Title
Adapting Large Language Models for Education: Foundational Capabilities, Potentials, and Challenges Qingyao Li Lingyue Fu Weiming Zhang Xianyu Chen Jingwei Yu Wei Xia Weinan Zhang Ruiming Tang Yong Yu AI4Ed ELM 41 18 0 27 Dec 2023
TinyGSM: achieving >80% on GSM8k with small language models Bingbin Liu Sébastien Bubeck Ronen Eldan Janardhan Kulkarni Yuanzhi Li Anh Nguyen Rachel A. Ward Yi Zhang ALM 24 47 0 14 Dec 2023
Modeling Complex Mathematical Reasoning via Large Language Model based MathAgent Haoran Liao Qinyi Du Shaohua Hu Hao He Yanyan Xu Jidong Tian Yaohui Jin LRM AI4CE 32 1 0 14 Dec 2023
Chain of Code: Reasoning with a Language Model-Augmented Code Emulator Chengshu Li Jacky Liang Andy Zeng Xinyun Chen Karol Hausman Dorsa Sadigh Sergey Levine Fei-Fei Li Fei Xia Brian Ichter LLMAG LRM 36 71 0 07 Dec 2023
CharacterGLM: Customizing Chinese Conversational AI Characters with Large Language Models Jinfeng Zhou Zhuang Chen Dazhen Wan Bosi Wen Yi Song ... Wenjing Hou Yijia Zhang Yuxiao Dong Jie Tang Minlie Huang LLMAG AI4CE OSLM 98 24 0 28 Nov 2023
Igniting Language Intelligence: The Hitchhiker's Guide From Chain-of-Thought Reasoning to Language Agents Zhuosheng Zhang Yao Yao Aston Zhang Xiangru Tang Xinbei Ma ... Yiming Wang Mark B. Gerstein Rui Wang Gongshen Liu Hai Zhao LLMAG LM&Ro LRM 42 53 0 20 Nov 2023
OVM, Outcome-supervised Value Models for Planning in Mathematical Reasoning Fei Yu Anningzhe Gao Benyou Wang OffRL LRM 17 42 0 16 Nov 2023
Towards A Unified View of Answer Calibration for Multi-Step Reasoning Shumin Deng Ningyu Zhang Nay Oo Bryan Hooi LRM 48 1 0 15 Nov 2023
SPHINX: The Joint Mixing of Weights, Tasks, and Visual Embeddings for Multi-modal Large Language Models Ziyi Lin Chris Liu Renrui Zhang Peng Gao Longtian Qiu ... Siyuan Huang Yichi Zhang Xuming He Hongsheng Li Yu Qiao MLLM VLM 33 210 0 13 Nov 2023
Past as a Guide: Leveraging Retrospective Learning for Python Code Completion Seunggyoon Shin Seunggyu Chang Sungjoon Choi KELM 40 1 0 13 Nov 2023
VerityMath: Advancing Mathematical Reasoning by Self-Verification Through Unit Consistency Vernon Toh Ratish Puduppully Nancy F. Chen LRM 25 5 0 13 Nov 2023
Unleashing the Creative Mind: Language Model As Hierarchical Policy For Improved Exploration on Challenging Problem Solving Z. Ling Yunhao Fang Xuanlin Li Tongzhou Mu Mingu Lee Reza Pourreza Roland Memisevic Hao Su LRM 36 4 0 01 Nov 2023
The Expressibility of Polynomial based Attention Scheme Zhao-quan Song Guangyi Xu Junze Yin 32 5 0 30 Oct 2023
Improving Large Language Model Fine-tuning for Solving Math Problems Yixin Liu Avi Singh C. D. Freeman John D. Co-Reyes Peter J. Liu LRM ReLM 40 45 0 16 Oct 2023
Violation of Expectation via Metacognitive Prompting Reduces Theory of Mind Prediction Error in Large Language Models Courtland Leer Vincent Trost Vineeth Voruganti 13 3 0 10 Oct 2023
Compresso: Structured Pruning with Collaborative Prompting Learns Compact Large Language Models Song Guo Jiahang Xu Li Lyna Zhang Mao Yang 25 14 0 08 Oct 2023
MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning Ke Wang Houxing Ren Aojun Zhou Zimu Lu Sichun Luo Weikang Shi Renrui Zhang Linqi Song Mingjie Zhan Hongsheng Li ReLM LRM SyDa 24 94 0 05 Oct 2023
Fill in the Blank: Exploring and Enhancing LLM Capabilities for Backward Reasoning in Math Word Problems Aniruddha Deb Neeva Oza Sarthak Singla Dinesh Khandelwal Dinesh Garg Parag Singla 21 8 0 03 Oct 2023
Large Language Models Cannot Self-Correct Reasoning Yet Jie Huang Xinyun Chen Swaroop Mishra Huaixiu Steven Zheng Adams Wei Yu Xinying Song Denny Zhou ReLM LRM 32 421 0 03 Oct 2023
Large Language Models as Analogical Reasoners Michihiro Yasunaga Xinyun Chen Yujia Li Panupong Pasupat J. Leskovec Percy Liang Ed H. Chi Denny Zhou ReLM LRM 23 77 0 03 Oct 2023
Enabling Language Models to Implicitly Learn Self-Improvement Ziqi Wang Le Hou Tianjian Lu Yuexin Wu Yunxuan Li Hongkun Yu Heng Ji ReLM LRM 16 5 0 02 Oct 2023
ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving Zhibin Gou Zhihong Shao Yeyun Gong Yelong Shen Yujiu Yang Minlie Huang Nan Duan Weizhu Chen LRM AI4CE LLMAG 49 145 0 29 Sep 2023
QA-LoRA: Quantization-Aware Low-Rank Adaptation of Large Language Models Yuhui Xu Lingxi Xie Xiaotao Gu Xin Chen Heng Chang Hengheng Zhang Zhensu Chen Xiaopeng Zhang Qi Tian MQ 15 89 0 26 Sep 2023
Design of Chain-of-Thought in Math Problem Solving Zhanming Jie Trung Quoc Luong Xinbo Zhang Xiaoran Jin Hang Li LRM 55 11 0 20 Sep 2023
Generative AI vs. AGI: The Cognitive Strengths and Weaknesses of Modern LLMs Ben Goertzel 35 13 0 19 Sep 2023
MAmmoTH: Building Math Generalist Models through Hybrid Instruction Tuning Xiang Yue Xingwei Qu Ge Zhang Yao Fu Wenhao Huang Huan Sun Yu-Chuan Su Wenhu Chen AIMat LRM 62 361 0 11 Sep 2023
MathChat: Converse to Tackle Challenging Math Problems with LLM Agents Yiran Wu Feiran Jia Shaokun Zhang Han-Tai Li Erkang Zhu Yue Wang Y. Lee Richard Peng Qingyun Wu Chi Wang LLMAG 24 49 0 02 Jun 2023
Automatic Model Selection with Large Language Models for Reasoning Xu Zhao Yuxi Xie Kenji Kawaguchi Junxian He Qizhe Xie ReLM LRM 34 27 0 23 May 2023
Complexity-Based Prompting for Multi-Step Reasoning Yao Fu Hao-Chun Peng Ashish Sabharwal Peter Clark Tushar Khot ReLM LRM 162 414 0 03 Oct 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 328 4,077 0 24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 314 3,248 0 21 Mar 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 379 8,495 0 28 Jan 2022