Title
Do PhD-level LLMs Truly Grasp Elementary Addition? Probing Rule Learning vs. Memorization in Large Language Models Yang Yan Yu Lu Renjun Xu Zhenzhong Lan LRM 86 4 0 07 Apr 2025
Rec-R1: Bridging Generative Large Language Models and User-Centric Recommendation Systems via Reinforcement Learning J. Lin Tian Wang Kun Qian LRM 96 5 0 31 Mar 2025
General Table Question Answering via Answer-Formula Joint Generation Zhongyuan Wang Richong Zhang Zhijie Nie LMTD 388 1 0 16 Mar 2025
TableMaster: A Recipe to Advance Table Understanding with Language Models Lang Cao Hanbing Liu LMTD RALM 468 4 1 31 Jan 2025
Mind Your Step (by Step): Chain-of-Thought can Reduce Performance on Tasks where Thinking Makes Humans Worse Ryan Liu Jiayi Geng Addison J. Wu Ilia Sucholutsky Tania Lombrozo Thomas Griffiths ReLM LRM 96 30 0 27 Oct 2024
HybridFlow: A Flexible and Efficient RLHF Framework Guangming Sheng Chi Zhang Zilingfeng Ye Xibin Wu Wang Zhang Ru Zhang Size Zheng Haibin Lin Chuan Wu AI4CE 145 198 0 28 Sep 2024
Can LLMs Reason in the Wild with Programs? Yuan Yang Siheng Xiong Ali Payani Ehsan Shareghi Faramarz Fekri LRM 67 16 0 19 Jun 2024
Auto-Formula: Recommend Formulas in Spreadsheets using Contrastive Learning for Table Representations Sibei Chen Yeye He Weiwei Cui Ju Fan Song Ge Haidong Zhang Dongmei Zhang Surajit Chaudhuri LMTD 52 8 0 19 Apr 2024
Is DPO Superior to PPO for LLM Alignment? A Comprehensive Study Shusheng Xu Wei Fu Jiaxuan Gao Wenjie Ye Weiling Liu Zhiyu Mei Guangju Wang Chao Yu Yi Wu 112 159 0 16 Apr 2024
TabSQLify: Enhancing Reasoning Capabilities of LLMs Through Table Decomposition Md Mahadi Hasan Nahid Davood Rafiei LRM LMTD ReLM 74 23 0 15 Apr 2024
TableLLM: Enabling Tabular Data Manipulation by LLMs in Real Office Usage Scenarios Yanling Wang Jing Zhang Zeyao Ma Yang Li Bohan Zhang ... Didong Li Shu Zhao Juan-Zi Li Jie Tang J. Tang LMTD RALM 71 32 0 28 Mar 2024
Stepwise Self-Consistent Mathematical Reasoning with Large Language Models Zilong Zhao Yao Rong Dongyang Guo Emek Gözlüklü Emir Gülboy Enkelejda Kasneci LRM 72 3 0 24 Feb 2024
NL2Formula: Generating Spreadsheet Formulas from Natural Language Queries Wei Zhao Zhitao Hou Siyuan Wu Yan Gao Haoyu Dong Yao Wan Hongyu Zhang Yulei Sui Haidong Zhang LMTD 269 4 0 20 Feb 2024
A Survey of Table Reasoning with Large Language Models Xuanliang Zhang Dingzirui Wang Longxu Dou Qingfu Zhu Wanxiang Che LMTD LRM 62 11 0 13 Feb 2024
Can Large Language Models Understand Context? Yilun Zhu Joel Ruben Antony Moniz Shruti Bhargava Jiarui Lu Dhivya Piraviperumal Site Li Yuan-kang Zhang Hong-ye Yu Bo-Hsiang Tseng 70 25 0 01 Feb 2024
Chain-of-Table: Evolving Tables in the Reasoning Chain for Table Understanding Zilong Wang Hao Zhang Chun-Liang Li Julian Martin Eisenschlos Vincent Perot ... Lesly Miculicich Yasuhisa Fujii Jingbo Shang Chen-Yu Lee Tomas Pfister ReLM LMTD LRM 67 111 0 09 Jan 2024
Rethinking Tabular Data Understanding with Large Language Models Tianyang Liu Fei Wang Muhao Chen ReLM LMTD LRM 59 17 0 27 Dec 2023
Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries Xinyi He Mengyu Zhou Xinrun Xu Xiaojun Ma Rui Ding ... Ran Jia Xu Chen Shi Han Zejian Yuan Dongmei Zhang LMTD 77 23 0 21 Dec 2023
Efficient Memory Management for Large Language Model Serving with PagedAttention Woosuk Kwon Zhuohan Li Siyuan Zhuang Ying Sheng Lianmin Zheng Cody Hao Yu Joseph E. Gonzalez Haotong Zhang Ion Stoica VLM 156 2,196 0 12 Sep 2023
Graph of Thoughts: Solving Elaborate Problems with Large Language Models Maciej Besta Nils Blach Aleš Kubíček Robert Gerstenberger Michal Podstawski ... Joanna Gajda Tomasz Lehmann H. Niewiadomski Piotr Nyczyk Torsten Hoefler LRM AI4CE LM&Ro 116 665 0 18 Aug 2023
GraphReason: Enhancing Reasoning Capabilities of Large Language Models through A Graph-Based Verification Approach Lang Cao LRM 56 13 0 18 Aug 2023
Scaling Relationship on Learning Mathematical Reasoning with Large Language Models Zheng Yuan Hongyi Yuan Cheng Li Guanting Dong Keming Lu Chuanqi Tan Chang Zhou Jingren Zhou LRM ALM 71 193 0 03 Aug 2023
Large Language Models Michael R Douglas LLMAG LM&MA 127 623 0 11 Jul 2023
Tree of Thoughts: Deliberate Problem Solving with Large Language Models Shunyu Yao Dian Yu Jeffrey Zhao Izhak Shafran Thomas Griffiths Yuan Cao Karthik Narasimhan LM&Ro LRM AI4CE 133 1,936 0 17 May 2023
FLAME: A small language model for spreadsheet formulas Harshit Joshi Abishai Ebenezer J. Cambronero Sumit Gulwani Aditya Kanade Vu Le Ivan Radivcek Gust Verbruggen LMTD 67 13 0 31 Jan 2023
Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks Wenhu Chen Xueguang Ma Xinyi Wang William W. Cohen ReLM ReCod LRM 135 811 0 22 Nov 2022
PASTA: Table-Operations Aware Fact Verification via Sentence-Table Cloze Pre-training Zihui Gu Ju Fan Nan Tang Preslav Nakov Xiaoman Zhao Xiaoyong Du LMTD 51 47 0 05 Nov 2022
OmniTab: Pretraining with Natural and Synthetic Data for Few-shot Table-based Question Answering Zhengbao Jiang Yi Mao Pengcheng He Graham Neubig Weizhu Chen LMTD 72 38 0 08 Jul 2022
MultiHiertt: Numerical Reasoning over Multi Hierarchical Tabular and Textual Data Yilun Zhao Yunxiang Li Chenying Li Rui Zhang AIMat 50 102 0 03 Jun 2022
FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness Tri Dao Daniel Y. Fu Stefano Ermon Atri Rudra Christopher Ré VLM 209 2,214 0 27 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 509 3,618 0 21 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 837 12,893 0 04 Mar 2022
FinQA: A Dataset of Numerical Reasoning over Financial Data Zhiyu Chen Wenhu Chen Charese Smiley Sameena Shah Iana Borova ... Reema N Moussa Matthew I. Beane Ting-Hao 'Kenneth' Huang Bryan R. Routledge Wenjie Wang AIMat 107 338 0 01 Sep 2021
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation Zhoujun Cheng Haoyu Dong Zhiruo Wang Ran Jia Jiaqi Guo Yan Gao Shi Han Jian-Guang Lou Dongmei Zhang LMTD 80 97 0 15 Aug 2021
SpreadsheetCoder: Formula Prediction from Semi-structured Context Xinyun Chen Petros Maniatis Rishabh Singh Charles Sutton H. Dai Max Lin Denny Zhou LMTD AI4TS 41 51 0 26 Jun 2021
AIT-QA: Question Answering Dataset over Complex Tables in the Airline Industry Yannis Katsis Saneem A. Chemmengath Vishwajeet Kumar Samarth Bharadwaj Mustafa Canim ... A. Gliozzo FeiFei Pan Jaydeep Sen Karthik Sankaranarayanan Soumen Chakrabarti LMTD RALM 48 33 0 24 Jun 2021
TUTA: Tree-based Transformers for Generally Structured Table Pre-training Zhiruo Wang Haoyu Dong Ran Jia Jia Li Zhiyi Fu Shi Han Dongmei Zhang LMTD 57 146 0 21 Oct 2020
Learning to summarize from human feedback Nisan Stiennon Long Ouyang Jeff Wu Daniel M. Ziegler Ryan J. Lowe Chelsea Voss Alec Radford Dario Amodei Paul Christiano ALM 220 2,135 0 02 Sep 2020
TAPAS: Weakly Supervised Table Parsing via Pre-training Jonathan Herzig Pawel Krzysztof Nowak Thomas Müller Francesco Piccinno Julian Martin Eisenschlos LMTD RALM 88 650 0 05 Apr 2020
TabFact: A Large-scale Dataset for Table-based Fact Verification Wenhu Chen Hongmin Wang Jianshu Chen Yunkai Zhang Hong Wang Shiyang Li Xiyou Zhou William Yang Wang LMTD 94 505 0 05 Sep 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.7K 94,729 0 11 Oct 2018
Ray: A Distributed Framework for Emerging AI Applications Philipp Moritz Robert Nishihara Stephanie Wang Alexey Tumanov Richard Liaw ... Melih Elibol Zongheng Yang William Paul Michael I. Jordan Ion Stoica GNN 93 1,258 0 16 Dec 2017
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 468 19,006 0 20 Jul 2017
Deep reinforcement learning from human preferences Paul Christiano Jan Leike Tom B. Brown Miljan Martic Shane Legg Dario Amodei 153 3,296 0 12 Jun 2017
Compositional Semantic Parsing on Semi-Structured Tables Panupong Pasupat Percy Liang CoGe LMTD 107 785 0 03 Aug 2015