Deficiency of Large Language Models in Finance: An Empirical Examination of Hallucination

27 November 2023

Papers citing "Deficiency of Large Language Models in Finance: An Empirical Examination of Hallucination"

16 / 16 papers shown

Title
Finetune-RAG: Fine-Tuning Language Models to Resist Hallucination in Retrieval-Augmented Generation Zhan Peng Lee Andre Lin Calvin Tan RALM HILM 29 0 0 16 May 2025
Won: Establishing Best Practices for Korean Financial NLP Guijin Son Hyunwoo Ko Haneral Jung Chami Hwang 49 0 0 23 Mar 2025
Bridging Language Models and Financial Analysis Alejandro Lopez-Lira Jihoon Kwon Sangwoon Yoon Jy-yong Sohn Chanyeol Choi AIFin 41 0 0 14 Mar 2025
Self-Memory Alignment: Mitigating Factual Hallucinations with Generalized Improvement Siyuan Zhang Y. Zhang Yinpeng Dong Hang Su HILM KELM 191 0 0 26 Feb 2025
Position: Standard Benchmarks Fail -- LLM Agents Present Overlooked Risks for Financial Applications Zichen Chen Jiaao Chen Jianda Chen Misha Sra ELM 36 1 0 21 Feb 2025
Valuable Hallucinations: Realizable Non-realistic Propositions Qiucheng Chen Bo Wang LRM 59 0 0 16 Feb 2025
Unveiling and Consulting Core Experts in Retrieval-Augmented MoE-based LLMs Xin Zhou Ping Nie Yiwen Guo Haojie Wei Zhanqiu Zhang Pasquale Minervini Ruotian Ma Tao Gui Qi Zhang Xuanjing Huang MoE 44 0 0 20 Oct 2024
NoVo: Norm Voting off Hallucinations with Attention Heads in Large Language Models Zheng Yi Ho Siyuan Liang Sen Zhang Yibing Zhan Dacheng Tao 31 2 0 11 Oct 2024
HALO: Hallucination Analysis and Learning Optimization to Empower LLMs with Retrieval-Augmented Context for Guided Clinical Decision Making Sumera Anjum Hanzhi Zhang Wenjun Zhou Eun Jin Paek Xiaopeng Zhao Yunhe Feng 31 1 0 16 Sep 2024
LLMs Will Always Hallucinate, and We Need to Live With This Sourav Banerjee Ayushi Agarwal Saloni Singla HILM LRM 26 35 0 09 Sep 2024
It Cannot Be Right If It Was Written by AI: On Lawyers' Preferences of Documents Perceived as Authored by an LLM vs a Human Jakub Harasta Tereza Novotná Jaromír Šavelka ELM 42 6 0 09 Jul 2024
Confabulation: The Surprising Value of Large Language Model Hallucinations Peiqi Sui Eamon Duede Sophie Wu Richard Jean So HILM LLMAG 32 18 0 06 Jun 2024
ERBench: An Entity-Relationship based Automatically Verifiable Hallucination Benchmark for Large Language Models Jio Oh Soyeon Kim Junseok Seo Jindong Wang Ruochen Xu Xing Xie Steven Euijong Whang 38 1 0 08 Mar 2024
FinTral: A Family of GPT-4 Level Multimodal Financial Large Language Models Gagan Bhatia El Moatez Billah Nagoudi Hasan Cavusoglu Muhammad Abdul-Mageed AIFin 34 18 0 16 Feb 2024
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 171 631 0 17 Oct 2023
Enhancing Financial Sentiment Analysis via Retrieval Augmented Large Language Models Boyu Zhang Hongyang Yang Tianyu Zhou Muhammad Ali Babar Xiao-Yang Liu AIFin 56 105 0 06 Oct 2023