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Calibrating Verbal Uncertainty as a Linear Feature to Reduce Hallucinations
v1v2 (latest)

Calibrating Verbal Uncertainty as a Linear Feature to Reduce Hallucinations

18 March 2025
Ziwei Ji
L. Yu
Yeskendir Koishekenov
Yejin Bang
Anthony Hartshorn
Alan Schelten
Cheng Zhang
Pascale Fung
Nicola Cancedda
ArXiv (abs)PDFHTML

Papers citing "Calibrating Verbal Uncertainty as a Linear Feature to Reduce Hallucinations"

17 / 67 papers shown
Title
Elastic Weight Removal for Faithful and Abstractive Dialogue Generation
Elastic Weight Removal for Faithful and Abstractive Dialogue Generation
Nico Daheim
Nouha Dziri
Mrinmaya Sachan
Iryna Gurevych
Edoardo Ponti
MoMe
103
31
0
30 Mar 2023
Navigating the Grey Area: How Expressions of Uncertainty and
  Overconfidence Affect Language Models
Navigating the Grey Area: How Expressions of Uncertainty and Overconfidence Affect Language Models
Kaitlyn Zhou
Dan Jurafsky
Tatsunori Hashimoto
121
69
0
26 Feb 2023
Semantic Uncertainty: Linguistic Invariances for Uncertainty Estimation
  in Natural Language Generation
Semantic Uncertainty: Linguistic Invariances for Uncertainty Estimation in Natural Language Generation
Lorenz Kuhn
Y. Gal
Sebastian Farquhar
UQLM
230
311
0
19 Feb 2023
A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on
  Reasoning, Hallucination, and Interactivity
A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity
Yejin Bang
Samuel Cahyawijaya
Nayeon Lee
Wenliang Dai
Dan Su
...
Tiezheng Yu
Willy Chung
Quyet V. Do
Yan Xu
Pascale Fung
ReLMLRM
153
1,396
0
08 Feb 2023
Discovering Latent Knowledge in Language Models Without Supervision
Discovering Latent Knowledge in Language Models Without Supervision
Collin Burns
Haotian Ye
Dan Klein
Jacob Steinhardt
158
386
0
07 Dec 2022
RHO ($ρ$): Reducing Hallucination in Open-domain Dialogues with
  Knowledge Grounding
RHO (ρρρ): Reducing Hallucination in Open-domain Dialogues with Knowledge Grounding
Ziwei Ji
Zihan Liu
Nayeon Lee
Tiezheng Yu
Bryan Wilie
Mini Zeng
Pascale Fung
HILM
86
55
0
03 Dec 2022
Toy Models of Superposition
Toy Models of Superposition
Nelson Elhage
Tristan Hume
Catherine Olsson
Nicholas Schiefer
T. Henighan
...
Sam McCandlish
Jared Kaplan
Dario Amodei
Martin Wattenberg
C. Olah
AAMLMILM
200
380
0
21 Sep 2022
Language Models (Mostly) Know What They Know
Language Models (Mostly) Know What They Know
Saurav Kadavath
Tom Conerly
Amanda Askell
T. Henighan
Dawn Drain
...
Nicholas Joseph
Benjamin Mann
Sam McCandlish
C. Olah
Jared Kaplan
ELM
143
834
0
11 Jul 2022
Teaching Models to Express Their Uncertainty in Words
Teaching Models to Express Their Uncertainty in Words
Stephanie C. Lin
Jacob Hilton
Owain Evans
OOD
107
425
0
28 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models
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
ReLMBDLLRMAI4CE
573
3,749
0
21 Mar 2022
Survey of Hallucination in Natural Language Generation
Survey of Hallucination in Natural Language Generation
Ziwei Ji
Nayeon Lee
Rita Frieske
Tiezheng Yu
D. Su
...
Delong Chen
Wenliang Dai
Ho Shu Chan
Andrea Madotto
Pascale Fung
HILMLRM
274
2,461
0
08 Feb 2022
A Survey of Uncertainty in Deep Neural Networks
A Survey of Uncertainty in Deep Neural Networks
J. Gawlikowski
Cedrique Rovile Njieutcheu Tassi
Mohsin Ali
Jongseo Lee
Matthias Humt
...
R. Roscher
Muhammad Shahzad
Wen Yang
R. Bamler
Xiaoxiang Zhu
BDLUQCVOOD
242
1,168
0
07 Jul 2021
On Hallucination and Predictive Uncertainty in Conditional Language
  Generation
On Hallucination and Predictive Uncertainty in Conditional Language Generation
Yijun Xiao
Wenjie Wang
HILM
167
192
0
28 Mar 2021
Controlling Hallucinations at Word Level in Data-to-Text Generation
Controlling Hallucinations at Word Level in Data-to-Text Generation
Clément Rebuffel
Marco Roberti
Laure Soulier
Geoffrey Scoutheeten
R. Cancelliere
Patrick Gallinari
69
68
0
04 Feb 2021
Reducing conversational agents' overconfidence through linguistic
  calibration
Reducing conversational agents' overconfidence through linguistic calibration
Sabrina J. Mielke
Arthur Szlam
Emily Dinan
Y-Lan Boureau
310
171
0
30 Dec 2020
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for
  Reading Comprehension
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension
Mandar Joshi
Eunsol Choi
Daniel S. Weld
Luke Zettlemoyer
RALM
263
2,694
0
09 May 2017
Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word
  Embeddings
Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings
Tolga Bolukbasi
Kai-Wei Chang
James Zou
Venkatesh Saligrama
Adam Kalai
CVBMFaML
118
3,161
0
21 Jul 2016
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