Learning Beyond Pattern Matching? Assaying Mathematical Understanding in LLMs

24 May 2024

Papers citing "Learning Beyond Pattern Matching? Assaying Mathematical Understanding in LLMs"

5 / 5 papers shown

Title
Do PhD-level LLMs Truly Grasp Elementary Addition? Probing Rule Learning vs. Memorization in Large Language Models Yang Yan Yu Lu Renjun Xu Zhenzhong Lan LRM 31 1 0 07 Apr 2025
Language Models are Symbolic Learners in Arithmetic Chunyuan Deng Zhiqi Li Roy Xie Ruidi Chang Hanjie Chen 19 3 0 21 Oct 2024
CLEAR: Can Language Models Really Understand Causal Graphs? Sirui Chen Mengying Xu Kun Wang Xingyu Zeng Rui Zhao Shengjie Zhao Chaochao Lu LRM ELM 19 7 0 24 Jun 2024
A Kernel-Based View of Language Model Fine-Tuning Sadhika Malladi Alexander Wettig Dingli Yu Danqi Chen Sanjeev Arora VLM 63 60 0 11 Oct 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 315 8,261 0 28 Jan 2022