Can Large Language Models Faithfully Express Their Intrinsic Uncertainty
in Words?

Can Large Language Models Faithfully Express Their Intrinsic Uncertainty in Words?

27 May 2024

Papers citing "Can Large Language Models Faithfully Express Their Intrinsic Uncertainty in Words?"

13 / 13 papers shown

Title
What do Language Model Probabilities Represent? From Distribution Estimation to Response Prediction Eitan Wagner Omri Abend 39 0 0 04 May 2025
Entropy Heat-Mapping: Localizing GPT-Based OCR Errors with Sliding-Window Shannon Analysis Alexei Kaltchenko 48 0 0 30 Apr 2025
Generalization Bias in Large Language Model Summarization of Scientific Research Uwe Peters Benjamin Chin-Yee ELM 34 0 0 28 Mar 2025
Calibrating Verbal Uncertainty as a Linear Feature to Reduce Hallucinations Ziwei Ji L. Yu Yeskendir Koishekenov Yejin Bang Anthony Hartshorn Alan Schelten Cheng Zhang Pascale Fung Nicola Cancedda 51 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
Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models Javier Ferrando Oscar Obeso Senthooran Rajamanoharan Neel Nanda 82 10 0 21 Nov 2024
LLMs Know More Than They Show: On the Intrinsic Representation of LLM Hallucinations Hadas Orgad Michael Toker Zorik Gekhman Roi Reichart Idan Szpektor Hadas Kotek Yonatan Belinkov HILM AIFin 61 25 0 03 Oct 2024
From Loops to Oops: Fallback Behaviors of Language Models Under Uncertainty Maor Ivgi Ori Yoran Jonathan Berant Mor Geva HILM 60 8 0 08 Jul 2024
Does Fine-Tuning LLMs on New Knowledge Encourage Hallucinations? Zorik Gekhman G. Yona Roee Aharoni Matan Eyal Amir Feder Roi Reichart Jonathan Herzig 52 103 0 09 May 2024
Rejection Improves Reliability: Training LLMs to Refuse Unknown Questions Using RL from Knowledge Feedback Hongshen Xu Zichen Zhu Situo Zhang Da Ma Shuai Fan Lu Chen Kai Yu HILM 31 33 0 27 Mar 2024
Self-Alignment for Factuality: Mitigating Hallucinations in LLMs via Self-Evaluation Xiaoying Zhang Baolin Peng Ye Tian Jingyan Zhou Lifeng Jin Linfeng Song Haitao Mi Helen Meng HILM 42 43 0 14 Feb 2024
The Internal State of an LLM Knows When It's Lying A. Azaria Tom Michael Mitchell HILM 218 299 0 26 Apr 2023
Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity Yao Lu Max Bartolo Alastair Moore Sebastian Riedel Pontus Stenetorp AILaw LRM 279 1,121 0 18 Apr 2021