chen Yik-Cheung Tam LRM 65 0 0 05 Dec 2024
From Language Models over Tokens to Language Models over Characters Tim Vieira Ben LeBrun Mario Giulianelli Juan Luis Gastaldi Brian DuSell John Terilla Timothy J. O'Donnell Ryan Cotterell 68 8 0 04 Dec 2024
To the Globe (TTG): Towards Language-Driven Guaranteed Travel Planning Da JU Song Jiang A. Cohen Aaron Foss Sasha Mitts ... Brandon Amos Xian Li Justine T Kao Maryam Fazel-Zarandi Yuandong Tian LLMAG 22 4 0 21 Oct 2024
Generating Driving Simulations via Conversation Rimvydas Rubavicius Antonio Valerio Miceli Barone A. Lascarides S. Ramamoorthy 18 0 0 13 Oct 2024
A Simple yet Effective Training-free Prompt-free Approach to Chinese Spelling Correction Based on Large Language Models Houquan Zhou Zhenghua Li Bo Zhang Chen Li Shaopeng Lai Ji Zhang Fei Huang M. Zhang LRM 25 2 0 05 Oct 2024
Approximately Aligned Decoding Daniel Melcer Sujan Kumar Gonugondla Pramuditha Perera Haifeng Qian Wen-Hao Chiang Yanjun Wang Nihal Jain Pranav Garg Xiaofei Ma Anoop Deoras 31 0 0 01 Oct 2024
Edit-Constrained Decoding for Sentence Simplification Tatsuya Zetsu Yuki Arase Tomoyuki Kajiwara 22 0 0 28 Sep 2024
Open-domain Implicit Format Control for Large Language Model Generation Yiqun Yao Wenjia Ma Xuezhi Fang Xin Jiang Xiang Li Xuying Meng Peng Han Jing Li Aixin Sun Yequan Wang 35 2 0 08 Aug 2024
StructuredRAG: JSON Response Formatting with Large Language Models Connor Shorten Charles Pierse Thomas Benjamin Smith Erika Cardenas Akanksha Sharma John Trengrove Bob van Luijt 16 4 0 07 Aug 2024
Grammar-based Game Description Generation using Large Language Models Tsunehiko Tanaka Edgar Simo-Serra 48 2 0 24 Jul 2024
FANTAstic SEquences and Where to Find Them: Faithful and Efficient API Call Generation through State-tracked Constrained Decoding and Reranking Zhuoer Wang Leonardo F. R. Ribeiro Alexandros Papangelis Rohan Mukherjee Tzu-Yen Wang Xinyan Zhao Arijit Biswas James Caverlee A. Metallinou 39 0 0 18 Jul 2024
Automata-based constraints for language model decoding Terry Koo Frederick Liu Luheng He AI4CE 34 16 0 11 Jul 2024
ConCodeEval: Evaluating Large Language Models for Code Constraints in Domain-Specific Languages Mehant Kammakomati Sameer Pimparkhede Srikanth G. Tamilselvam Prince Kumar Pushpak Bhattacharyya ALM 40 0 0 03 Jul 2024
Investigating Low-Cost LLM Annotation for~Spoken Dialogue Understanding Datasets Lucas Druart Valentin Vielzeuf Yannick Esteve 28 0 0 19 Jun 2024
Synthetic Programming Elicitation and Repair for Text-to-Code in Very Low-Resource Programming Languages Federico Mora Justin Wong Haley Lepe Sahil Bhatia Karim Elmaaroufi George Varghese Joseph E. Gonzalez Elizabeth Polgreen S. Seshia SyDa 24 3 0 05 Jun 2024
Grammar-Aligned Decoding Kanghee Park Jiayu Wang Taylor Berg-Kirkpatrick Nadia Polikarpova Loris Dántoni 29 9 0 31 May 2024
Logic Agent: Enhancing Validity with Logic Rule Invocation Hanmeng Liu Zhiyang Teng Chaoli Zhang Yue Zhang LRM LLMAG 22 4 0 28 Apr 2024
GraphER: A Structure-aware Text-to-Graph Model for Entity and Relation Extraction Urchade Zaratiana Nadi Tomeh Niama El Khbir Pierre Holat Thierry Charnois 36 1 0 18 Apr 2024
Autoformalizing Natural Language to First-Order Logic: A Case Study in Logical Fallacy Detection Abhinav Lalwani Lovish Chopra Christopher Hahn Caroline Trippel Zhijing Jin Mrinmaya Sachan LRM 24 1 0 18 Apr 2024
Guiding Large Language Models to Generate Computer-Parsable Content Jiaye Wang 21 3 0 08 Apr 2024
Towards Enabling FAIR Dataspaces Using Large Language Models Benedikt T. Arnold Johannes Theissen-Lipp D. Collarana Christoph Lange Sandra Geisler Edward Curry Stefan Decker 16 1 0 18 Mar 2024
SynCode: LLM Generation with Grammar Augmentation Shubham Ugare Tarun Suresh Hangoo Kang Sasa Misailovic Gagandeep Singh 32 12 0 03 Mar 2024
$L^*LM$ : Learning Automata from Examples using Natural Language Oracles Marcell Vazquez-Chanlatte Karim Elmaaroufi Stefan J. Witwicki S. Seshia 19 4 0 10 Feb 2024
Guiding LLMs The Right Way: Fast, Non-Invasive Constrained Generation Luca Beurer-Kellner Marc Fischer Martin Vechev 20 35 0 07 Feb 2024
Formal-LLM: Integrating Formal Language and Natural Language for Controllable LLM-based Agents Zelong Li Wenyue Hua Hao Wang He Zhu Yongfeng Zhang LLMAG 68 19 0 01 Feb 2024
Sketch-Guided Constrained Decoding for Boosting Blackbox Large Language Models without Logit Access Saibo Geng Berkay Döner Chris Wendler Martin Josifoski Robert West 33 3 0 18 Jan 2024
Comparing GPT-4 and Open-Source Language Models in Misinformation Mitigation Tyler Vergho Jean-Francois Godbout Reihaneh Rabbany Kellin Pelrine 21 8 0 12 Jan 2024
An Autoregressive Text-to-Graph Framework for Joint Entity and Relation Extraction Urchade Zaratiana Nadi Tomeh Pierre Holat Thierry Charnois 36 15 0 02 Jan 2024
GLiNER: Generalist Model for Named Entity Recognition using Bidirectional Transformer Urchade Zaratiana Nadi Tomeh Pierre Holat Thierry Charnois 29 31 0 14 Nov 2023
KCTS: Knowledge-Constrained Tree Search Decoding with Token-Level Hallucination Detection Sehyun Choi Tianqing Fang Zhaowei Wang Yangqiu Song 25 32 0 13 Oct 2023
Don't Fine-Tune, Decode: Syntax Error-Free Tool Use via Constrained Decoding Kexun Zhang Hongqiao Chen Lei Li W. Wang 35 4 0 10 Oct 2023
Exploiting Asymmetry for Synthetic Training Data Generation: SynthIE and the Case of Information Extraction Martin Josifoski Marija Sakota Maxime Peyrard Robert West SyDa 56 78 0 07 Mar 2023
ReFinED: An Efficient Zero-shot-capable Approach to End-to-End Entity Linking Tom Ayoola Shubhi Tyagi Joseph Fisher Christos Christodoulopoulos Andrea Pierleoni 37 83 0 08 Jul 2022
PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models Torsten Scholak Nathan Schucher Dzmitry Bahdanau 146 374 0 10 Sep 2021
Constrained Language Models Yield Few-Shot Semantic Parsers Richard Shin C. H. Lin Sam Thomson Charles C. Chen Subhro Roy Emmanouil Antonios Platanios Adam Pauls Dan Klein J. Eisner Benjamin Van Durme 290 198 0 18 Apr 2021
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,584 0 21 Jan 2020