MultiHiertt: Numerical Reasoning over Multi Hierarchical Tabular and Textual Data

3 June 2022

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Papers citing "MultiHiertt: Numerical Reasoning over Multi Hierarchical Tabular and Textual Data"

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Title
RealHiTBench: A Comprehensive Realistic Hierarchical Table Benchmark for Evaluating LLM-Based Table Analysis Pengzuo Wu Yuhang Yang Guangcheng Zhu Chao Ye Hong Gu ... Y. He Liangyu Zha Wentao Ye Junbo Zhao Haobo Wang LMTD 13 0 0 16 Jun 2025
Fortune: Formula-Driven Reinforcement Learning for Symbolic Table Reasoning in Language Models Lang Cao Jingxian Xu Hanbing Liu Jinyu Wang Mengyu Zhou Haoyu Dong Shi Han Dongmei Zhang LRM OffRL LMTD ReLM 61 0 0 29 May 2025
GTR: Graph-Table-RAG for Cross-Table Question Answering Jiaru Zou Dongqi Fu Sirui Chen Xinrui He Zihao Li Yada Zhu Jiawei Han Jingrui He LMTD 113 1 0 02 Apr 2025
MLLM-Selector: Necessity and Diversity-driven High-Value Data Selection for Enhanced Visual Instruction Tuning Yiwei Ma Guohai Xu Xiaoshuai Sun Jiayi Ji Jie Lou Debing Zhang Rongrong Ji 219 2 0 26 Mar 2025
An Analyst-Inspector Framework for Evaluating Reproducibility of LLMs in Data Science Qiuhai Zeng Claire Jin Xinyue Wang Yuhan Zheng Qunhua Li 146 1 0 23 Feb 2025
Mathematical Language Models: A Survey Wen Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 235 14 0 03 Jan 2025
Leopard: A Vision Language Model For Text-Rich Multi-Image Tasks Mengzhao Jia Wenhao Yu Kaixin Ma Tianqing Fang Z. Zhang Siru Ouyang Hongming Zhang Meng Jiang Dong Yu VLM 106 7 0 02 Oct 2024
Seek and Solve Reasoning for Table Question Answering Ruya Jiang Chun Wang Weihong Deng LMTD ReLM LRM 117 3 0 09 Sep 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 96 4 0 06 Aug 2024
Is It Really Long Context if All You Need Is Retrieval? Towards Genuinely Difficult Long Context NLP Omer Goldman Alon Jacovi Aviv Slobodkin Aviya Maimon Ido Dagan Reut Tsarfaty 122 11 0 29 Jun 2024
FinTruthQA: A Benchmark Dataset for Evaluating the Quality of Financial Information Disclosure Ziyue Xu Peilin Zhou Xinyu Shi Jiageng Wu Yikang Jiang Bin Ke Jie Yang Jie Yang 108 5 0 17 Jun 2024
TANQ: An open domain dataset of table answered questions Mubashara Akhtar Chenxi Pang Andreea Marzoca Yasemin Altun Julian Martin Eisenschlos LMTD RALM 96 2 0 13 May 2024
FinLLMs: A Framework for Financial Reasoning Dataset Generation with Large Language Models Ziqiang Yuan Kaiyuan Wang Shoutai Zhu Ye Yuan Jingya Zhou Yanlin Zhu Wenqi Wei 76 9 0 19 Jan 2024
SEER : A Knapsack approach to Exemplar Selection for In-Context HybridQA Jonathan Tonglet Manon Reusens Philipp Borchert Bart Baesens 83 6 0 10 Oct 2023
S $^3$ HQA: A Three-Stage Approach for Multi-hop Text-Table Hybrid Question Answering Fangyu Lei Xiang Li Yifan Wei Shizhu He Yiming Huang Jun Zhao Kang Liu RALM 118 16 0 19 May 2023
cTBLS: Augmenting Large Language Models with Conversational Tables Anirudh S. Sundar Larry Heck LMTD 65 9 0 21 Mar 2023
LoFT: Enhancing Faithfulness and Diversity for Table-to-Text Generation via Logic Form Control Yilun Zhao Zhenting Qi Linyong Nan Lorenzo Jaime Yu Flores Dragomir R. Radev LMTD 79 20 0 06 Feb 2023
Semi-Structured Object Sequence Encoders V. Rudramurthy Riyaz Ahmad Bhat Chulaka Gunasekara Siva Sankalp Patel H. Wan Tejas I. Dhamecha Danish Contractor Marina Danilevsky 124 0 0 03 Jan 2023
A Survey on Table-and-Text HybridQA: Concepts, Methods, Challenges and Future Directions Dingzirui Wang Longxu Dou Wanxiang Che 98 5 0 27 Dec 2022
A Survey of Deep Learning for Mathematical Reasoning Pan Lu Liang Qiu Wenhao Yu Sean Welleck Kai-Wei Chang ReLM LRM 133 150 0 20 Dec 2022
Optimization Techniques for Unsupervised Complex Table Reasoning via Self-Training Framework Zhenyu Li Xiuxing Li Sunqi Fan Jianyong Wang LMTD 84 6 0 20 Dec 2022
Improving Cross-task Generalization of Unified Table-to-text Models with Compositional Task Configurations Jifan Chen Yuhao Zhang Lan Liu Rui Dong Xinchi Chen Patrick Ng William Yang Wang Zhiheng Huang AI4CE 69 4 0 17 Dec 2022
DyRRen: A Dynamic Retriever-Reranker-Generator Model for Numerical Reasoning over Tabular and Textual Data Xiao Li Sichen Liu Kaiwen Shi Jiangzhou Ju Yuzhong Qu Gong Cheng AIMat RALM LRM 70 16 0 23 Nov 2022
NAPG: Non-Autoregressive Program Generation for Hybrid Tabular-Textual Question Answering Tengxun Zhang Hongfei Xu Josef van Genabith Deyi Xiong Hongying Zan AIMat LRM 65 5 0 07 Nov 2022
ReasTAP: Injecting Table Reasoning Skills During Pre-training via Synthetic Reasoning Examples Yilun Zhao Linyong Nan Zhenting Qi Rui Zhang Dragomir R. Radev ReLM LMTD LRM 109 39 0 22 Oct 2022
Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning Pan Lu Liang Qiu Kai-Wei Chang Ying Nian Wu Song-Chun Zhu Tanmay Rajpurohit Peter Clark Ashwin Kalyan ReLM LRM 207 300 0 29 Sep 2022
Answering Numerical Reasoning Questions in Table-Text Hybrid Contents with Graph-based Encoder and Tree-based Decoder Fangyu Lei Shizhu He Xiang Li Jun Zhao Kang Liu AIMat LMTD 88 23 0 16 Sep 2022
Thought Flow Nets: From Single Predictions to Trains of Model Thought Hendrik Schuff Heike Adel Ngoc Thang Vu AIFin LRM 34 1 0 26 Jul 2021