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Reliably generating structured outputs has become a critical capability for modern language model (LM) applications.
The largest collection of independent json schemas in the world
Schema Store Org · 2014
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A General-Purpose Algorithm for Constrained Sequential Inference
Daniel Deutsch, Shyam Upadhyay, and Dan Roth · 2019
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Draft 2020-12: Json schema core specification
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Mohamed Amine Baazizi, Dario Colazzo, Giorgio Ghelli, Carlo Sartiani, and Stefanie Scherzinger · 2021
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Iglu central
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ans-schema
The Washington Post · 2022
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SGLang: Efficient Execution of Structured Language Model Programs, June 2024
Lianmin Zheng, Liangsheng Yin, Zhiqiang Xie, Chuyue Sun, Jeff Huang, Cody Hao Yu, Shiyi Cao, Christos Kozyrakis, Ion Stoica, Joseph E. Gonzalez, Clark Barrett, and Ying Sheng · 2022
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Prompting Is Programming: A Query Language for Large Language Models
Luca Beurer-Kellner, Marc Fischer, and Martin Vechev · 2023
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Grammar-constrained decoding for structured NLP tasks without finetuning
Saibo Geng, Martin Josifoski, Maxime Peyrard, and Robert West · 2023
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Michael Kuchnik, Virginia Smith, and George Amvrosiadis · 2023
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Toolformer: Language Models Can Teach Themselves to Use Tools
Timo Schick, Jane Dwivedi-Yu, Roberto Dessi, Roberta Raileanu, Maria Lomeli, Eric Hambro, Luke Zettlemoyer, Nicola Cancedda, and Thomas Scialom · 2023
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Brandon T. Willard and Rémi Louf · 2023
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"We Need Structured Output": Towards User-centered Constraints on Large Language Model Output
Michael Xieyang Liu, Frederick Liu, Alexander J. Fiannaca, Terry Koo, Lucas Dixon, Michael Terry, and Carrie J. Cai · 2024
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Subhro Roy, Sam Thomson, Tongfei Chen, Richard Shin, Adam Pauls, Jason Eisner, and Benjamin Van Durme · 2024
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Let me speak freely? a study on the impact of format restrictions on large language model performance
Zhi Rui Tam, Cheng-Kuang Wu, Yi-Lin Tsai, Chieh-Yen Lin, Hung-yi Lee, and Yun-Nung Chen · 2024
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Struc-Bench: Are Large Language Models Good at Generating Complex Structured Tabular Data?
Xiangru Tang, Yiming Zong, Jason Phang, Yilun Zhao, Wangchunshu Zhou, Arman Cohan, and Mark Gerstein · 2024
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