Language Models with Conformal Factuality Guarantees

Language Models with Conformal Factuality Guarantees

15 February 2024

Christopher Mohri

Tatsunori Hashimoto

Papers citing "Language Models with Conformal Factuality Guarantees"

18 / 18 papers shown

Title
Bayesian Modeling of Zero-Shot Classifications for Urban Flood Detection Matt W Franchi N. Garg Wendy Ju Emma Pierson 55 1 0 18 Mar 2025
Don't lie to your friends: Learning what you know from collaborative self-play Jacob Eisenstein Reza Aghajani Adam Fisch Dheeru Dua Fantine Huot Mirella Lapata Vicky Zayats Jonathan Berant 72 0 0 18 Mar 2025
Conformal Prediction Sets Can Cause Disparate Impact Jesse C. Cresswell Bhargava Kumar Yi Sui Mouloud Belbahri FaML 84 1 0 17 Feb 2025
Conformal Risk Minimization with Variance Reduction Sima Noorani Orlando Romero Nicolò Dal Fabbro Hamed Hassani George Pappas 43 2 0 03 Nov 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 88 3 0 09 Oct 2024
Conformal Structured Prediction Botong Zhang Shuo Li Osbert Bastani 35 0 0 08 Oct 2024
Conformal Generative Modeling with Improved Sample Efficiency through Sequential Greedy Filtering Kemal Kurniawan Bernhard Schölkopf Michael Muehlebach 35 0 0 02 Oct 2024
Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees Yu Gui Ying Jin Zhimei Ren MedIm 38 18 0 16 May 2024
A Closer Look at Claim Decomposition Miriam Wanner Seth Ebner Zhengping Jiang Mark Dredze Benjamin Van Durme 49 18 0 18 Mar 2024
Non-Exchangeable Conformal Language Generation with Nearest Neighbors Dennis Ulmer Chrysoula Zerva André F. T. Martins 29 11 0 01 Feb 2024
Large Language Models for Robotics: A Survey Fanlong Zeng Wensheng Gan Yongheng Wang Ning Liu Philip S. Yu LM&Ro 124 125 0 13 Nov 2023
Conformal Language Modeling Victor Quach Adam Fisch Tal Schuster Adam Yala J. Sohn Tommi Jaakkola Regina Barzilay 79 55 0 16 Jun 2023
Conformal Nucleus Sampling Shauli Ravfogel Carlos Wert Carvajal M.F. Eggl UQLM 67 20 0 04 May 2023
ChatDoctor: A Medical Chat Model Fine-Tuned on a Large Language Model Meta-AI (LLaMA) Using Medical Domain Knowledge Yunxiang Li Zihan Li Kai Zhang Ruilong Dan Steven Jiang You Zhang LM&MA AI4MH 125 377 0 24 Mar 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 298 2,232 0 22 Mar 2023
SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models Potsawee Manakul Adian Liusie Mark J. F. Gales HILM LRM 152 391 0 15 Mar 2023
Rethinking with Retrieval: Faithful Large Language Model Inference Hangfeng He Hongming Zhang Dan Roth KELM LRM 141 157 0 31 Dec 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 314 3,248 0 21 Mar 2022