Large Language Models for Mathematical Reasoning: Progresses and Challenges

31 January 2024

Papers citing "Large Language Models for Mathematical Reasoning: Progresses and Challenges"

41 / 91 papers shown

Title
DLP-LoRA: Efficient Task-Specific LoRA Fusion with a Dynamic, Lightweight Plugin for Large Language Models Yuxuan Zhang Ruizhe Li MoMe 58 0 0 02 Oct 2024
Reasoning Elicitation in Language Models via Counterfactual Feedback Alihan Hüyük Xinnuo Xu Jacqueline Maasch Aditya V. Nori Javier González ReLM LRM 241 1 0 02 Oct 2024
Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely Siyun Zhao Yuqing Yang Zilong Wang Zhiyuan He Luna Qiu Lili Qiu SyDa RALM 3DV 51 36 0 23 Sep 2024
The Impact of Large Language Models in Academia: from Writing to Speaking Mingmeng Geng Caixi Chen Yanru Wu Dongping Chen Yao Wan Pan Zhou 30 8 0 20 Sep 2024
Jailbreaking Large Language Models with Symbolic Mathematics Emet Bethany Mazal Bethany Juan Arturo Nolazco Flores S. Jha Peyman Najafirad AAML 26 3 0 17 Sep 2024
Harmonic Reasoning in Large Language Models Anna Kruspe LRM 36 0 0 09 Sep 2024
Does Reasoning Emerge? Examining the Probabilities of Causation in Large Language Models Javier González Aditya V. Nori LRM 66 2 0 15 Aug 2024
Is Large Language Model Good at Database Knob Tuning? A Comprehensive Experimental Evaluation Yiyan Li Haoyang Li Zhao Pu Jing Zhang Xinyi Zhang Tao Ji Luming Sun Cuiping Li Hong Chen 26 0 0 05 Aug 2024
Discrete Flow Matching Itai Gat Tal Remez Neta Shaul Felix Kreuk Ricky T. Q. Chen Gabriel Synnaeve Yossi Adi Y. Lipman DiffM 52 57 0 22 Jul 2024
Steamroller Problems: An Evaluation of LLM Reasoning Capability with Automated Theorem Prover Strategies Lachlan McGinness Peter Baumgartner LRM 29 0 0 17 Jul 2024
Uncertainty is Fragile: Manipulating Uncertainty in Large Language Models Qingcheng Zeng Mingyu Jin Qinkai Yu Zhenting Wang Wenyue Hua ... Felix Juefei Xu Kaize Ding Fan Yang Ruixiang Tang Yongfeng Zhang AAML 46 10 0 15 Jul 2024
Multimodal Chain-of-Thought Reasoning via ChatGPT to Protect Children from Age-Inappropriate Apps Chuanbo Hu Bin Liu Minglei Yin Yilu Zhou Xin Li LRM 29 4 0 08 Jul 2024
Cognitive Modeling with Scaffolded LLMs: A Case Study of Referential Expression Generation Polina Tsvilodub Michael Franke Fausto Carcassi 42 0 0 04 Jul 2024
Development of Cognitive Intelligence in Pre-trained Language Models Raj Sanjay Shah Khushi Bhardwaj Sashank Varma 37 2 0 01 Jul 2024
Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning Chaojie Wang Yanchen Deng Zhiyi Lyu Liang Zeng Jujie He Shuicheng Yan Bo An LRM ReLM 47 52 0 20 Jun 2024
RoboGolf: Mastering Real-World Minigolf with a Reflective Multi-Modality Vision-Language Model Hantao Zhou Tianying Ji Lukas Sommerhalder Michael Goerner Norman Hendrich Jianwei Zhang Fuchun Sun Huazhe Xu 50 0 0 14 Jun 2024
Test of Time: A Benchmark for Evaluating LLMs on Temporal Reasoning Bahare Fatemi Mehran Kazemi Anton Tsitsulin Karishma Malkan Jinyeong Yim John Palowitch Sungyong Seo Jonathan J. Halcrow Bryan Perozzi LRM 45 26 0 13 Jun 2024
Large Language Models Memorize Sensor Datasets! Implications on Human Activity Recognition Research H. Haresamudram Hrudhai Rajasekhar Nikhil Murlidhar Shanbhogue Thomas Ploetz 37 1 0 09 Jun 2024
Flow of Reasoning:Training LLMs for Divergent Problem Solving with Minimal Examples Fangxu Yu Lai Jiang Haoqiang Kang Shibo Hao Lianhui Qin LRM AI4CE 106 5 0 09 Jun 2024
TACT: Advancing Complex Aggregative Reasoning with Information Extraction Tools Avi Caciularu Alon Jacovi Eyal Ben-David Sasha Goldshtein Tal Schuster Jonathan Herzig G. Elidan Amir Globerson LMTD 55 3 0 05 Jun 2024
MARS: Benchmarking the Metaphysical Reasoning Abilities of Language Models with a Multi-task Evaluation Dataset Weiqi Wang Yangqiu Song LRM 37 9 0 04 Jun 2024
A Triumvirate of AI Driven Theoretical Discovery Yang-Hui He AI4CE 53 4 0 30 May 2024
Easy Problems That LLMs Get Wrong Sean Williams James Huckle LRM 26 10 0 30 May 2024
Metaheuristics and Large Language Models Join Forces: Toward an Integrated Optimization Approach Camilo Chacón Sartori Christian Blum Filippo Bistaffa Guillem Rodríguez Corominas AIFin 61 4 0 28 May 2024
MindMerger: Efficient Boosting LLM Reasoning in non-English Languages Zixian Huang Wenhao Zhu Gong Cheng Lei Li Fei Yuan LRM 40 12 0 27 May 2024
Can LLMs Solve longer Math Word Problems Better? Xin Xu Tong Xiao Zitong Chao Zhenya Huang Can Yang Yang Wang 70 12 0 23 May 2024
Large Language Model in Financial Regulatory Interpretation Zhiyu Cao Zachary Feinstein 39 5 0 10 May 2024
A Survey on Self-Evolution of Large Language Models Zhengwei Tao Ting-En Lin Xiancai Chen Hangyu Li Yuchuan Wu Yongbin Li Zhi Jin Fei Huang Dacheng Tao Jingren Zhou LRM LM&Ro 70 23 0 22 Apr 2024
Beyond Accuracy: Evaluating the Reasoning Behavior of Large Language Models -- A Survey Philipp Mondorf Barbara Plank ELM LRM LM&MA 39 39 0 02 Apr 2024
Predicting Learning Performance with Large Language Models: A Study in Adult Literacy Liang Zhang Jionghao Lin Conrad Borchers John Sabatini John Hollander Meng Cao Xiangen Hu 44 8 0 04 Mar 2024
GSM-Plus: A Comprehensive Benchmark for Evaluating the Robustness of LLMs as Mathematical Problem Solvers Qintong Li Leyang Cui Xueliang Zhao Lingpeng Kong Wei Bi LRM 45 49 0 29 Feb 2024
Evaluating LLMs' Mathematical and Coding Competency through Ontology-guided Interventions Pengfei Hong Navonil Majumder Deepanway Ghosal Somak Aditya Rada Mihalcea Soujanya Poria LRM 54 4 0 17 Jan 2024
Question Translation Training for Better Multilingual Reasoning Wenhao Zhu Shujian Huang Fei Yuan Shuaijie She Jiajun Chen Alexandra Birch LRM 31 29 0 15 Jan 2024
Towards A Unified View of Answer Calibration for Multi-Step Reasoning Shumin Deng Ningyu Zhang Nay Oo Bryan Hooi LRM 50 2 0 15 Nov 2023
Three Questions Concerning the Use of Large Language Models to Facilitate Mathematics Learning An-Zi Yen Wei-Ling Hsu LRM AI4Ed 38 9 0 20 Oct 2023
LLMs as Potential Brainstorming Partners for Math and Science Problems Sophia Gu AI4CE LRM 69 5 0 10 Oct 2023
LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving Hao Sha Yao Mu Yuxuan Jiang Li Chen Chenfeng Xu Ping Luo Shengbo Eben Li Masayoshi Tomizuka Wei Zhan Mingyu Ding 140 162 0 04 Oct 2023
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng Zhang Yuxiao Dong Jie Tang BDL LRM 275 1,077 0 05 Oct 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 355 3,338 0 21 Mar 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 411 12,150 0 04 Mar 2022
Math Word Problem Generation with Mathematical Consistency and Problem Context Constraints Zichao Wang Andrew Lan Richard G. Baraniuk 64 45 0 09 Sep 2021