Halo: Estimation and Reduction of Hallucinations in Open-Source Weak Large Language Models

22 August 2023

Yuxuan Wang

Papers citing "Halo: Estimation and Reduction of Hallucinations in Open-Source Weak Large Language Models"

26 / 26 papers shown

Title
Atomic Consistency Preference Optimization for Long-Form Question Answering Jingfeng Chen Raghuveer Thirukovalluru Junlin Wang Kaiwei Luo Bhuwan Dhingra KELM HILM 4 0 0 14 May 2025
Collu-Bench: A Benchmark for Predicting Language Model Hallucinations in Code Nan Jiang Qi Li Lin Tan Tianyi Zhang HILM 29 1 0 13 Oct 2024
Integrative Decoding: Improve Factuality via Implicit Self-consistency Yi Cheng Xiao Liang Yeyun Gong Wen Xiao Song Wang ... Wenjie Li Jian Jiao Qi Chen Peng Cheng Wayne Xiong HILM 54 1 0 02 Oct 2024
LLMs Can Check Their Own Results to Mitigate Hallucinations in Traffic Understanding Tasks Malsha Ashani Mahawatta Dona Beatriz Cabrero-Daniel Yinan Yu Christian Berger 37 1 0 19 Sep 2024
Knowledge Overshadowing Causes Amalgamated Hallucination in Large Language Models Yuji Zhang Sha Li Jiateng Liu Pengfei Yu Yi Ren Fung Jing Li Manling Li Heng Ji 29 10 0 10 Jul 2024
Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs Jannik Kossen Jiatong Han Muhammed Razzak Lisa Schut Shreshth A. Malik Yarin Gal HILM 46 33 0 22 Jun 2024
Estimating the Hallucination Rate of Generative AI Andrew Jesson Nicolas Beltran-Velez Quentin Chu Sweta Karlekar Jannik Kossen Yarin Gal John P. Cunningham David M. Blei 46 6 0 11 Jun 2024
When Can LLMs Actually Correct Their Own Mistakes? A Critical Survey of Self-Correction of LLMs Ryo Kamoi Yusen Zhang Nan Zhang Jiawei Han Rui Zhang LRM 40 57 0 03 Jun 2024
CodeHalu: Investigating Code Hallucinations in LLMs via Execution-based Verification Yuchen Tian Weixiang Yan Qian Yang Xuandong Zhao Qian Chen Ziyang Luo Lei Ma Lei Ma Dawn Song 21 7 0 30 Apr 2024
Evaluating Consistency and Reasoning Capabilities of Large Language Models Yash Saxena Sarthak Chopra Arunendra Mani Tripathi ELM LRM 30 5 0 25 Apr 2024
Fake Artificial Intelligence Generated Contents (FAIGC): A Survey of Theories, Detection Methods, and Opportunities Xiaomin Yu Yezhaohui Wang Yanfang Chen Zhen Tao Dinghao Xi Shichao Song Simin Niu Zhiyu Li 62 7 0 25 Apr 2024
Multicalibration for Confidence Scoring in LLMs Gianluca Detommaso Martín Bertrán Riccardo Fogliato Aaron Roth 24 12 0 06 Apr 2024
How Easy is It to Fool Your Multimodal LLMs? An Empirical Analysis on Deceptive Prompts Yusu Qian Haotian Zhang Yinfei Yang Zhe Gan 75 26 0 20 Feb 2024
Factuality of Large Language Models in the Year 2024 Yuxia Wang Minghan Wang Muhammad Arslan Manzoor Fei Liu Georgi Georgiev Rocktim Jyoti Das Preslav Nakov LRM HILM 30 7 0 04 Feb 2024
Building Guardrails for Large Language Models Yizhen Dong Ronghui Mu Gao Jin Yi Qi Jinwei Hu Xingyu Zhao Jie Meng Wenjie Ruan Xiaowei Huang OffRL 57 27 0 02 Feb 2024
Deficiency of Large Language Models in Finance: An Empirical Examination of Hallucination Haoqiang Kang Xiao-Yang Liu RALM 28 26 0 27 Nov 2023
UHGEval: Benchmarking the Hallucination of Chinese Large Language Models via Unconstrained Generation Xun Liang Shichao Song Simin Niu Zhiyu Li Feiyu Xiong ... Zhaohui Wy Dawei He Peng Cheng Zhonghao Wang Haiying Deng HILM 27 18 0 26 Nov 2023
Can LLM-Generated Misinformation Be Detected? Canyu Chen Kai Shu DeLMO 29 157 0 25 Sep 2023
A Survey of Hallucination in Large Foundation Models Vipula Rawte A. Sheth Amitava Das HILM LRM 23 342 0 12 Sep 2023
Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models Yue Zhang Yafu Li Leyang Cui Deng Cai Lemao Liu ... Longyue Wang A. Luu Wei Bi Freda Shi Shuming Shi RALM LRM HILM 41 518 0 03 Sep 2023
How Language Model Hallucinations Can Snowball Muru Zhang Ofir Press William Merrill Alisa Liu Noah A. Smith HILM LRM 78 252 0 22 May 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 233 2,232 0 22 Mar 2023
SelfCheckGPT: Zero-Resource Black-Box Hallucination Detection for Generative Large Language Models Potsawee Manakul Adian Liusie Mark J. F. Gales HILM LRM 150 390 0 15 Mar 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 4,048 0 24 May 2022
SKILL: Structured Knowledge Infusion for Large Language Models Fedor Moiseev Zhe Dong Enrique Alfonseca Martin Jaggi KELM 58 58 0 17 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 303 11,881 0 04 Mar 2022