Title
Unleashing the potential of prompt engineering in Large Language Models: a comprehensive review Banghao Chen Zhaofeng Zhang Nicolas Langrené Shengxin Zhu LLMAG 19 2 0 23 Oct 2023
Plan, Verify and Switch: Integrated Reasoning with Diverse X-of-Thoughts Tengxiao Liu Qipeng Guo Yuqing Yang Xiangkun Hu Yue Zhang Xipeng Qiu Zheng-Wei Zhang LRM LLMAG 26 29 0 23 Oct 2023
SEGO: Sequential Subgoal Optimization for Mathematical Problem-Solving Xueliang Zhao Xinting Huang Wei Bi Lingpeng Kong LRM 41 0 0 19 Oct 2023
AI for Mathematics: A Cognitive Science Perspective Cedegao E. Zhang Katherine M. Collins Adrian Weller Joshua B. Tenenbaum 34 9 0 19 Oct 2023
Llemma: An Open Language Model For Mathematics Zhangir Azerbayev Hailey Schoelkopf Keiran Paster Marco Dos Santos Stephen Marcus McAleer Albert Q. Jiang Jia Deng Stella Biderman Sean Welleck CLL 24 270 0 16 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 35 45 0 16 Oct 2023
Exploration with Principles for Diverse AI Supervision Hao Liu Matei A. Zaharia Pieter Abbeel 43 2 0 13 Oct 2023
KwaiYiiMath: Technical Report Jia-Yi Fu Lei Lin Xiaoyang Gao Pengli Liu Zhengzong Chen ... Zijia Lin Fuzheng Zhang Zhongyuan Wang Di Zhang Kun Gai LRM ReLM RALM 45 2 0 11 Oct 2023
OpenWebMath: An Open Dataset of High-Quality Mathematical Web Text Keiran Paster Marco Dos Santos Zhangir Azerbayev Jimmy Ba LRM 11 77 0 10 Oct 2023
Evolution of Natural Language Processing Technology: Not Just Language Processing Towards General Purpose AI Masahiro Yamamoto 9 1 0 10 Oct 2023
OptiMUS: Optimization Modeling Using MIP Solvers and large language models Ali AhmadiTeshnizi Wenzhi Gao Madeleine Udell LLMAG 14 22 0 09 Oct 2023
LLM for SoC Security: A Paradigm Shift Dipayan Saha Shams Tarek Katayoon Yahyaei S. Saha Jingbo Zhou M. Tehranipoor Farimah Farahmandi 54 46 0 09 Oct 2023
Guiding Language Model Math Reasoning with Planning Tokens Xinyi Wang Lucas Page-Caccia O. Ostapenko Xingdi Yuan William Yang Wang Alessandro Sordoni LRM 31 2 0 09 Oct 2023
MuggleMath: Assessing the Impact of Query and Response Augmentation on Math Reasoning Chengpeng Li Zheng Yuan Hongyi Yuan Guanting Dong Keming Lu Jiancan Wu Chuanqi Tan Xiang Wang Chang Zhou LRM 20 21 0 09 Oct 2023
Lemur: Integrating Large Language Models in Automated Program Verification Haoze Wu Clark W. Barrett Nina Narodytska LRM 36 27 0 07 Oct 2023
Critique Ability of Large Language Models Liangchen Luo Zi Lin Yinxiao Liu Lei Shu Yun Zhu Jingbo Shang Lei Meng AI4MH LRM ELM 16 5 0 07 Oct 2023
Resprompt: Residual Connection Prompting Advances Multi-Step Reasoning in Large Language Models Song Jiang Zahra Shakeri Aaron Chan Maziar Sanjabi Hamed Firooz ... Bugra Akyildiz Yizhou Sun Jinchao Li Qifan Wang Asli Celikyilmaz LRM ReLM 26 8 0 07 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 22 94 0 05 Oct 2023
Concise and Organized Perception Facilitates Reasoning in Large Language Models Junjie Liu Shaotian Yan Chen Shen Zhengdong Xiao Wenxiao Wang Jieping Ye Jieping Ye LRM 8 1 0 05 Oct 2023
Large Language Model Cascades with Mixture of Thoughts Representations for Cost-efficient Reasoning Murong Yue Jie Zhao Min Zhang Liang Du Ziyu Yao LRM 22 54 0 04 Oct 2023
Knowledge Crosswords: Geometric Knowledge Reasoning with Large Language Models Wenxuan Ding Shangbin Feng Yuhan Liu Zhaoxuan Tan Vidhisha Balachandran Tianxing He Yulia Tsvetkov LRM 31 2 0 02 Oct 2023
Tool-Augmented Reward Modeling Lei Li Yekun Chai Shuohuan Wang Yu Sun Hao Tian Ningyu Zhang Hua-Hong Wu OffRL 38 13 0 02 Oct 2023
LEGO-Prover: Neural Theorem Proving with Growing Libraries Haiming Wang Huajian Xin Chuanyang Zheng Lin Li Zhengying Liu ... Enze Xie Jian Yin Zhenguo Li Heng Liao Xiaodan Liang LRM 39 61 0 01 Oct 2023
Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training Xidong Feng Ziyu Wan Muning Wen Stephen Marcus McAleer Ying Wen Weinan Zhang Jun Wang LRM AI4CE 22 149 0 29 Sep 2023
Qwen Technical Report Jinze Bai Shuai Bai Yunfei Chu Zeyu Cui Kai Dang ... Zhenru Zhang Chang Zhou Jingren Zhou Xiaohuan Zhou Tianhang Zhu OSLM 29 1,568 0 28 Sep 2023
GPT-Fathom: Benchmarking Large Language Models to Decipher the Evolutionary Path towards GPT-4 and Beyond Timothée Darcet Yuyu Zhang Yijie Zhu Chenguang Xi Pengyang Gao Piotr Bojanowski Kevin Chen-Chuan Chang ELM 25 23 0 28 Sep 2023
A Benchmark for Learning to Translate a New Language from One Grammar Book Garrett Tanzer Mirac Suzgun Chenguang Xi Dan Jurafsky Luke Melas-Kyriazi 24 51 0 28 Sep 2023
Learning the Efficient Frontier Philippe Chatigny Ivan Sergienko Ryan Ferguson Jordan Weir Maxime Bergeron 19 1 0 27 Sep 2023
Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future Zheng Chu Jingchang Chen Qianglong Chen Weijiang Yu Tao He Haotian Wang Weihua Peng Ming-Yu Liu Bing Qin Ting Liu LRM AI4CE 24 149 0 27 Sep 2023
Are Human-generated Demonstrations Necessary for In-context Learning? Rui Li Guoyin Wang Jiwei Li LRM 15 12 0 26 Sep 2023
DeepSpeed-VisualChat: Multi-Round Multi-Image Interleave Chat via Multi-Modal Causal Attention Z. Yao Xiaoxia Wu Conglong Li Minjia Zhang Heyang Qi Olatunji Ruwase A. A. Awan Samyam Rajbhandari Yuxiong He 26 11 0 25 Sep 2023
ReConcile: Round-Table Conference Improves Reasoning via Consensus among Diverse LLMs Justin Chih-Yao Chen Swarnadeep Saha Mohit Bansal LLMAG LRM 32 118 0 22 Sep 2023
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models L. Yu Weisen Jiang Han Shi Jincheng Yu Zhengying Liu Yu Zhang James T. Kwok Zheng Li Adrian Weller Weiyang Liu OSLM LRM 39 323 0 21 Sep 2023
Boolformer: Symbolic Regression of Logic Functions with Transformers Stéphane dÁscoli Samy Bengio Josh Susskind Emmanuel Abbe 19 5 0 21 Sep 2023
LPML: LLM-Prompting Markup Language for Mathematical Reasoning Ryutaro Yamauchi Sho Sonoda Akiyoshi Sannai Wataru Kumagai KELM LRM 38 16 0 21 Sep 2023
SCREWS: A Modular Framework for Reasoning with Revisions K. Shridhar Harsh Jhamtani Hao Fang Benjamin Van Durme Jason Eisner Patrick Xia KELM LRM 25 14 0 20 Sep 2023
Chain-of-Thought Reasoning is a Policy Improvement Operator Hugh Zhang David C. Parkes ReLM LM&Ro LRM 14 12 0 15 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 54 361 0 11 Sep 2023
GPT Can Solve Mathematical Problems Without a Calculator Z. Yang Ming Ding Qingsong Lv Zhihuan Jiang Zehai He Yuyi Guo Jinfeng Bai Jie Tang RALM LRM 26 52 0 06 Sep 2023
No Train Still Gain. Unleash Mathematical Reasoning of Large Language Models with Monte Carlo Tree Search Guided by Energy Function Haotian Xu LRM 22 6 0 01 Sep 2023
Large language models in medicine: the potentials and pitfalls J. Omiye Haiwen Gui Shawheen J. Rezaei James Zou Roxana Daneshjou LM&MA 16 64 0 31 Aug 2023
GPTEval: A Survey on Assessments of ChatGPT and GPT-4 Rui Mao Guanyi Chen Xulang Zhang Frank Guerin Erik Cambria ELM LM&MA 28 98 0 24 Aug 2023
Diffusion Language Models Can Perform Many Tasks with Scaling and Instruction-Finetuning Jiasheng Ye Zaixiang Zheng Yu Bao Lihua Qian Quanquan Gu DiffM 52 14 0 23 Aug 2023
How susceptible are LLMs to Logical Fallacies? Amirreza Payandeh Dan Pluth Jordan Hosier Xuesu Xiao V. Gurbani LLMAG LRM ELM 23 17 0 18 Aug 2023
Probabilistic Results on the Architecture of Mathematical Reasoning Aligned by Cognitive Alternation Minzheng Li Xiangzhong Fang Haixin Yang AIMat AI4CE 16 0 0 17 Aug 2023
Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification Aojun Zhou Ke Wang Zimu Lu Weikang Shi Sichun Luo ... Shaoqing Lu Anya Jia Linqi Song Mingjie Zhan Hongsheng Li ReLM LRM 22 145 0 15 Aug 2023
Platypus: Quick, Cheap, and Powerful Refinement of LLMs Ariel N. Lee Cole J. Hunter Nataniel Ruiz ALM ObjD 18 134 0 14 Aug 2023
Large Language Models for Information Retrieval: A Survey Yutao Zhu Huaying Yuan Shuting Wang Jiongnan Liu Wenhan Liu Chenlong Deng Haonan Chen Zhicheng Dou Ji-Rong Wen KELM 44 283 0 14 Aug 2023
EcomGPT: Instruction-tuning Large Language Models with Chain-of-Task Tasks for E-commerce Y. Li Shirong Ma Xiaobin Wang Shen Huang Chengyue Jiang Haitao Zheng Pengjun Xie Fei Huang Yong-jia Jiang RALM ALM LRM 32 49 0 14 Aug 2023
A Comparative Study of Open-Source Large Language Models, GPT-4 and Claude 2: Multiple-Choice Test Taking in Nephrology Sean Wu Michael Koo L. Blum A. Black Liyo Kao Fabien Scalzo Ira Kurtz LM&MA ELM AI4MH 18 41 0 09 Aug 2023