Title
Look Before You Leap: Problem Elaboration Prompting Improves Mathematical Reasoning in Large Language Models Haoran Liao Jidong Tian Shaohua Hu Hao He Yaohui Jin ReLM LRM 86 0 0 24 Feb 2024
How Do Humans Write Code? Large Models Do It the Same Way Too Long Li Xuzheng He LRM 50 0 0 24 Feb 2024
Tokenization counts: the impact of tokenization on arithmetic in frontier LLMs Aaditya K. Singh DJ Strouse 119 61 0 22 Feb 2024
OmniPred: Language Models as Universal Regressors Xingyou Song Oscar Li Chansoo Lee Bangding Yang Daiyi Peng Sagi Perel Yutian Chen 125 16 0 22 Feb 2024
Hint-before-Solving Prompting: Guiding LLMs to Effectively Utilize Encoded Knowledge Jinlan Fu Shenzhen Huangfu Hang Yan See-Kiong Ng Xipeng Qiu LRM 96 8 0 22 Feb 2024
OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems Chaoqun He Renjie Luo Yuzhuo Bai Shengding Hu Zhen Leng Thai ... Yuxiang Zhang Jie Liu Lei Qi Zhiyuan Liu Maosong Sun ELM AIMat 175 282 0 21 Feb 2024
CAMELoT: Towards Large Language Models with Training-Free Consolidated Associative Memory Zexue He Leonid Karlinsky Donghyun Kim Julian McAuley Dmitry Krotov Rogerio Feris KELM RALM 86 11 0 21 Feb 2024
Chain of Thought Empowers Transformers to Solve Inherently Serial Problems Zhiyuan Li Hong Liu Denny Zhou Tengyu Ma LRM AI4CE 106 133 0 20 Feb 2024
AutoPRM: Automating Procedural Supervision for Multi-Step Reasoning via Controllable Question Decomposition Zhaorun Chen Zhuokai Zhao Zhihong Zhu Ruiqi Zhang Xiang Li Bhiksha Raj Huaxiu Yao LRM 100 29 0 18 Feb 2024
Evaluating LLMs' Mathematical Reasoning in Financial Document Question Answering Pragya Srivastava Manuj Malik Vivek Gupta T. Ganu Dan Roth 82 19 0 17 Feb 2024
Language Models as Science Tutors Alexis Chevalier Jiayi Geng Alexander Wettig Howard Chen Sebastian Mizera ... Jiatong Yu Jun-Jie Zhu Z. Ren Sanjeev Arora Danqi Chen ELM 74 13 0 16 Feb 2024
Can we Soft Prompt LLMs for Graph Learning Tasks? Zheyuan Liu Xiaoxin He Yijun Tian Nitesh Chawla 98 33 0 15 Feb 2024
OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning Dataset Shubham Toshniwal Ivan Moshkov Mehrzad Samadi Daria Gitman Fei Jia Igor Gitman 92 97 0 15 Feb 2024
Transformers Can Achieve Length Generalization But Not Robustly Yongchao Zhou Uri Alon Xinyun Chen Xuezhi Wang Rishabh Agarwal Denny Zhou 127 43 0 14 Feb 2024
Large Language Models for the Automated Analysis of Optimization Algorithms Camilo Chacón Sartori Christian Blum Gabriela Ochoa 104 3 0 13 Feb 2024
InternLM-Math: Open Math Large Language Models Toward Verifiable Reasoning Huaiyuan Ying Shuo Zhang Linyang Li Zhejian Zhou Yunfan Shao ... Hang Yan Xipeng Qiu Jiayu Wang Kai-xiang Chen Dahua Lin ReLM LRM 84 85 0 09 Feb 2024
Large Language Models: A Survey Shervin Minaee Tomas Mikolov Narjes Nikzad M. Asgari-Chenaghlu R. Socher Xavier Amatriain Jianfeng Gao ALM LM&MA ELM 248 426 0 09 Feb 2024
Pretrained Generative Language Models as General Learning Frameworks for Sequence-Based Tasks Ben Fauber 65 2 0 08 Feb 2024
Tag-LLM: Repurposing General-Purpose LLMs for Specialized Domains Junhong Shen Neil Tenenholtz James Hall David Alvarez-Melis Nicolò Fusi 89 33 0 06 Feb 2024
SceMQA: A Scientific College Entrance Level Multimodal Question Answering Benchmark Zhenwen Liang Kehan Guo Gang Liu Taicheng Guo Yujun Zhou Tianyu Yang Jiajun Jiao Renjie Pi Jipeng Zhang Xiangliang Zhang ELM 90 24 0 06 Feb 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Yiming Li Yu-Huan Wu Daya Guo ReLM LRM 219 1,289 0 05 Feb 2024
Integration of cognitive tasks into artificial general intelligence test for large models Youzhi Qu Chen Wei Penghui Du Wenxin Che Chi Zhang ... Bin Hu Kai Du Haiyan Wu Jia Liu Quanying Liu ELM 66 10 0 04 Feb 2024
TravelPlanner: A Benchmark for Real-World Planning with Language Agents Jian Xie Kai Zhang Jiangjie Chen Tinghui Zhu Renze Lou Yuandong Tian Yanghua Xiao Yu-Chuan Su LLMAG LM&Ro 145 180 0 02 Feb 2024
Large Language Models for Mathematical Reasoning: Progresses and Challenges Janice Ahn Rishu Verma Renze Lou Di Liu Rui Zhang Wenpeng Yin LRM 158 146 0 31 Jan 2024
YODA: Teacher-Student Progressive Learning for Language Models Jianqiao Lu Wanjun Zhong Yufei Wang Zhijiang Guo Qi Zhu ... Baojun Wang Yasheng Wang Lifeng Shang Xin Jiang Qun Liu LRM 106 7 0 28 Jan 2024
In-context Learning with Retrieved Demonstrations for Language Models: A Survey an Luo Xin Xu Yue Liu Panupong Pasupat Mehran Kazemi RALM 164 70 0 21 Jan 2024
Training microrobots to swim by a large language model Zhuoqun Xu Lailai Zhu 61 4 0 21 Jan 2024
Escape Sky-high Cost: Early-stopping Self-Consistency for Multi-step Reasoning Yiwei Li Peiwen Yuan Shaoxiong Feng Boyuan Pan Xinglin Wang Bin Sun Heda Wang Kan Li LRM 76 38 0 19 Jan 2024
Augmenting Math Word Problems via Iterative Question Composing Haoxiong Liu Yifan Zhang Yifan Luo Andrew Chi-Chih Yao SyDa LRM 164 46 0 17 Jan 2024
MARIO: MAth Reasoning with code Interpreter Output -- A Reproducible Pipeline Minpeng Liao Wei Luo Chengxi Li Jing Wu Kai Fan LRM 121 48 0 16 Jan 2024
Carrying over algorithm in transformers J. Kruthoff 92 0 0 15 Jan 2024
Improving Large Language Models via Fine-grained Reinforcement Learning with Minimum Editing Constraint Zhipeng Chen Kun Zhou Wayne Xin Zhao Junchen Wan Fuzheng Zhang Di Zhang Ji-Rong Wen KELM 120 35 0 11 Jan 2024
Exploring the Reasoning Abilities of Multimodal Large Language Models (MLLMs): A Comprehensive Survey on Emerging Trends in Multimodal Reasoning Yiqi Wang Wentao Chen Xiaotian Han Xudong Lin Haiteng Zhao Yongfei Liu Bohan Zhai Jianbo Yuan Quanzeng You Hongxia Yang LRM 112 88 0 10 Jan 2024
Are Language Models More Like Libraries or Like Librarians? Bibliotechnism, the Novel Reference Problem, and the Attitudes of LLMs Harvey Lederman Kyle Mahowald 104 12 0 10 Jan 2024
MoE-Mamba: Efficient Selective State Space Models with Mixture of Experts Maciej Pióro Kamil Ciebiera Krystian Król Jan Ludziejewski Michał Krutul Jakub Krajewski Szymon Antoniak Piotr Miłoś Marek Cygan Sebastian Jaszczur MoE Mamba 86 56 0 08 Jan 2024
A Philosophical Introduction to Language Models -- Part I: Continuity With Classic Debates Raphael Milliere Cameron Buckner LRM ELM 97 23 0 08 Jan 2024
LLM Augmented LLMs: Expanding Capabilities through Composition Rachit Bansal Bidisha Samanta Siddharth Dalmia Nitish Gupta Shikhar Vashishth Sriram Ganapathy Abhishek Bapna Prateek Jain Partha P. Talukdar CLL 85 38 0 04 Jan 2024
Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models Zixiang Chen Yihe Deng Huizhuo Yuan Kaixuan Ji Quanquan Gu SyDa 155 327 0 02 Jan 2024
Evaluating Large Language Models on the GMAT: Implications for the Future of Business Education Vahid Ashrafimoghari Necdet Gurkan Jordan W. Suchow ELM 65 6 0 02 Jan 2024
Structured Packing in LLM Training Improves Long Context Utilization Konrad Staniszewski Szymon Tworkowski Sebastian Jaszczur Yu Zhao Henryk Michalewski Lukasz Kuciñski Piotr Milo's 142 13 0 28 Dec 2023
EcomGPT-CT: Continual Pre-training of E-commerce Large Language Models with Semi-structured Data Shirong Ma Shen Huang Shulin Huang Xiaobin Wang Yangning Li Hai-Tao Zheng Pengjun Xie Fei Huang Yong Jiang 118 6 0 25 Dec 2023
Turning Dust into Gold: Distilling Complex Reasoning Capabilities from LLMs by Leveraging Negative Data Yiwei Li Peiwen Yuan Shaoxiong Feng Boyuan Pan Bin Sun Xinglin Wang Heda Wang Kan Li LRM 94 21 0 20 Dec 2023
GeomVerse: A Systematic Evaluation of Large Models for Geometric Reasoning Mehran Kazemi Hamidreza Alvari Ankit Anand Jialin Wu Xi Chen Radu Soricut LRM ReLM 84 70 0 19 Dec 2023
Faithful Persona-based Conversational Dataset Generation with Large Language Models Pegah Jandaghi XiangHai Sheng Xinyi Bai Jay Pujara Hakim Sidahmed 101 24 0 15 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 65 1 0 14 Dec 2023
Fewer is More: Boosting LLM Reasoning with Reinforced Context Pruning Xijie Huang Li Lyna Zhang Kwang-Ting Cheng Fan Yang Mao Yang LRM ReLM 94 13 0 14 Dec 2023
AI capabilities can be significantly improved without expensive retraining Tom Davidson Jean-Stanislas Denain Pablo Villalobos Guillem Bas OffRL VLM 79 27 0 12 Dec 2023
PathFinder: Guided Search over Multi-Step Reasoning Paths O. Yu. Golovneva Sean O'Brien Ramakanth Pasunuru Tianlu Wang Luke Zettlemoyer Maryam Fazel-Zarandi Asli Celikyilmaz LRM 99 8 0 08 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 110 83 0 07 Dec 2023
Hijacking Context in Large Multi-modal Models Joonhyun Jeong MLLM 114 8 0 07 Dec 2023