InternalInspector $I^2$: Robust Confidence Estimation in LLMs through
Internal States

InternalInspector $I^2$ : Robust Confidence Estimation in LLMs through Internal States

17 June 2024

Ming Jin

Lifu Huang

Papers citing "InternalInspector $I^2$: Robust Confidence Estimation in LLMs through Internal States"

7 / 7 papers shown

Title
Bi-directional Model Cascading with Proxy Confidence David Warren Mark Dras 44 0 0 27 Apr 2025
The Internal State of an LLM Knows When It's Lying A. Azaria Tom Michael Mitchell HILM 216 297 0 26 Apr 2023
Re-Examining Calibration: The Case of Question Answering Chenglei Si Chen Zhao Sewon Min Jordan L. Boyd-Graber 51 30 0 25 May 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 297 3,163 0 21 Mar 2022
Data Augmentation Approaches in Natural Language Processing: A Survey Bohan Li Yutai Hou Wanxiang Che 119 269 0 05 Oct 2021
Reducing conversational agents' overconfidence through linguistic calibration Sabrina J. Mielke Arthur Szlam Emily Dinan Y-Lan Boureau 203 152 0 30 Dec 2020
Calibration of Pre-trained Transformers Shrey Desai Greg Durrett UQLM 237 288 0 17 Mar 2020