Case-Based or Rule-Based: How Do Transformers Do the Math?

Case-Based or Rule-Based: How Do Transformers Do the Math?

27 February 2024

Papers citing "Case-Based or Rule-Based: How Do Transformers Do the Math?"

11 / 11 papers shown

Title
Physically Ground Commonsense Knowledge for Articulated Object Manipulation with Analytic Concepts Jianhua Sun Jiude Wei Y. Li Cewu Lu LM&Ro 54 1 0 30 Mar 2025
The Reasoning-Memorization Interplay in Language Models Is Mediated by a Single Direction Yihuai Hong Dian Zhou Meng Cao Lei Yu Zhijing Jin LRM 41 0 0 29 Mar 2025
The Role of Sparsity for Length Generalization in Transformers Noah Golowich Samy Jelassi David Brandfonbrener Sham Kakade Eran Malach 37 0 0 24 Feb 2025
MathGAP: Out-of-Distribution Evaluation on Problems with Arbitrarily Complex Proofs Andreas Opedal Haruki Shirakami Bernhard Schölkopf Abulhair Saparov Mrinmaya Sachan LRM 52 1 0 17 Feb 2025
Number Cookbook: Number Understanding of Language Models and How to Improve It Haotong Yang Yi Hu Shijia Kang Zhouchen Lin Muhan Zhang LRM 39 2 0 06 Nov 2024
RuleRAG: Rule-Guided Retrieval-Augmented Generation with Language Models for Question Answering Zhongwu Chen Chengjin Xu Dingmin Wang Zhen Huang Yong Dou Xuhui Jiang Jian Guo RALM 68 1 0 15 Oct 2024
Executing Arithmetic: Fine-Tuning Large Language Models as Turing Machines Junyu Lai Jiahe Xu Yao Yang Yunpeng Huang Chun Cao Jingwei Xu LRM 21 2 0 10 Oct 2024
Beyond Instruction Following: Evaluating Inferential Rule Following of Large Language Models Wangtao Sun Chenxiang Zhang Xueyou Zhang Ziyang Huang Haotian Xu Pei Chen Shizhu He Jun Zhao Kang-Jun Liu ELM LRM 23 0 0 11 Jul 2024
Smart Vision-Language Reasoners Denisa Roberts Lucas Roberts VLM ReLM LRM 30 4 0 05 Jul 2024
Universal Length Generalization with Turing Programs Kaiying Hou David Brandfonbrener Sham Kakade Samy Jelassi Eran Malach 29 1 0 03 Jul 2024
Initialization is Critical to Whether Transformers Fit Composite Functions by Reasoning or Memorizing Zhongwang Zhang Pengxiao Lin Zhiwei Wang Yaoyu Zhang Z. Xu 35 3 0 08 May 2024