Conformal Nucleus Sampling

Conformal Nucleus Sampling

4 May 2023

Shauli Ravfogel

Carlos Wert Carvajal

Papers citing "Conformal Nucleus Sampling"

18 / 18 papers shown

Title
Leveraging LLMs for Predicting Unknown Diagnoses from Clinical Notes Dina Albassam Adam Cross Chengxiang Zhai 39 0 0 28 Mar 2025
Synthesize, Partition, then Adapt: Eliciting Diverse Samples from Foundation Models Yeming Wen Swarat Chaudhuri 34 0 0 11 Nov 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 166 3 0 09 Oct 2024
CONTESTS: a Framework for Consistency Testing of Span Probabilities in Language Models Eitan Wagner Yuli Slavutsky Omri Abend 26 1 0 30 Sep 2024
Calibrated Large Language Models for Binary Question Answering Patrizio Giovannotti Alexander Gammerman 36 1 0 01 Jul 2024
To Believe or Not to Believe Your LLM Yasin Abbasi-Yadkori Ilja Kuzborskij András György Csaba Szepesvári UQCV 61 42 0 04 Jun 2024
Robustifying Safety-Aligned Large Language Models through Clean Data Curation Xiaoqun Liu Jiacheng Liang Muchao Ye Zhaohan Xi AAML 53 18 0 24 May 2024
Conformal Prediction for Natural Language Processing: A Survey Margarida M. Campos António Farinhas Chrysoula Zerva Mário A. T. Figueiredo André F. T. Martins AI4CE 52 14 0 03 May 2024
Mitigating LLM Hallucinations via Conformal Abstention Yasin Abbasi-Yadkori Ilja Kuzborskij David Stutz András György Adam Fisch ... Wei-Hung Weng Yao-Yuan Yang Csaba Szepesvári A. Cemgil Nenad Tomašev HILM 49 12 0 04 Apr 2024
Priority Sampling of Large Language Models for Compilers Dejan Grubisic Chris Cummins Volker Seeker Hugh Leather 44 6 0 28 Feb 2024
Language Models with Conformal Factuality Guarantees Christopher Mohri Tatsunori Hashimoto HILM 44 34 0 15 Feb 2024
Benchmarking LLMs via Uncertainty Quantification Fanghua Ye Mingming Yang Jianhui Pang Longyue Wang Derek F. Wong Emine Yilmaz Shuming Shi Zhaopeng Tu ELM 25 47 0 23 Jan 2024
Conformal Autoregressive Generation: Beam Search with Coverage Guarantees Nicolas Deutschmann Marvin Alberts María Rodríguez Martínez UQLM 45 11 0 07 Sep 2023
Uncertainty in Natural Language Generation: From Theory to Applications Joris Baan Nico Daheim Evgenia Ilia Dennis Ulmer Haau-Sing Li Raquel Fernández Barbara Plank Rico Sennrich Chrysoula Zerva Wilker Aziz UQLM 37 40 0 28 Jul 2023
Conformal Language Modeling Victor Quach Adam Fisch Tal Schuster Adam Yala J. Sohn Tommi Jaakkola Regina Barzilay 85 56 0 16 Jun 2023
Conformalizing Machine Translation Evaluation Chrysoula Zerva André F.T. Martins 27 3 0 09 Jun 2023
Evaluating Machine Translation Quality with Conformal Predictive Distributions Patrizio Giovannotti UQLM 32 7 0 02 Jun 2023
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 264 4,532 0 23 Jan 2020