Analysing Mathematical Reasoning Abilities of Neural Models

2 April 2019

Papers citing "Analysing Mathematical Reasoning Abilities of Neural Models"

50 / 277 papers shown

Title
Lightweight Latent Verifiers for Efficient Meta-Generation Strategies Bartosz Piotrowski Witold Drzewakowski Konrad Staniszewski Piotr Miłoś LRM 36 0 0 23 Apr 2025
Hadamard product in deep learning: Introduction, Advances and Challenges Grigorios G. Chrysos Yongtao Wu Razvan Pascanu Philip Torr V. Cevher AAML 98 0 0 17 Apr 2025
FLIP Reasoning Challenge Andreas Plesner Turlan Kuzhagaliyev Roger Wattenhofer AAML VLM LRM 83 0 0 16 Apr 2025
Malicious and Unintentional Disclosure Risks in Large Language Models for Code Generation Rafiqul Rabin Sean McGregor Nick Judd AAML PILM 57 0 0 27 Mar 2025
A Survey on Mathematical Reasoning and Optimization with Large Language Models Ali Forootani OffRL LRM AI4CE 45 0 0 22 Mar 2025
MetaLadder: Ascending Mathematical Solution Quality via Analogical-Problem Reasoning Transfer Honglin Lin Zhuoshi Pan Yu Li Qizhi Pei Xin Gao Mengzhang Cai Conghui He Lijun Wu OffRL LRM 60 0 0 19 Mar 2025
The Lucie-7B LLM and the Lucie Training Dataset: Open resources for multilingual language generation Olivier Gouvert Julie Hunter Jérôme Louradour Christophe Cerisara Evan Dufraisse Yaya Sy Laura Rivière Jean-Pierre Lorré OpenLLM-France community 202 0 0 15 Mar 2025
Hierarchical Balance Packing: Towards Efficient Supervised Fine-tuning for Long-Context LLM Yongqiang Yao Jingru Tan Kaihuan Liang Feizhao Zhang Yazhe Niu Jiahao Hu Ruihao Gong Dahua Lin Ningyi Xu 65 0 0 10 Mar 2025
Deep Learning of the Evolution Operator Enables Forecasting of Out-of-Training Dynamics in Chaotic Systems Ira J. S. Shokar Peter H. Haynes R. Kerswell AI4TS 40 1 0 28 Feb 2025
Tokenization is Sensitive to Language Variation Anna Wegmann Dong Nguyen David Jurgens 84 1 0 24 Feb 2025
S^3cMath: Spontaneous Step-level Self-correction Makes Large Language Models Better Mathematical Reasoners Yuchen Yan Jin Jiang Yang Liu Yixin Cao Xin Xu Hao Fei Xunliang Cai Jian Shao ReLM LRM KELM 120 7 0 21 Feb 2025
Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models Yingqian Cui Pengfei He Jingying Zeng Hui Liu Xianfeng Tang ... Zhen Li Suhang Wang Yue Xing Jiliang Tang Qi He LRM 52 9 0 18 Feb 2025
Advanced Weakly-Supervised Formula Exploration for Neuro-Symbolic Mathematical Reasoning Yuxuan Wu Hideki Nakayama NAI 58 0 0 02 Feb 2025
Understand, Solve and Translate: Bridging the Multilingual Mathematical Reasoning Gap Hyunwoo Ko Guijin Son Dasol Choi RALM LRM 80 7 0 05 Jan 2025
Mathematical Language Models: A Survey Wei Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 79 12 0 03 Jan 2025
LLM Reasoning Engine: Specialized Training for Enhanced Mathematical Reasoning Shuguang Chen Guang Lin LRM 194 0 0 28 Dec 2024
Quantifying artificial intelligence through algebraic generalization Takuya Ito Murray Campbell L. Horesh Tim Klinger Parikshit Ram ELM 53 0 0 08 Nov 2024
Number Cookbook: Number Understanding of Language Models and How to Improve It Haotong Yang Yi Hu Shijia Kang Zhouchen Lin Muhan Zhang LRM 46 2 0 06 Nov 2024
Regress, Don't Guess -- A Regression-like Loss on Number Tokens for Language Models Jonas Zausinger Lars Pennig Kacper Chlodny Vincent Limbach Anna Ketteler Thorben Prein Vishwa Mohan Singh Michael Morris Danziger Jannis Born 37 1 0 04 Nov 2024
Interleaving Text and Number Embeddings to Solve Mathemathics Problems Marvin Alberts Gianmarco Gabrieli Irina Espejo Morales 16 1 0 25 Oct 2024
Mixture of Parrots: Experts improve memorization more than reasoning Samy Jelassi Clara Mohri David Brandfonbrener Alex Gu Nikhil Vyas Nikhil Anand David Alvarez-Melis Yuanzhi Li Sham Kakade Eran Malach MoE 36 4 0 24 Oct 2024
How Numerical Precision Affects Mathematical Reasoning Capabilities of LLMs Guhao Feng Kai-Bo Yang Yuntian Gu Xinyue Ai Shengjie Luo Jiacheng Sun Di He Zechao Li Liwei Wang LRM 37 6 0 17 Oct 2024
A Survey on Data Synthesis and Augmentation for Large Language Models Ke Wang Jiahui Zhu Minjie Ren Ziqiang Liu Shiwei Li ... Chenkai Zhang Xiaoyu Wu Qiqi Zhan Qingjie Liu Yunhong Wang SyDa 42 18 0 16 Oct 2024
ELICIT: LLM Augmentation via External In-Context Capability Futing Wang Jianhao Yan Yue Zhang Tao Lin 44 0 0 12 Oct 2024
Visual Scratchpads: Enabling Global Reasoning in Vision Aryo Lotfi Enrico Fini Samy Bengio Moin Nabi Emmanuel Abbe LRM 42 0 0 10 Oct 2024
PLaMo-100B: A Ground-Up Language Model Designed for Japanese Proficiency Preferred Elements : Kenshin Abe Kaizaburo Chubachi Yasuhiro Fujita ... Yoshihiko Ozaki Shotaro Sano Shuji Suzuki Tianqi Xu Toshihiko Yanase 41 0 0 10 Oct 2024
MoDEM: Mixture of Domain Expert Models Toby Simonds Kemal Kurniawan Jey Han Lau MoE 31 1 0 09 Oct 2024
RespDiff: An End-to-End Multi-scale RNN Diffusion Model for Respiratory Waveform Estimation from PPG Signals Yuyang Miao Zehua Chen Chong Li Danilo Mandic DiffM MedIm 35 5 0 06 Oct 2024
Consistent Autoformalization for Constructing Mathematical Libraries Lan Zhang Xin Quan André Freitas AI4CE 43 2 0 05 Oct 2024
DOTS: Learning to Reason Dynamically in LLMs via Optimal Reasoning Trajectories Search Murong Yue Wenlin Yao Haitao Mi Dian Yu Ziyu Yao Dong Yu LRM 48 4 0 04 Oct 2024
ProcBench: Benchmark for Multi-Step Reasoning and Following Procedure Ippei Fujisawa Sensho Nobe Hiroki Seto Rina Onda Yoshiaki Uchida Hiroki Ikoma Pei-Chun Chien Ryota Kanai LRM 44 3 0 04 Oct 2024
Can Models Learn Skill Composition from Examples? Haoyu Zhao Simran Kaur Dingli Yu Anirudh Goyal Sanjeev Arora CoGe MoE 61 3 0 29 Sep 2024
HybridFlow: A Flexible and Efficient RLHF Framework Guangming Sheng Chi Zhang Zilingfeng Ye Xibin Wu Wang Zhang Ru Zhang Size Zheng Haibin Lin Chuan Wu AI4CE 39 88 0 28 Sep 2024
HDFlow: Enhancing LLM Complex Problem-Solving with Hybrid Thinking and Dynamic Workflows Wenlin Yao Haitao Mi Dong Yu LRM AI4CE 48 6 0 25 Sep 2024
ControlMath: Controllable Data Generation Promotes Math Generalist Models Nuo Chen Ning Wu Jianhui Chang Jia Li 28 3 0 20 Sep 2024
Interpreting and Improving Large Language Models in Arithmetic Calculation Wei Zhang Chaoqun Wan Yonggang Zhang Yiu-ming Cheung Xinmei Tian Xu Shen Jieping Ye LRM 29 18 0 03 Sep 2024
Chatting Up Attachment: Using LLMs to Predict Adult Bonds Paulo Soares Sean McCurdy Andrew J. Gerber Peter Fonagy 33 1 0 31 Aug 2024
Can Transformers Do Enumerative Geometry? Baran Hashemi Roderic G. Corominas Alessandro Giacchetto 44 2 0 27 Aug 2024
Math-PUMA: Progressive Upward Multimodal Alignment to Enhance Mathematical Reasoning Wenwen Zhuang Xin Huang Xiantao Zhang Jin Zeng LRM 42 18 0 16 Aug 2024
Gemma Scope: Open Sparse Autoencoders Everywhere All At Once on Gemma 2 Tom Lieberum Senthooran Rajamanoharan Arthur Conmy Lewis Smith Nicolas Sonnerat Vikrant Varma János Kramár Anca Dragan Rohin Shah Neel Nanda 37 89 0 09 Aug 2024
InfinityMATH: A Scalable Instruction Tuning Dataset in Programmatic Mathematical Reasoning Bo-Wen Zhang Yan Yan Lin Li Guang Liu ReLM LRM 28 5 0 09 Aug 2024
ALLaM: Large Language Models for Arabic and English M Saiful Bari Yazeed Alnumay Norah A. Alzahrani Nouf M. Alotaibi H. A. Alyahya ... Jeril Kuriakose Abdalghani Abujabal Nora Al-Twairesh Areeb Alowisheq Haidar Khan 42 11 0 22 Jul 2024
MMAU: A Holistic Benchmark of Agent Capabilities Across Diverse Domains Guoli Yin Haoping Bai Shuang Ma Feng Nan Yanchao Sun ... Xiaoming Wang Jiulong Shan Meng Cao Ruoming Pang Zirui Wang LLMAG ELM 50 3 0 18 Jul 2024
A Survey on Symbolic Knowledge Distillation of Large Language Models Kamal Acharya Alvaro Velasquez Haoze Song SyDa 44 5 0 12 Jul 2024
AutoBencher: Towards Declarative Benchmark Construction Xiang Lisa Li E. Liu Percy Liang Tatsunori Hashimoto Percy Liang Tatsunori Hashimoto 56 2 0 11 Jul 2024
Solving for X and Beyond: Can Large Language Models Solve Complex Math Problems with More-Than-Two Unknowns? Kuei-Chun Kao Ruochen Wang Cho-Jui Hsieh ELM LRM 42 3 0 06 Jul 2024
DotaMath: Decomposition of Thought with Code Assistance and Self-correction for Mathematical Reasoning Chengpeng Li Guanting Dong Mingfeng Xue Ru Peng Xiang Wang Dayiheng Liu LRM ReLM 28 11 0 04 Jul 2024
How to Leverage Digit Embeddings to Represent Numbers? Jasivan Sivakumar N. Moosavi 25 0 0 01 Jul 2024
What Are the Odds? Language Models Are Capable of Probabilistic Reasoning Akshay Paruchuri Jake Garrison Shun Liao John Hernandez Jacob Sunshine Tim Althoff Xin Liu Daniel J. McDuff LRM 39 7 0 18 Jun 2024
DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving Yuxuan Tong Xiwen Zhang Rui Wang R. Wu Junxian He AIMat LRM 46 33 0 18 Jun 2024