Title
FREB-TQA: A Fine-Grained Robustness Evaluation Benchmark for Table Question Answering Wei Zhou Mohsen Mesgar Heike Adel Annemarie Friedrich LMTD 64 6 0 29 Apr 2024
Think-Program-reCtify: 3D Situated Reasoning with Large Language Models Qingrong He Kejun Lin Shizhe Chen Anwen Hu Qin Jin LRM 45 1 0 23 Apr 2024
TabSQLify: Enhancing Reasoning Capabilities of LLMs Through Table Decomposition Md Mahadi Hasan Nahid Davood Rafiei LRM LMTD ReLM 40 15 0 15 Apr 2024
InsightLens: Discovering and Exploring Insights from Conversational Contexts in Large-Language-Model-Powered Data Analysis Luoxuan Weng Xingbo Wang Junyu Lu Yingchaojie Feng Yihan Liu Wei Chen 58 1 0 02 Apr 2024
A Theory for Length Generalization in Learning to Reason Changnan Xiao Bing Liu LRM 47 9 0 31 Mar 2024
HGT: Leveraging Heterogeneous Graph-enhanced Large Language Models for Few-shot Complex Table Understanding Rihui Jin Yu Li Guilin Qi Nan Hu Yuan-Fang Li Jiaoyan Chen Jianan Wang Yongrui Chen Dehai Min LMTD 29 0 0 28 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
InfoCon: Concept Discovery with Generative and Discriminative Informativeness Ruizhe Liu Qian Luo Yanchao Yang 40 2 0 14 Mar 2024
SheetAgent: Towards A Generalist Agent for Spreadsheet Reasoning and Manipulation via Large Language Models Yibin Chen Yifu Yuan Zeyu Zhang Yan Zheng Jinyi Liu Fei Ni Jianye Hao Hangyu Mao Fuzheng Zhang LMTD LRM 50 1 0 06 Mar 2024
ProTrix: Building Models for Planning and Reasoning over Tables with Sentence Context Zirui Wu Yansong Feng LMTD ReLM LRM 56 7 0 04 Mar 2024
Right for Right Reasons: Large Language Models for Verifiable Commonsense Knowledge Graph Question Answering Armin Toroghi Willis Guo Mohammad Mahdi Torabi pour Scott Sanner LRM 31 8 0 03 Mar 2024
Large Language Models and Games: A Survey and Roadmap Roberto Gallotta Graham Todd Marvin Zammit Sam Earle Antonios Liapis Julian Togelius Georgios N. Yannakakis LLMAG LM&MA AI4CE LRM 50 73 0 28 Feb 2024
Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey Xi Fang Weijie Xu Fiona Anting Tan Jiani Zhang Ziqing Hu Yanjun Qi Scott Nickleach Diego Socolinsky Srinivasan H. Sengamedu Christos Faloutsos LMTD ALM 42 66 0 27 Feb 2024
BlendSQL: A Scalable Dialect for Unifying Hybrid Question Answering in Relational Algebra Parker Glenn Parag Dakle Liang Wang Preethi Raghavan ReLM 37 6 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
RoCoIns: Enhancing Robustness of Large Language Models through Code-Style Instructions Yuan Zhang Xiao Wang Zhiheng Xi Han Xia Tao Gui Qi Zhang Xuanjing Huang 39 3 0 26 Feb 2024
Debug like a Human: A Large Language Model Debugger via Verifying Runtime Execution Step-by-step Li Zhong Zilong Wang Jingbo Shang 29 48 0 25 Feb 2024
OpenTab: Advancing Large Language Models as Open-domain Table Reasoners Kezhi Kong Jiani Zhang Zhengyuan Shen Balasubramaniam Srinivasan Chuan Lei Christos Faloutsos Huzefa Rangwala George Karypis LMTD ReLM RALM LRM 57 17 0 22 Feb 2024
Training Table Question Answering via SQL Query Decomposition Raphael Mouravieff Benjamin Piwowarski Sylvain Lamprier ReLM LMTD 46 0 0 19 Feb 2024
Knowledge-to-SQL: Enhancing SQL Generation with Data Expert LLM Zijin Hong Zheng Yuan Hao Chen Qinggang Zhang Feiran Huang Xiao Huang 41 24 0 18 Feb 2024
Exploring Hybrid Question Answering via Program-based Prompting Qi Shi Han Cui Haofeng Wang Qingfu Zhu Wanxiang Che Ting Liu 35 4 0 16 Feb 2024
Improving Demonstration Diversity by Human-Free Fusing for Text-to-SQL Dingzirui Wang Longxu Dou Xuanliang Zhang Qingfu Zhu Wanxiang Che 37 7 0 16 Feb 2024
A Survey of Table Reasoning with Large Language Models Xuanliang Zhang Dingzirui Wang Longxu Dou Qingfu Zhu Wanxiang Che LMTD LRM 30 6 0 13 Feb 2024
Are Large Language Models Table-based Fact-Checkers? Hangwen Zhang Q. Si Peng Fu Zheng Lin Weiping Wang LRM LMTD 45 2 0 04 Feb 2024
Large Language Model for Table Processing: A Survey Weizheng Lu Jiaming Zhang Jing Zhang Yueguo Chen LMTD 60 24 0 04 Feb 2024
Foundation Model Sherpas: Guiding Foundation Models through Knowledge and Reasoning D. Bhattacharjya Junkyu Lee Don Joven Agravante Balaji Ganesan Radu Marinescu LLMAG 38 1 0 02 Feb 2024
CABINET: Content Relevance based Noise Reduction for Table Question Answering Sohan Patnaik Heril Changwal Milan Aggarwal Sumita Bhatia Yaman Kumar Balaji Krishnamurthy LMTD RALM 44 18 0 02 Feb 2024
Augment before You Try: Knowledge-Enhanced Table Question Answering via Table Expansion Yujian Liu Jiabao Ji Tong Yu Ryan Rossi Sungchul Kim Handong Zhao Ritwik Sinha Yang Zhang Shiyu Chang RALM LMTD 47 2 0 28 Jan 2024
TAT-LLM: A Specialized Language Model for Discrete Reasoning over Tabular and Textual Data Fengbin Zhu Ziyang Liu Fuli Feng Chao Wang Moxin Li Tat-Seng Chua LMTD LRM 34 15 0 24 Jan 2024
TroVE: Inducing Verifiable and Efficient Toolboxes for Solving Programmatic Tasks Zhiruo Wang Daniel Fried Graham Neubig 25 19 0 23 Jan 2024
DoraemonGPT: Toward Understanding Dynamic Scenes with Large Language Models (Exemplified as A Video Agent) Zongxin Yang Guikun Chen Xiaodi Li Wenguan Wang Yi Yang LM&Ro LLMAG 69 35 0 16 Jan 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 46 92 0 09 Jan 2024
If LLM Is the Wizard, Then Code Is the Wand: A Survey on How Code Empowers Large Language Models to Serve as Intelligent Agents Ke Yang Jiateng Liu John Wu Chaoqi Yang Yi R. Fung ... Xu Cao Xingyao Wang Yiquan Wang Chenhui Xu Chengxiang Zhai LLMAG ELM 26 75 0 01 Jan 2024
keqing: knowledge-based question answering is a nature chain-of-thought mentor of LLM Chaojie Wang Yishi Xu Zhong Peng Chenxi Zhang Bo Chen Xinrun Wang Lei Feng Bo An 74 18 0 31 Dec 2023
Rethinking Tabular Data Understanding with Large Language Models Tianyang Liu Fei Wang Muhao Chen ReLM LMTD LRM 37 13 0 27 Dec 2023
TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model Reasoning Yuan Sui Jiaru Zou Mengyu Zhou Xinyi He Lun Du Shi Han Dongmei Zhang LRM LMTD 21 23 0 14 Dec 2023
Can LLM find the green circle? Investigation and Human-guided tool manipulation for compositional generalization Min Zhang Jianfeng He Shuo Lei Murong Yue Linhan Wang Chang-Tien Lu 48 5 0 12 Dec 2023
Visual Program Distillation: Distilling Tools and Programmatic Reasoning into Vision-Language Models Yushi Hu Otilia Stretcu Chun-Ta Lu Krishnamurthy Viswanathan Kenji Hata Enming Luo Ranjay Krishna Ariel Fuxman VLM LRM MLLM 52 29 0 05 Dec 2023
Recursive Visual Programming Jiaxin Ge Sanjay Subramanian Baifeng Shi Roei Herzig Trevor Darrell 37 4 0 04 Dec 2023
Applying Large Language Models and Chain-of-Thought for Automatic Scoring Gyeong-Geon Lee Ehsan Latif Xuansheng Wu Ninghao Liu Xiaoming Zhai 42 89 0 30 Nov 2023
Conditions for Length Generalization in Learning Reasoning Skills Changnan Xiao Bing Liu LRM 40 7 0 22 Nov 2023
On Evaluating the Integration of Reasoning and Action in LLM Agents with Database Question Answering Linyong Nan Ellen Zhang Weijin Zou Yilun Zhao Wenfei Zhou Arman Cohan LLMAG 46 13 0 16 Nov 2023
HeLM: Highlighted Evidence augmented Language Model for Enhanced Table-to-Text Generation Junyi Bian Xiaolei Qin Wuhe Zou Mengzuo Huang Congyi Luo Ke Zhang Weidong Zhang LMTD 31 2 0 15 Nov 2023
Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey Garima Agrawal Tharindu Kumarage Zeyad Alghami Huanmin Liu 37 81 0 14 Nov 2023
Past as a Guide: Leveraging Retrospective Learning for Python Code Completion Seunggyoon Shin Seunggyu Chang Sungjoon Choi KELM 40 1 0 13 Nov 2023
EHRXQA: A Multi-Modal Question Answering Dataset for Electronic Health Records with Chest X-ray Images Seongsu Bae Daeun Kyung Jaehee Ryu Eunbyeol Cho Gyubok Lee ... Jungwoo Oh Lei Ji E. Chang Tackeun Kim Edward Choi 47 20 0 28 Oct 2023
Clover: Closed-Loop Verifiable Code Generation Chuyue Sun Ying Sheng Oded Padon Clark W. Barrett OffRL ALM 33 28 0 26 Oct 2023
What's Left? Concept Grounding with Logic-Enhanced Foundation Models Joy Hsu Jiayuan Mao Joshua B. Tenenbaum Jiajun Wu VLM ReLM LRM 36 21 0 24 Oct 2023
MarkQA: A large scale KBQA dataset with numerical reasoning Xiang Huang Sitao Cheng Yuheng Bao Shanshan Huang Yuzhong Qu AIMat 21 5 0 24 Oct 2023
LINC: A Neurosymbolic Approach for Logical Reasoning by Combining Language Models with First-Order Logic Provers Theo X. Olausson Alex Gu Benjamin Lipkin Cedegao E. Zhang Armando Solar-Lezama Josh Tenenbaum Roger Levy LRM AI4CE ReLM 49 95 0 23 Oct 2023