Evaluating Transformer Language Models on Arithmetic Operations Using Number Decomposition

21 April 2023

Papers citing "Evaluating Transformer Language Models on Arithmetic Operations Using Number Decomposition"

20 / 20 papers shown

Title
A Survey on Mathematical Reasoning and Optimization with Large Language Models Ali Forootani OffRL LRM AI4CE 45 0 0 22 Mar 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
How to Leverage Digit Embeddings to Represent Numbers? Jasivan Sivakumar N. Moosavi 23 0 0 01 Jul 2024
Through the Thicket: A Study of Number-Oriented LLMs derived from Random Forest Models M. Romaszewski Przemysław Sekuła P. Głomb M. Cholewa Katarzyna Kołodziej 37 0 0 07 Jun 2024
Understanding Privacy Risks of Embeddings Induced by Large Language Models Zhihao Zhu Ninglu Shao Defu Lian Chenwang Wu Zheng Liu Yi Yang Enhong Chen 37 0 0 25 Apr 2024
Mathify: Evaluating Large Language Models on Mathematical Problem Solving Tasks Avinash Anand Mohit Gupta Kritarth Prasad Navya Singla Sanjana Sanjeev Jatin Kumar A. Shivam R. Shah LRM 55 14 0 19 Apr 2024
Laying the Foundation First? Investigating the Generalization from Atomic Skills to Complex Reasoning Tasks Yuncheng Huang Qi He Yipei Xu Jiaqing Liang Yanghua Xiao LRM 41 1 0 14 Mar 2024
Reverse That Number! Decoding Order Matters in Arithmetic Learning Daniel Zhang-Li Nianyi Lin Jifan Yu Zheyuan Zhang Zijun Yao Xiaokang Zhang Lei Hou Jing Zhang Juanzi Li 34 3 0 09 Mar 2024
Understanding the Effect of Noise in LLM Training Data with Algorithmic Chains of Thought Alex Havrilla Maia Iyer 19 7 0 06 Feb 2024
Exploring the Numerical Reasoning Capabilities of Language Models: A Comprehensive Analysis on Tabular Data Mubashara Akhtar Abhilash Shankarampeta Vivek Gupta Arpit Patil O. Cocarascu Elena Simperl LRM ReLM LMTD ELM 39 21 0 03 Nov 2023
Auto-Regressive Next-Token Predictors are Universal Learners Eran Malach LRM 24 36 0 13 Sep 2023
GPT Can Solve Mathematical Problems Without a Calculator Zhengyuan Yang Ming Ding Qingsong Lv Zhihuan Jiang Zehai He Yuyi Guo Jinfeng Bai Jie Tang RALM LRM 39 52 0 06 Sep 2023
Simple synthetic data reduces sycophancy in large language models Jerry W. Wei Da Huang Yifeng Lu Denny Zhou Quoc V. Le 22 69 0 07 Aug 2023
Arithmetic with Language Models: from Memorization to Computation Davide Maltoni Matteo Ferrara KELM LRM 38 5 0 02 Aug 2023
FERMAT: An Alternative to Accuracy for Numerical Reasoning Jasivan Sivakumar N. Moosavi ReLM LRM 40 3 0 27 May 2023
Goat: Fine-tuned LLaMA Outperforms GPT-4 on Arithmetic Tasks Tiedong Liu K. H. Low ALM 35 81 0 23 May 2023
SLaDe: A Portable Small Language Model Decompiler for Optimized Assembly Jordi Armengol-Estapé Jackson Woodruff Chris Cummins Michael F. P. O'Boyle 48 15 0 21 May 2023
Numeracy from Literacy: Data Science as an Emergent Skill from Large Language Models David A. Noever Forrest McKee ELM 74 12 0 31 Jan 2023
GPT as Knowledge Worker: A Zero-Shot Evaluation of (AI)CPA Capabilities Jillian Bommarito M. Bommarito Daniel Martin Katz Jessica Katz ELM 28 52 0 11 Jan 2023
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Z. Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 716 6,746 0 26 Sep 2016