Guiding LLMs The Right Way: Fast, Non-Invasive Constrained Generation

7 February 2024

Martin Vechev

Papers citing "Guiding LLMs The Right Way: Fast, Non-Invasive Constrained Generation"

25 / 25 papers shown

Title
SLOT: Structuring the Output of Large Language Models Darren Yow-Bang Wang Zhengyuan Shen Soumya Smruti Mishra Zhichao Xu Yifei Teng Haibo Ding LLMAG 30 0 0 06 May 2025
Avoid Recommending Out-of-Domain Items: Constrained Generative Recommendation with LLMs Hao Liao Wensheng Lu Jianxun Lian Mingqi Wu Shuo Wang Y. Zhang Yitian Huang Mingyang Zhou Xing Xie 12 0 0 06 May 2025
Semantic Probabilistic Control of Language Models Kareem Ahmed Catarina G Belém Padhraic Smyth Sameer Singh 37 0 0 04 May 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
Large Language Models as Span Annotators Zdeněk Kasner Vilém Zouhar Patrícia Schmidtová Ivan Kartáč Kristýna Onderková Ondřej Plátek Dimitra Gkatzia Saad Mahamood Ondrej Dusek Simone Balloccu ALM 30 0 0 11 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
GraphRAFT: Retrieval Augmented Fine-Tuning for Knowledge Graphs on Graph Databases Alfred Clemedtson Borun Shi RALM 61 0 0 07 Apr 2025
OpeNLGauge: An Explainable Metric for NLG Evaluation with Open-Weights LLMs Ivan Kartáč Mateusz Lango Ondrej Dusek ELM 49 1 0 14 Mar 2025
A City of Millions: Mapping Literary Social Networks At Scale Sil Hamilton Rebecca M. M. Hicke David M. Mimno Matthew Wilkens GNN 112 1 0 26 Feb 2025
Lost in Space: Optimizing Tokens for Grammar-Constrained Decoding Sil Hamilton David Mimno 68 0 0 24 Feb 2025
Reliable Text-to-SQL with Adaptive Abstention Kaiwen Chen Yueting Chen Xiaohui Yu Nick Koudas RALM 34 0 0 18 Jan 2025
Formal Mathematical Reasoning: A New Frontier in AI Kaiyu Yang Gabriel Poesia Jingxuan He Wenda Li Kristin Lauter Swarat Chaudhuri Dawn Song LRM AI4CE 82 20 0 20 Dec 2024
Constrained Decoding with Speculative Lookaheads Nishanth Nakshatri Shamik Roy Rajarshi Das Suthee Chaidaroon Leonid Boytsov Rashmi Gangadharaiah 72 0 0 09 Dec 2024
Structured Object Language Modeling (SoLM): Native Structured Objects Generation Conforming to Complex Schemas with Self-Supervised Denoising A. Tavanaei Kee Kiat Koo Hayreddin Ceker Shaobai Jiang Qi Li Julien Han Karim Bouyarmane 57 0 0 28 Nov 2024
CATP-LLM: Empowering Large Language Models for Cost-Aware Tool Planning Duo Wu J. Wang Yuan Meng Yanning Zhang Le Sun Zhi Wang 138 0 0 25 Nov 2024
Software Performance Engineering for Foundation Model-Powered Software (FMware) Haoxiang Zhang Shi Chang Arthur Leung Kishanthan Thangarajah Boyuan Chen Hanan Lutfiyya Ahmed E. Hassan 63 1 0 14 Nov 2024
Trustful LLMs: Customizing and Grounding Text Generation with Knowledge Bases and Dual Decoders Xiaofeng Zhu Jaya Krishna Mandivarapu HILM 39 0 0 12 Nov 2024
Moral Alignment for LLM Agents Elizaveta Tennant Stephen Hailes Mirco Musolesi 35 0 0 02 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
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
Breaking the Hourglass Phenomenon of Residual Quantization: Enhancing the Upper Bound of Generative Retrieval Zhirui Kuai Hongxun Zhou Huimu Wang Mingming Li Dadong Miao ... Jiaxing Wang Ye Yuan Lin Liu Songlin Wang Jingwei Zhuo 30 0 0 31 Jul 2024
Segment Any Text: A Universal Approach for Robust, Efficient and Adaptable Sentence Segmentation Markus Frohmann Igor Sterner Ivan Vulić Benjamin Minixhofer Markus Schedl VLM 41 13 0 24 Jun 2024
SynCode: LLM Generation with Grammar Augmentation Shubham Ugare Tarun Suresh Hangoo Kang Sasa Misailovic Gagandeep Singh 32 12 0 03 Mar 2024
On the Challenges and Opportunities in Generative AI Laura Manduchi Kushagra Pandey Robert Bamler Ryan Cotterell Sina Daubener ... F. Wenzel Frank Wood Stephan Mandt Vincent Fortuin Vincent Fortuin 56 17 0 28 Feb 2024
PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models Torsten Scholak Nathan Schucher Dzmitry Bahdanau 146 374 0 10 Sep 2021