MultiHiertt: Numerical Reasoning over Multi Hierarchical Tabular and Textual Data

3 June 2022

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

50 / 73 papers shown

Title
FinDER: Financial Dataset for Question Answering and Evaluating Retrieval-Augmented Generation Chanyeol Choi Jihoon Kwon Jaeseon Ha Hojun Choi Chaewoon Kim Yongjae Lee Jy-yong Sohn Alejandro Lopez-Lira RALM 54 0 0 22 Apr 2025
HD-RAG: Retrieval-Augmented Generation for Hybrid Documents Containing Text and Hierarchical Tables Chi Zhang Qiyang Chen RALM 3DV VLM 37 0 0 13 Apr 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 43 0 0 02 Apr 2025
Collaborative LLM Numerical Reasoning with Local Data Protection Min Zhang Yuzhe Lu Yun Zhou Panpan Xu Lin Lee Cheong Chang-Tien Lu Haozhu Wang 55 0 0 01 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 92 0 0 26 Mar 2025
A Survey on Mathematical Reasoning and Optimization with Large Language Models Ali Forootani OffRL LRM AI4CE 42 0 0 22 Mar 2025
Optimizing Retrieval Strategies for Financial Question Answering Documents in Retrieval-Augmented Generation Systems Sejong Kim Hyunseo Song Hyunwoo Seo Hyunjun Kim RALM 77 0 0 19 Mar 2025
Bridging Language Models and Financial Analysis Alejandro Lopez-Lira Jihoon Kwon Sangwoon Yoon Jy-yong Sohn Chanyeol Choi AIFin 41 0 0 14 Mar 2025
Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models Wenxuan Huang Bohan Jia Zijie Zhai Shaosheng Cao Zheyu Ye Fei Zhao Zhe Xu Yao Hu Shaohui Lin MU OffRL LRM MLLM ReLM VLM 57 40 0 09 Mar 2025
FinTMMBench: Benchmarking Temporal-Aware Multi-Modal RAG in Finance Fengbin Zhu Junfeng Li Liangming Pan W. Wang Fuli Feng Chao Wang Huanbo Luan Tat-Seng Chua AIFin 62 0 0 07 Mar 2025
TextGames: Learning to Self-Play Text-Based Puzzle Games via Language Model Reasoning Frederikus Hudi Genta Indra Winata Ruochen Zhang Alham Fikri Aji ReLM LRM 80 2 0 25 Feb 2025
An Analyst-Inspector Framework for Evaluating Reproducibility of LLMs in Data Science Qiuhai Zeng Claire Jin Xinyue Wang Yuhan Zheng Qunhua Li 40 0 0 23 Feb 2025
Multimodal Large Language Models for Text-rich Image Understanding: A Comprehensive Review Pei Fu Tongkun Guan Zining Wang Zhentao Guo Chen Duan ... Boming Chen Jiayao Ma Qianyi Jiang Kai Zhou Junfeng Luo VLM 55 0 0 23 Feb 2025
Mathematical Language Models: A Survey W. Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 79 12 0 03 Jan 2025
TQA-Bench: Evaluating LLMs for Multi-Table Question Answering with Scalable Context and Symbolic Extension Zipeng Qiu You Peng Guangxin He Binhang Yuan Chen Wang LMTD 106 2 0 29 Nov 2024
FinDVer: Explainable Claim Verification over Long and Hybrid-Content Financial Documents Yilun Zhao Yitao Long Yuru Jiang Chengye Wang Weiyuan Chen Hongjun Liu Yiming Zhang Xiangru Tang Chen Zhao Arman Cohan VLM 33 1 0 08 Nov 2024
Gem: Gaussian Mixture Model Embeddings for Numerical Feature Distributions Hafiz Tayyab Rauf Alex Bogatu N. Paton André Freitas 18 0 0 09 Oct 2024
Table Question Answering for Low-resourced Indic Languages Vaishali Pal Evangelos Kanoulas Andrew Yates Maarten de Rijke LMTD 26 0 0 04 Oct 2024
Leopard: A Vision Language Model For Text-Rich Multi-Image Tasks Mengzhao Jia Wenhao Yu Kaixin Ma Tianqing Fang Zhihan Zhang Siru Ouyang Hongming Zhang Meng-Long Jiang Dong Yu VLM 29 5 0 02 Oct 2024
Seek and Solve Reasoning for Table Question Answering Ruya Jiang Chun Wang Weihong Deng LMTD ReLM LRM 38 2 0 09 Sep 2024
Knowledge-Aware Reasoning over Multimodal Semi-structured Tables Suyash Vardhan Mathur J. Bafna Kunal Kartik Harshita Khandelwal Manish Shrivastava Vivek Gupta Mohit Bansal Dan Roth LMTD 28 0 0 25 Aug 2024
Building and better understanding vision-language models: insights and future directions Hugo Laurençon Andrés Marafioti Victor Sanh Léo Tronchon VLM 34 60 0 22 Aug 2024
Language Modeling on Tabular Data: A Survey of Foundations, Techniques and Evolution Yucheng Ruan Xiang Lan Jingying Ma Yizhi Dong Kai He Mengling Feng LMTD 65 3 0 20 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
OmChat: A Recipe to Train Multimodal Language Models with Strong Long Context and Video Understanding Tiancheng Zhao Qianqian Zhang Kyusong Lee Peng Liu Lu Zhang Chunxin Fang Jiajia Liao Kelei Jiang Yibo Ma Ruochen Xu MLLM VLM 49 5 0 06 Jul 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 62 10 0 29 Jun 2024
SEC-QA: A Systematic Evaluation Corpus for Financial QA Viet Dac Lai Michael Krumdick Charles Lovering Varshini Reddy Craig W. Schmidt Chris Tanner 48 3 0 20 Jun 2024
Unveiling Implicit Table Knowledge with Question-Then-Pinpoint Reasoner for Insightful Table Summarization Kwangwook Seo Jinyoung Yeo Dongha Lee ReLM LMTD LRM 24 1 0 18 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-jin Yang Jie Yang 36 5 0 17 Jun 2024
Efficient Prompting for LLM-based Generative Internet of Things Bin Xiao B. Kantarci Jiawen Kang Dusit Niyato Mohsen Guizani 35 16 0 14 Jun 2024
cPAPERS: A Dataset of Situated and Multimodal Interactive Conversations in Scientific Papers Anirudh S. Sundar Jin Xu William Gay Christopher Richardson Larry Heck 49 0 0 12 Jun 2024
TACT: Advancing Complex Aggregative Reasoning with Information Extraction Tools Avi Caciularu Alon Jacovi Eyal Ben-David Sasha Goldshtein Tal Schuster Jonathan Herzig G. Elidan Amir Globerson LMTD 41 3 0 05 Jun 2024
Case-Based Reasoning Approach for Solving Financial Question Answering Yikyung Kim Jay-Yoon Lee AIMat 21 0 0 18 May 2024
TANQ: An open domain dataset of table answered questions Mubashara Akhtar Chenxi Pang Andreea Marzoca Yasemin Altun Julian Martin Eisenschlos LMTD RALM 41 1 0 13 May 2024
What matters when building vision-language models? Hugo Laurençon Léo Tronchon Matthieu Cord Victor Sanh VLM 35 156 0 03 May 2024
iTBLS: A Dataset of Interactive Conversations Over Tabular Information Anirudh S. Sundar Christopher Richardson William Gay Larry Heck LMTD 39 1 0 19 Apr 2024
How Robust are the Tabular QA Models for Scientific Tables? A Study using Customized Dataset Akash Ghosh Venkata Sahith Bathini Niloy Ganguly Pawan Goyal Mayank Singh LMTD 24 1 0 30 Mar 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 26 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
A Note on Bias to Complete Jia Xu Mona Diab 47 2 0 18 Feb 2024
Evaluating LLMs' Mathematical Reasoning in Financial Document Question Answering Pragya Srivastava Manuj Malik Vivek Gupta T. Ganu Dan Roth 23 14 0 17 Feb 2024
Enhancing Numerical Reasoning with the Guidance of Reliable Reasoning Processes Dingzirui Wang Longxu Dou Xuanliang Zhang Qingfu Zhu Wanxiang Che LRM 26 0 0 16 Feb 2024
GAPS: Geometry-Aware Problem Solver Jiaxin Zhang Yinghui Jiang Yashar Moshfeghi AIMat AI4CE 22 3 0 29 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 19 15 0 24 Jan 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 34 5 0 19 Jan 2024
A Survey of Reasoning with Foundation Models Jiankai Sun Chuanyang Zheng E. Xie Zhengying Liu Ruihang Chu ... Xipeng Qiu Yi-Chen Guo Hui Xiong Qun Liu Zhenguo Li ReLM LRM AI4CE 24 76 0 17 Dec 2023
DocMath-Eval: Evaluating Numerical Reasoning Capabilities of LLMs in Understanding Long Documents with Tabular Data Yilun Zhao Yitao Long Hongjun Liu Linyong Nan Lyuhao Chen Ryo Kamoi Yixin Liu Xiangru Tang Rui Zhang Arman Cohan 31 12 0 16 Nov 2023
BizBench: A Quantitative Reasoning Benchmark for Business and Finance Rik Koncel-Kedziorski Michael Krumdick Viet Dac Lai Varshini Reddy Charles Lovering Chris Tanner AIMat 27 4 0 11 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 34 20 0 28 Oct 2023
SEER : A Knapsack approach to Exemplar Selection for In-Context HybridQA Jonathan Tonglet Manon Reusens Philipp Borchert Bart Baesens 29 5 0 10 Oct 2023