Title
Markov Chain of Thought for Efficient Mathematical Reasoning Wen Yang Kai Fan Minpeng Liao LRM 47 4 0 23 Oct 2024
Learning Mathematical Rules with Large Language Models Antoine Gorceix Bastien Le Chenadec Ahmad Rammal N. Vadori Manuela Veloso 23 1 0 22 Oct 2024
Forewarned is Forearmed: Leveraging LLMs for Data Synthesis through Failure-Inducing Exploration Qintong Li Jiahui Gao Sheng Wang Renjie Pi Xueliang Zhao Chuan Wu Xin Jiang Zhiyu Li Lingpeng Kong SyDa 28 3 0 22 Oct 2024
Language Models are Symbolic Learners in Arithmetic Chunyuan Deng Zhiqi Li Roy Xie Ruidi Chang Hanjie Chen 35 3 0 21 Oct 2024
Learning to Predict Usage Options of Product Reviews with LLM-Generated Labels Leo Kohlenberg Leonard Horns Frederic Sadrieh Nils Kiele Matthis Clausen Konstantin Ketterer Avetis Navasardyan Tamara Czinczoll Gerard de Melo Ralf Herbrich 34 0 0 16 Oct 2024
MIND: Math Informed syNthetic Dialogues for Pretraining LLMs Syeda Nahida Akter Shrimai Prabhumoye John Kamalu S. Satheesh Eric Nyberg M. Patwary M. Shoeybi Bryan Catanzaro LRM SyDa ReLM 109 1 0 15 Oct 2024
3D-Prover: Diversity Driven Theorem Proving With Determinantal Point Processes Sean Lamont Christian J. Walder Amir Dezfouli Paul Montague Michael Norrish 31 0 0 14 Oct 2024
FLARE: Faithful Logic-Aided Reasoning and Exploration Erik Arakelyan Pasquale Minervini Pat Verga Patrick Lewis Isabelle Augenstein ReLM LRM 69 2 0 14 Oct 2024
TMGBench: A Systematic Game Benchmark for Evaluating Strategic Reasoning Abilities of LLMs Haoran Wang Xiachong Feng Lei Li Zhan Qin Dianbo Sui Lingpeng Kong LRM ELM 35 3 0 14 Oct 2024
CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning Joshua Ong Jun Leang Aryo Pradipta Gema Shay B. Cohen ReLM LRM ReCod 41 2 0 14 Oct 2024
ImagineNav: Prompting Vision-Language Models as Embodied Navigator through Scene Imagination Xinxin Zhao Wenzhe Cai Likun Tang Teng Wang LM&Ro 40 3 0 13 Oct 2024
Can Looped Transformers Learn to Implement Multi-step Gradient Descent for In-context Learning? Khashayar Gatmiry Nikunj Saunshi Sashank J. Reddi Stefanie Jegelka Sanjiv Kumar 69 17 0 10 Oct 2024
MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code Zimu Lu Aojun Zhou Ke Wang Houxing Ren Weikang Shi Junting Pan Mingjie Zhan Hongsheng Li LRM 76 8 0 10 Oct 2024
Visual Scratchpads: Enabling Global Reasoning in Vision Aryo Lotfi Enrico Fini Samy Bengio Moin Nabi Emmanuel Abbe LRM 42 0 0 10 Oct 2024
Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System Weize Chen Jiarui Yuan Chen Qian Cheng Yang Zhiyuan Liu Maosong Sun LLMAG 36 4 0 10 Oct 2024
Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language Models Bofei Gao Feifan Song Zhiyong Yang Zefan Cai Yibo Miao ... Lei Sha Yichang Zhang Xuancheng Ren Tianyu Liu Baobao Chang ELM LRM 47 39 0 10 Oct 2024
MLissard: Multilingual Long and Simple Sequential Reasoning Benchmarks M. Bueno R. Lotufo Rodrigo Nogueira LRM 31 0 0 08 Oct 2024
From Sparse Dependence to Sparse Attention: Unveiling How Chain-of-Thought Enhances Transformer Sample Efficiency Kaiyue Wen Huaqing Zhang Hongzhou Lin Jingzhao Zhang MoE LRM 66 2 0 07 Oct 2024
ErrorRadar: Benchmarking Complex Mathematical Reasoning of Multimodal Large Language Models Via Error Detection Yibo Yan Shen Wang Jiahao Huo Hang Li Yangqiu Song ... Kun Wang Hui Xiong Philip S. Yu Xuming Hu Qingsong Wen LRM 36 14 0 06 Oct 2024
RespDiff: An End-to-End Multi-scale RNN Diffusion Model for Respiratory Waveform Estimation from PPG Signals Yuyang Miao Zehua Chen Chong Li Danilo Mandic DiffM MedIm 38 0 0 06 Oct 2024
BloomWise: Enhancing Problem-Solving capabilities of Large Language Models using Bloom's-Taxonomy-Inspired Prompts Maria-Eleni Zoumpoulidi Georgios Paraskevopoulos Alexandros Potamianos LRM 23 0 0 05 Oct 2024
GraphRouter: A Graph-based Router for LLM Selections Tao Feng Yanzhen Shen Jiaxuan You 100 10 0 04 Oct 2024
MA-RLHF: Reinforcement Learning from Human Feedback with Macro Actions Yekun Chai Haoran Sun Huang Fang Shuohuan Wang Yu Sun Hua Wu 198 1 0 03 Oct 2024
CreDes: Causal Reasoning Enhancement and Dual-End Searching for Solving Long-Range Reasoning Problems using LLMs Kangsheng Wang Xiao Zhang Hao Liu Songde Han Huimin Ma Tianyu Hu LRM 59 5 0 02 Oct 2024
VinePPO: Unlocking RL Potential For LLM Reasoning Through Refined Credit Assignment Amirhossein Kazemnejad Milad Aghajohari Eva Portelance Alessandro Sordoni Siva Reddy Rameswar Panda Nicolas Le Roux OffRL LRM 36 27 0 02 Oct 2024
RATIONALYST: Pre-training Process-Supervision for Improving Reasoning Dongwei Jiang Guoxuan Wang Yining Lu Andrew Wang Jingyu Zhang Chuyu Liu Benjamin Van Durme Daniel Khashabi ReLM LRM 36 3 0 01 Oct 2024
Task-Adaptive Pretrained Language Models via Clustered-Importance Sampling David Grangier Simin Fan Skyler Seto Pierre Ablin 44 3 0 30 Sep 2024
BeanCounter: A low-toxicity, large-scale, and open dataset of business-oriented text Siyan Wang Bradford Levy 34 2 0 26 Sep 2024
Enhancing elusive clues in knowledge learning by contrasting attention of language models Jian Gao Xiao Zhang Ji Wu Miao Li 43 0 0 26 Sep 2024
HLB: Benchmarking LLMs' Humanlikeness in Language Use Xufeng Duan Bei Xiao Xuemei Tang Zhenguang G. Cai 33 3 0 24 Sep 2024
Small Language Models: Survey, Measurements, and Insights Zhenyan Lu Xiang Li Dongqi Cai Rongjie Yi Fangming Liu Xiwen Zhang Nicholas D. Lane Mengwei Xu ObjD LRM 61 36 0 24 Sep 2024
Co-occurrence is not Factual Association in Language Models Xiao Zhang Miao Li Ji Wu KELM 68 2 0 21 Sep 2024
CSCE: Boosting LLM Reasoning by Simultaneous Enhancing of Causal Significance and Consistency Kangsheng Wang Xiao Zhang Zizheng Guo Tianyu Hu Huimin Ma LRM 48 7 0 20 Sep 2024
Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement An Yang Beichen Zhang Binyuan Hui Bofei Gao Bowen Yu ... Mingfeng Xue Runji Lin Tianyu Liu Xingzhang Ren Zhenru Zhang OSLM LRM 44 187 0 18 Sep 2024
Jailbreaking Large Language Models with Symbolic Mathematics Emet Bethany Mazal Bethany Juan Arturo Nolazco Flores S. Jha Peyman Najafirad AAML 20 3 0 17 Sep 2024
Causal Language Modeling Can Elicit Search and Reasoning Capabilities on Logic Puzzles Kulin Shah Nishanth Dikkala Xin Wang Rina Panigrahy ELM ReLM LRM 37 9 0 16 Sep 2024
Synthetic continued pretraining Zitong Yang Neil Band Shuangping Li Emmanuel Candès Tatsunori Hashimoto CLL SyDa 41 11 0 11 Sep 2024
Semi-Supervised Reward Modeling via Iterative Self-Training Yifei He Haoxiang Wang Ziyan Jiang Alexandros Papangelis Han Zhao OffRL 44 2 0 10 Sep 2024
E2CL: Exploration-based Error Correction Learning for Embodied Agents Hanlin Wang Chak Tou Leong Jian Wang Wenjie Li 37 1 0 05 Sep 2024
Reasoning Aware Self-Consistency: Leveraging Reasoning Paths for Efficient LLM Sampling Guangya Wan Yuqi Wu Jie Chen Sheng Li LRM 22 7 0 30 Aug 2024
Smaller, Weaker, Yet Better: Training LLM Reasoners via Compute-Optimal Sampling Hritik Bansal Arian Hosseini Rishabh Agarwal Vinh Q. Tran Mehran Kazemi SyDa OffRL LRM 45 38 0 29 Aug 2024
A Statistical Framework for Data-dependent Retrieval-Augmented Models Soumya Basu A. S. Rawat Manzil Zaheer RALM 49 0 0 27 Aug 2024
Power Scheduler: A Batch Size and Token Number Agnostic Learning Rate Scheduler Songlin Yang Matthew Stallone Mayank Mishra Gaoyuan Zhang Shawn Tan Aditya Prasad Adriana Meza Soria David D. Cox Yikang Shen 39 11 0 23 Aug 2024
Image Segmentation in Foundation Model Era: A Survey Tianfei Zhou Fei Zhang Boyu Chang Wenguan Wang Ye Yuan E. Konukoglu Daniel Cremers VLM 42 4 0 23 Aug 2024
Fine-tuning Smaller Language Models for Question Answering over Financial Documents Karmvir Singh Phogat Sai Akhil Puranam Sridhar Dasaratha Chetan Harsha Shashishekar Ramakrishna LRM 36 2 0 22 Aug 2024
SubgoalXL: Subgoal-based Expert Learning for Theorem Proving Xueliang Zhao Lin Zheng Haige Bo Changran Hu Urmish Thakker Lingpeng Kong LRM 50 2 0 20 Aug 2024
Plan with Code: Comparing approaches for robust NL to DSL generation Nastaran Bassamzadeh Chhaya Methani 22 1 0 15 Aug 2024
CoverBench: A Challenging Benchmark for Complex Claim Verification Alon Jacovi Moran Ambar Eyal Ben-David Uri Shaham Amir Feder Mor Geva Dror Marcus Avi Caciularu LMTD 49 3 0 06 Aug 2024
Apple Intelligence Foundation Language Models Tom Gunter Zirui Wang Chong-Jun Wang Ruoming Pang Andy Narayanan ... Xinwen Liu Yang Zhao Yin Xia Zhile Ren Zhongzheng Ren 35 34 0 29 Jul 2024
Questionable practices in machine learning Gavin Leech Juan J. Vazquez Misha Yagudin Niclas Kupper Laurence Aitchison 56 4 0 17 Jul 2024