MIH-TCCT: Mitigating Inconsistent Hallucinations in LLMs via Event-Driven Text-Code Cyclic Training

13 February 2025

Papers citing "MIH-TCCT: Mitigating Inconsistent Hallucinations in LLMs via Event-Driven Text-Code Cyclic Training"

30 / 30 papers shown

Title
FaithBench: A Diverse Hallucination Benchmark for Summarization by Modern LLMs F. S. Bao Miaoran Li Renyi Qu Ge Luo Erana Wan ... Ruixuan Tu Chenyu Xu Matthew Gonzales Ofer Mendelevitch Amin Ahmad VLM HILM 60 3 0 17 Oct 2024
ANAH-v2: Scaling Analytical Hallucination Annotation of Large Language Models Yuzhe Gu Ziwei Ji Wenwei Zhang Chengqi Lyu Dahua Lin Kai Chen HILM 59 5 0 05 Jul 2024
Faithful Logical Reasoning via Symbolic Chain-of-Thought Jundong Xu Hao Fei Liangming Pan Qian Liu Mong Li Lee Wynne Hsu OffRL LRM LLMAG 80 57 0 28 May 2024
Key-Point-Driven Data Synthesis with its Enhancement on Mathematical Reasoning Yiming Huang Xiao Liu Yeyun Gong Zhibin Gou Yelong Shen Nan Duan Weizhu Chen AIMat LRM 61 37 0 04 Mar 2024
MathGenie: Generating Synthetic Data with Question Back-translation for Enhancing Mathematical Reasoning of LLMs Zimu Lu Aojun Zhou Houxing Ren Ke Wang Weikang Shi Junting Pan Mingjie Zhan Hongsheng Li SyDa LRM 62 45 0 26 Feb 2024
OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning Dataset Shubham Toshniwal Ivan Moshkov Mehrzad Samadi Daria Gitman Fei Jia Igor Gitman 52 80 0 15 Feb 2024
A Survey on Large Language Model Hallucination via a Creativity Perspective Xuhui Jiang Yuxing Tian Fengrui Hua Chengjin Xu Yuanzhuo Wang Jian Guo LRM 45 24 0 02 Feb 2024
Mistral 7B Albert Q. Jiang Alexandre Sablayrolles A. Mensch Chris Bamford Devendra Singh Chaplot ... Teven Le Scao Thibaut Lavril Thomas Wang Timothée Lacroix William El Sayed MoE LRM 46 2,102 0 10 Oct 2023
Summarization is (Almost) Dead Xiao Pu Mingqi Gao Xiaojun Wan HILM 86 40 0 18 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 Anh Tuan Luu Wei Bi Freda Shi Shuming Shi RALM LRM HILM 77 540 0 03 Sep 2023
Lost in the Middle: How Language Models Use Long Contexts Nelson F. Liu Kevin Lin John Hewitt Ashwin Paranjape Michele Bevilacqua Fabio Petroni Percy Liang RALM 84 1,521 0 06 Jul 2023
AlignScore: Evaluating Factual Consistency with a Unified Alignment Function Yuheng Zha Yichi Yang Ruichen Li Zhiting Hu HILM 59 192 0 26 May 2023
Self-contradictory Hallucinations of Large Language Models: Evaluation, Detection and Mitigation Niels Mündler Jingxuan He Slobodan Jenko Martin Vechev HILM 53 113 0 25 May 2023
Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical Reasoning Liangming Pan Alon Albalak Xinyi Wang William Yang Wang ReLM LRM AI4CE 60 252 0 20 May 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 861 13,788 0 15 Mar 2023
STREET: A Multi-Task Structured Reasoning and Explanation Benchmark D. Ribeiro Shen Wang Xiaofei Ma He Zhu Rui Dong ... William Yang Wang Zhiheng Huang George Karypis Bing Xiang Dan Roth LRM ReLM 40 23 0 13 Feb 2023
Detecting and Mitigating Hallucinations in Machine Translation: Model Internal Workings Alone Do Well, Sentence Similarity Even Better David Dale Elena Voita Loïc Barrault Marta R. Costa-jussá HILM 138 70 0 16 Dec 2022
Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks Wenhu Chen Xueguang Ma Xinyi Wang William W. Cohen ReLM ReCod LRM 133 774 0 22 Nov 2022
Towards a Unified Multi-Dimensional Evaluator for Text Generation Ming Zhong Yang Liu Da Yin Yuning Mao Yizhu Jiao Peng Liu Chenguang Zhu Heng Ji Jiawei Han ELM 64 263 0 13 Oct 2022
Language Models of Code are Few-Shot Commonsense Learners Aman Madaan Shuyan Zhou Uri Alon Yiming Yang Graham Neubig ReLM LRM 82 215 0 13 Oct 2022
FOLIO: Natural Language Reasoning with First-Order Logic Simeng Han Hailey Schoelkopf Yilun Zhao Zhenting Qi Martin Riddell ... Yingbo Zhou Caiming Xiong Rex Ying Arman Cohan Dragomir R. Radev ReLM LRM 58 100 0 02 Sep 2022
CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning Hung Le Yue Wang Akhilesh Deepak Gotmare Silvio Savarese Guosheng Lin SyDa ALM 173 247 0 05 Jul 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 616 9,009 0 28 Jan 2022
RuleBert: Teaching Soft Rules to Pre-trained Language Models Mohammed Saeed N. Ahmadi Preslav Nakov Paolo Papotti LRM 277 32 0 24 Sep 2021
Explaining Answers with Entailment Trees Bhavana Dalvi Peter Alexander Jansen Oyvind Tafjord Zhengnan Xie Hannah Smith Leighanna Pipatanangkura Peter Clark ReLM FAtt LRM 272 186 0 17 Apr 2021
AR-LSAT: Investigating Analytical Reasoning of Text Wanjun Zhong Siyuan Wang Duyu Tang Zenan Xu Daya Guo Jiahai Wang Jian Yin Ming Zhou Nan Duan ELM 95 43 0 14 Apr 2021
QMSum: A New Benchmark for Query-based Multi-domain Meeting Summarization Ming Zhong Da Yin Tao Yu A. Zaidi Mutethia Mutuma ... Ahmed Hassan Awadallah Asli Celikyilmaz Yang Liu Xipeng Qiu Dragomir R. Radev RALM 76 330 0 13 Apr 2021
ReClor: A Reading Comprehension Dataset Requiring Logical Reasoning Weihao Yu Zihang Jiang Yanfei Dong Jiashi Feng LRM 101 247 0 11 Feb 2020
Adversarial NLI: A New Benchmark for Natural Language Understanding Yixin Nie Adina Williams Emily Dinan Joey Tianyi Zhou Jason Weston Douwe Kiela 101 991 0 31 Oct 2019
A Thorough Examination of the CNN/Daily Mail Reading Comprehension Task Danqi Chen Jason Bolton Christopher D. Manning ELM 59 566 0 09 Jun 2016