The Troubling Emergence of Hallucination in Large Language Models -- An Extensive Definition, Quantification, and Prescriptive Remediations

8 October 2023

S.M. Towhidul Islam Tonmoy

Papers citing "The Troubling Emergence of Hallucination in Large Language Models -- An Extensive Definition, Quantification, and Prescriptive Remediations"

27 / 77 papers shown

Title
"Sorry, Come Again?" Prompting -- Enhancing Comprehension and Diminishing Hallucination with [PAUSE]-injected Optimal Paraphrasing Vipula Rawte Islam Tonmoy M. M. Zaman Prachi Priya Marcin Kardas Alan Schelten Ruan Silva LRM 33 1 0 27 Mar 2024
ILLUMINER: Instruction-tuned Large Language Models as Few-shot Intent Classifier and Slot Filler Paramita Mirza Viju Sudhi S. Sahoo Sinchana Ramakanth Bhat 25 4 0 26 Mar 2024
Visual Hallucination: Definition, Quantification, and Prescriptive Remediations Anku Rani Vipula Rawte Harshad Sharma Neeraj Anand Krishnav Rajbangshi Amit P. Sheth Amitava Das MLLM 70 6 0 26 Mar 2024
LLM-based agents for automating the enhancement of user story quality: An early report Zheying Zhang Maruf Rayhan Tomas Herda Manuel Goisauf Pekka Abrahamsson LLMAG 22 11 0 14 Mar 2024
Collaborative decoding of critical tokens for boosting factuality of large language models Lifeng Jin Baolin Peng Linfeng Song Haitao Mi Ye Tian Dong Yu HILM 27 6 0 28 Feb 2024
HypoTermQA: Hypothetical Terms Dataset for Benchmarking Hallucination Tendency of LLMs Cem Uluoglakci T. Taşkaya-Temizel HILM 35 2 0 25 Feb 2024
MoRAL: MoE Augmented LoRA for LLMs' Lifelong Learning Shu Yang Muhammad Asif Ali Cheng-Long Wang Lijie Hu Di Wang CLL MoE 37 38 0 17 Feb 2024
Do LLMs Know about Hallucination? An Empirical Investigation of LLM's Hidden States Hanyu Duan Yi Yang Kar Yan Tam HILM 27 28 0 15 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 38 22 0 04 Feb 2024
Hallucination is Inevitable: An Innate Limitation of Large Language Models Ziwei Xu Sanjay Jain Mohan S. Kankanhalli HILM LRM 71 218 0 22 Jan 2024
Large Language Models are Null-Shot Learners Pittawat Taveekitworachai Febri Abdullah R. Thawonmas LRM 26 2 0 16 Jan 2024
Prompting open-source and commercial language models for grammatical error correction of English learner text Christopher Davis Andrew Caines Oistein Andersen Shiva Taslimipoor H. Yannakoudakis Zheng Yuan Christopher Bryant Marek Rei P. Buttery 35 13 0 15 Jan 2024
Fine-grained Hallucination Detection and Editing for Language Models Abhika Mishra Akari Asai Vidhisha Balachandran Yizhong Wang Graham Neubig Yulia Tsvetkov Hannaneh Hajishirzi HILM 37 79 0 12 Jan 2024
A Comprehensive Survey of Hallucination Mitigation Techniques in Large Language Models S.M. Towhidul Islam Tonmoy S. M. M. Zaman Vinija Jain Anku Rani Vipula Rawte Aman Chadha Amitava Das HILM 43 184 0 02 Jan 2024
Evaluating and Enhancing Large Language Models for Conversational Reasoning on Knowledge Graphs Yuxuan Huang Lida Shi Anqi Liu Hao Xu LLMAG ELM KELM LRM 16 2 0 18 Dec 2023
Knowledge Trees: Gradient Boosting Decision Trees on Knowledge Neurons as Probing Classifier Sergey A. Saltykov 30 0 0 17 Dec 2023
Context Matters: Data-Efficient Augmentation of Large Language Models for Scientific Applications Xiang Li Haoran Tang Siyu Chen Ziwei Wang Anurag Maravi Marcin Abram 21 0 0 12 Dec 2023
Steering Llama 2 via Contrastive Activation Addition Nina Rimsky Nick Gabrieli Julian Schulz Meg Tong Evan Hubinger Alexander Matt Turner LLMSV 14 163 0 09 Dec 2023
Building Trustworthy NeuroSymbolic AI Systems: Consistency, Reliability, Explainability, and Safety Manas Gaur Amit P. Sheth 26 17 0 05 Dec 2023
FFT: Towards Harmlessness Evaluation and Analysis for LLMs with Factuality, Fairness, Toxicity Shiyao Cui Zhenyu Zhang Yilong Chen Wenyuan Zhang Tianyun Liu Siqi Wang Tingwen Liu 41 13 0 30 Nov 2023
UHGEval: Benchmarking the Hallucination of Chinese Large Language Models via Unconstrained Generation Xun Liang Shichao Song Simin Niu Zhiyu Li Zhiyu Li ... Zhaohui Wy Dawei He Peng Cheng Zhonghao Wang Haiying Deng HILM 34 19 0 26 Nov 2023
Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey Garima Agrawal Tharindu Kumarage Zeyad Alghami Huanmin Liu 37 81 0 14 Nov 2023
Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation Jiawei Liu Chun Xia Yuyao Wang Lingming Zhang ELM ALM 189 799 0 02 May 2023
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization Mengyao Cao Yue Dong Jackie C.K. Cheung HILM 178 146 0 30 Aug 2021
Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation Ofir Press Noah A. Smith M. Lewis 253 698 0 27 Aug 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 255 4,796 0 24 Feb 2021
Fine-Tuning Language Models from Human Preferences Daniel M. Ziegler Nisan Stiennon Jeff Wu Tom B. Brown Alec Radford Dario Amodei Paul Christiano G. Irving ALM 301 1,610 0 18 Sep 2019