Can an Easy-to-Hard Curriculum Make Reasoning Emerge in Small Language Models? Evidence from a Four-Stage Curriculum on GPT-2

16 May 2025

Papers citing "Can an Easy-to-Hard Curriculum Make Reasoning Emerge in Small Language Models? Evidence from a Four-Stage Curriculum on GPT-2"

11 / 11 papers shown

Title
NaturalReasoning: Reasoning in the Wild with 2.8M Challenging Questions Weizhe Yuan Jane Dwivedi-Yu Song Jiang Karthik Padthe Yang Li ... Ilia Kulikov Kyunghyun Cho Yuandong Tian Jason Weston Xian Li ReLM LRM 162 20 0 18 Feb 2025
CogniDual Framework: Self-Training Large Language Models within a Dual-System Theoretical Framework for Improving Cognitive Tasks Yongxin Deng Xihe Qiu Jue Chen Chao Qu Jing Pan Yuan Cheng Yinghui Xu Wei Chu 77 3 0 05 Sep 2024
Large Language Models and Cognitive Science: A Comprehensive Review of Similarities, Differences, and Challenges Qian Niu Junyu Liu Ziqian Bi Pohsun Feng Benji Peng ... Ming Li Lawrence KQ Yan Yichao Zhang Caitlyn Heqi Yin Cheng Fei 115 22 0 04 Sep 2024
Strategic Data Ordering: Enhancing Large Language Model Performance through Curriculum Learning Jisu Kim Juhwan Lee 70 10 0 13 May 2024
Can Separators Improve Chain-of-Thought Prompting? Yoonjeong Park Hyunjin Kim Chanyeol Choi Junseong Kim Jy-yong Sohn LRM ReLM 85 2 0 16 Feb 2024
Explainability for Large Language Models: A Survey Haiyan Zhao Hanjie Chen Fan Yang Ninghao Liu Huiqi Deng Hengyi Cai Shuaiqiang Wang Dawei Yin Jundong Li LRM 106 468 0 02 Sep 2023
Curriculum Learning for Vision-and-Language Navigation Jiwen Zhang Zhongyu Wei Jianqing Fan J. Peng LM&Ro 86 23 0 14 Nov 2021
Leveraging the Inductive Bias of Large Language Models for Abstract Textual Reasoning Christopher Rytting David Wingate AI4CE LRM 74 27 0 05 Oct 2021
Curriculum learning for language modeling Daniel Fernando Campos 57 33 0 04 Aug 2021
Probabilistic Analogical Mapping with Semantic Relation Networks Hongjing Lu Nicholas Ichien K. Holyoak 76 35 0 30 Mar 2021
CurriculumNet: Weakly Supervised Learning from Large-Scale Web Images Sheng Guo Weilin Huang Haozhi Zhang Chenfan Zhuang Dengke Dong Matthew R. Scott Dinglong Huang SSL 92 345 0 03 Aug 2018