Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning

29 September 2022

Papers citing "Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning"

50 / 225 papers shown

Title
MuMath-Code: Combining Tool-Use Large Language Models with Multi-perspective Data Augmentation for Mathematical Reasoning Shuo Yin Weihao You Zhilong Ji Guoqiang Zhong Jinfeng Bai LRM SyDa 37 9 0 13 May 2024
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models Wenqi Fan Yujuan Ding Liang-bo Ning Shijie Wang Hengyun Li Dawei Yin Tat-Seng Chua Qing Li RALM 3DV 40 188 0 10 May 2024
What matters when building vision-language models? Hugo Laurençon Léo Tronchon Matthieu Cord Victor Sanh VLM 43 156 0 03 May 2024
Reinforcement Retrieval Leveraging Fine-grained Feedback for Fact Checking News Claims with Black-Box LLM Xuan Zhang Wei Gao LRM KELM 40 8 0 26 Apr 2024
How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites Zhe Chen Weiyun Wang Hao Tian Shenglong Ye Zhangwei Gao ... Tong Lu Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang MLLM VLM 49 533 0 25 Apr 2024
Bayesian Example Selection Improves In-Context Learning for Speech, Text, and Visual Modalities Siyin Wang Chao-Han Huck Yang Ji Wu Chao Zhang BDL 32 4 0 23 Apr 2024
Describe-then-Reason: Improving Multimodal Mathematical Reasoning through Visual Comprehension Training Mengzhao Jia Zhihan Zhang W. Yu Fangkai Jiao Meng Jiang VLM ReLM LRM 53 7 0 22 Apr 2024
Relevant or Random: Can LLMs Truly Perform Analogical Reasoning? Chengwei Qin Wenhan Xia Tan Wang Fangkai Jiao Yuchen Hu Bosheng Ding Ruirui Chen Shafiq R. Joty LRM 37 3 0 19 Apr 2024
Distilling Reasoning Ability from Large Language Models with Adaptive Thinking Xiao Chen Sihang Zhou K. Liang Xinwang Liu ReLM LRM 37 2 0 14 Apr 2024
Rho-1: Not All Tokens Are What You Need Zheng-Wen Lin Zhibin Gou Yeyun Gong Xiao Liu Yelong Shen ... Chen Lin Yujiu Yang Jian Jiao Nan Duan Weizhu Chen CLL 50 55 0 11 Apr 2024
InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD Xiao-wen Dong Pan Zhang Yuhang Zang Yuhang Cao Bin Wang ... Xingcheng Zhang Jifeng Dai Yuxin Qiao Dahua Lin Jiaqi Wang VLM MLLM 41 114 0 09 Apr 2024
SAAS: Solving Ability Amplification Strategy for Enhanced Mathematical Reasoning in Large Language Models Hyeonwoo Kim Gyoungjin Gim Yungi Kim Jihoo Kim Byungju Kim Wonseok Lee Chanjun Park ReLM LRM 34 1 0 05 Apr 2024
Advancing LLM Reasoning Generalists with Preference Trees Lifan Yuan Ganqu Cui Hanbin Wang Ning Ding Xingyao Wang ... Zhenghao Liu Bowen Zhou Hao Peng Zhiyuan Liu Maosong Sun LRM 39 98 0 02 Apr 2024
Team UTSA-NLP at SemEval 2024 Task 5: Prompt Ensembling for Argument Reasoning in Civil Procedures with GPT4 Dan Schumacher Anthony Rios AILaw LRM ELM 26 2 0 02 Apr 2024
Efficient Prompting Methods for Large Language Models: A Survey Kaiyan Chang Songcheng Xu Chenglong Wang Yingfeng Luo Tong Xiao Jingbo Zhu LRM 45 32 0 01 Apr 2024
Planning and Editing What You Retrieve for Enhanced Tool Learning Tenghao Huang Dongwon Jung Muhao Chen KELM 26 7 0 30 Mar 2024
PURPLE: Making a Large Language Model a Better SQL Writer Tonghui Ren Yuankai Fan Zhenying He Ren Huang Jiaqi Dai Can Huang Yinan Jing Kai Zhang Yifan Yang Xiaoyang Sean Wang 25 21 0 29 Mar 2024
Large Language Models for Education: A Survey and Outlook Shen Wang Tianlong Xu Hang Li Chaoli Zhang Joleen Liang Jiliang Tang Philip S. Yu Qingsong Wen AI4Ed 41 93 0 26 Mar 2024
What Are Tools Anyway? A Survey from the Language Model Perspective Zhiruo Wang Zhoujun Cheng Hao Zhu Daniel Fried Graham Neubig 68 27 0 18 Mar 2024
A Knowledge-Injected Curriculum Pretraining Framework for Question Answering Xin Lin Tianhuang Su Zhenya Huang Shangzi Xue Haifeng Liu Enhong Chen 28 1 0 11 Mar 2024
DACO: Towards Application-Driven and Comprehensive Data Analysis via Code Generation Xueqing Wu Rui Zheng Jingzhen Sha Te-Lin Wu Hanyu Zhou Mohan Tang Kai-Wei Chang Nanyun Peng Haoran Huang 55 1 0 04 Mar 2024
Key-Point-Driven Data Synthesis with its Enhancement on Mathematical Reasoning Yiming Huang Xiao Liu Yeyun Gong Zhibin Gou Yelong Shen Nan Duan Weizhu Chen AIMat LRM 58 36 0 04 Mar 2024
ToolNet: Connecting Large Language Models with Massive Tools via Tool Graph Xukun Liu Zhiyuan Peng Xiaoyuan Yi Xing Xie Lirong Xiang Yuchen Liu Dongkuan Xu CLL LLMAG 61 13 0 29 Feb 2024
A Multimodal Foundation Agent for Financial Trading: Tool-Augmented, Diversified, and Generalist Wentao Zhang Lingxuan Zhao Haochong Xia Shuo Sun Jiaze Sun ... Yilei Zhao Xinyu Cai Longtao Zheng Xinrun Wang Bo An AIFin 43 34 0 28 Feb 2024
Are LLMs Capable of Data-based Statistical and Causal Reasoning? Benchmarking Advanced Quantitative Reasoning with Data Xiao Liu Zirui Wu Xueqing Wu Pan Lu Kai-Wei Chang Yansong Feng ELM LRM 40 27 0 27 Feb 2024
StructLM: Towards Building Generalist Models for Structured Knowledge Grounding Alex Zhuang Ge Zhang Tianyu Zheng Xinrun Du Junjie Wang Weiming Ren Stephen W. Huang Jie Fu Xiang Yue Wenhu Chen LMTD 49 14 0 26 Feb 2024
$C^3$ : Confidence Calibration Model Cascade for Inference-Efficient Cross-Lingual Natural Language Understanding Taixi Lu Haoyu Wang Huajie Shao Jing Gao Huaxiu Yao 33 0 0 25 Feb 2024
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 46 1 0 24 Feb 2024
ChunkAttention: Efficient Self-Attention with Prefix-Aware KV Cache and Two-Phase Partition Lu Ye Ze Tao Yong Huang Yang Li 34 26 0 23 Feb 2024
CriticBench: Benchmarking LLMs for Critique-Correct Reasoning Zicheng Lin Zhibin Gou Tian Liang Ruilin Luo Haowei Liu Yujiu Yang LRM 40 43 0 22 Feb 2024
ConceptMath: A Bilingual Concept-wise Benchmark for Measuring Mathematical Reasoning of Large Language Models Yanan Wu Jie Liu Xingyuan Bu Jiaheng Liu Zhanhui Zhou ... Haibin Chen Tiezheng Ge Wanli Ouyang Wenbo Su Bo Zheng LRM 29 6 0 22 Feb 2024
Offline Training of Language Model Agents with Functions as Learnable Weights Shaokun Zhang Jieyu Zhang Jiale Liu Linxin Song Chi Wang Ranjay Krishna Qingyun Wu LLMAG LM&Ro AIFin 40 12 0 17 Feb 2024
PhaseEvo: Towards Unified In-Context Prompt Optimization for Large Language Models Wendi Cui Jiaxin Zhang Zhuohang Li Hao Sun Damien Lopez Kamalika Das Bradley Malin Kumar Sricharan 14 7 0 17 Feb 2024
Evaluating LLMs' Mathematical Reasoning in Financial Document Question Answering Pragya Srivastava Manuj Malik Vivek Gupta T. Ganu Dan Roth 25 14 0 17 Feb 2024
SportsMetrics: Blending Text and Numerical Data to Understand Information Fusion in LLMs Yebowen Hu Kaiqiang Song Sangwoo Cho Xiaoyang Wang H. Foroosh Dong Yu Fei Liu 23 8 0 15 Feb 2024
OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning Dataset Shubham Toshniwal Ivan Moshkov Sean Narenthiran Daria Gitman Fei Jia Igor Gitman 36 76 0 15 Feb 2024
NICE: To Optimize In-Context Examples or Not? Pragya Srivastava Satvik Golechha Amit Deshpande Amit Sharma 22 5 0 09 Feb 2024
Large Language Models for Mathematical Reasoning: Progresses and Challenges Janice Ahn Rishu Verma Renze Lou Di Liu Rui Zhang Wenpeng Yin LRM 38 116 0 31 Jan 2024
Enhancing Large Language Model with Decomposed Reasoning for Emotion Cause Pair Extraction Jialiang Wu Yi Shen Ziheng Zhang Longjun Cai ReLM 25 5 0 31 Jan 2024
ReGAL: Refactoring Programs to Discover Generalizable Abstractions Elias Stengel-Eskin Archiki Prasad Mohit Bansal 25 13 0 29 Jan 2024
GAPS: Geometry-Aware Problem Solver Jiaxin Zhang Yinghui Jiang Yashar Moshfeghi AIMat AI4CE 22 3 0 29 Jan 2024
DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence Daya Guo Qihao Zhu Dejian Yang Zhenda Xie Kai Dong ... Yu-Huan Wu Y. K. Li Fuli Luo Yingfei Xiong W. Liang ELM 48 664 0 25 Jan 2024
Demystifying Chains, Trees, and Graphs of Thoughts Maciej Besta Florim Memedi Zhenyu Zhang Robert Gerstenberger Guangyuan Piao ... Aleš Kubíček H. Niewiadomski Aidan O'Mahony Onur Mutlu Torsten Hoefler AI4CE LRM 75 27 0 25 Jan 2024
TroVE: Inducing Verifiable and Efficient Toolboxes for Solving Programmatic Tasks Zhiruo Wang Daniel Fried Graham Neubig 25 19 0 23 Jan 2024
KAM-CoT: Knowledge Augmented Multimodal Chain-of-Thoughts Reasoning Debjyoti Mondal Suraj Modi Subhadarshi Panda Rituraj Singh Godawari Sudhakar Rao LRM 28 37 0 23 Jan 2024
In-context Learning with Retrieved Demonstrations for Language Models: A Survey an Luo Xin Xu Yue Liu Panupong Pasupat Mehran Kazemi RALM 31 55 0 21 Jan 2024
Visualization Generation with Large Language Models: An Evaluation Guozheng Li Xinyu Wang Gerile Aodeng Shunyuan Zheng Yu Zhang Chuangxin Ou Song Wang Chi Harold Liu 21 27 0 20 Jan 2024
Survey of Natural Language Processing for Education: Taxonomy, Systematic Review, and Future Trends Yunshi Lan Xinyuan Li Hanyue Du Xuesong Lu Ming Gao Weining Qian Aoying Zhou 40 2 0 15 Jan 2024
InfiAgent-DABench: Evaluating Agents on Data Analysis Tasks Xueyu Hu Ziyu Zhao Shuang Wei Ziwei Chai Qianli Ma ... Jiwei Li Kun Kuang Yang Yang Hongxia Yang Fei Wu LMTD ELM 18 41 0 10 Jan 2024
Experiential Co-Learning of Software-Developing Agents Cheng Qian Yufan Dang Jiahao Li Wei Liu Zihao Xie ... Cheng Yang Xin Cong Xiaoyin Che Zhiyuan Liu Maosong Sun LLMAG 25 40 0 28 Dec 2023