Large language model validity via enhanced conformal prediction methods

14 June 2024

Papers citing "Large language model validity via enhanced conformal prediction methods"

11 / 11 papers shown

Title
PCS-UQ: Uncertainty Quantification via the Predictability-Computability-Stability Framework Abhineet Agarwal Michael Xiao Rebecca L. Barter Omer Ronen Boyu Fan Bin Yu 34 0 0 13 May 2025
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
Conformal Risk Minimization with Variance Reduction Sima Noorani Orlando Romero Nicolò Dal Fabbro Hamed Hassani George Pappas 43 2 0 03 Nov 2024
C-Adapter: Adapting Deep Classifiers for Efficient Conformal Prediction Sets Kangdao Liu Hao Zeng Jianguo Huang Huiping Zhuang Chi-Man Vong Hongxin Wei 69 4 0 12 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
Posterior Conformal Prediction Yao Zhang Emmanuel J. Candès 32 1 0 29 Sep 2024
K-QA: A Real-World Medical Q&A Benchmark Itay Manes Naama Ronn David Cohen Ran Ilan Ber Zehavi Horowitz-Kugler Gabriel Stanovsky LM&MA HILM AI4MH 22 11 0 25 Jan 2024
Conformal Language Modeling Victor Quach Adam Fisch Tal Schuster Adam Yala J. Sohn Tommi Jaakkola Regina Barzilay 77 55 0 16 Jun 2023
The Internal State of an LLM Knows When It's Lying A. Azaria Tom Michael Mitchell HILM 218 299 0 26 Apr 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
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 100 125 0 03 Oct 2021