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FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning

17 December 2024

Papers citing "FCMR: Robust Evaluation of Financial Cross-Modal Multi-Hop Reasoning"

25 / 25 papers shown

Title
Optimizing Retrieval Strategies for Financial Question Answering Documents in Retrieval-Augmented Generation Systems Sejong Kim Hyunseo Song Hyunwoo Seo Hyunjun Kim RALM 121 3 0 19 Mar 2025
An Entailment Tree Generation Approach for Multimodal Multi-Hop Question Answering with Mixture-of-Experts and Iterative Feedback Mechanism Qing Zhang Haocheng Lv Jie Liu Zheyu Chen Jianyong Duan Hao Wang Li He Mingying Xv 136 2 0 08 Dec 2024
MME-Finance: A Multimodal Finance Benchmark for Expert-level Understanding and Reasoning Ziliang Gan Yu Lu D. Zhang Haohan Li Che Liu ... Haipang Wu Chaoyou Fu Z. Xu Rongjunchen Zhang Yong Dai 110 13 0 05 Nov 2024
CT2C-QA: Multimodal Question Answering over Chinese Text, Table and Chart Bowen Zhao Tianhao Cheng Yuejie Zhang Ying Cheng Rui Feng Xiaobo Zhang LMTD 59 1 0 28 Oct 2024
MiniCPM-V: A GPT-4V Level MLLM on Your Phone Yuan Yao Tianyu Yu Ao Zhang Chongyi Wang Junbo Cui ... Xu Han Guoyang Zeng Dahai Li Zhiyuan Liu Maosong Sun VLM MLLM 149 481 0 03 Aug 2024
Uncovering Limitations of Large Language Models in Information Seeking from Tables Chaoxu Pang Yixuan Cao Chunhao Yang Ping Luo RALM LMTD 75 6 0 06 Jun 2024
TANQ: An open domain dataset of table answered questions Mubashara Akhtar Chenxi Pang Andreea Marzoca Yasemin Altun Julian Martin Eisenschlos LMTD RALM 102 2 0 13 May 2024
MMT-Bench: A Comprehensive Multimodal Benchmark for Evaluating Large Vision-Language Models Towards Multitask AGI Kaining Ying Fanqing Meng Jin Wang Zhiqiang Li Han Lin ... Yali Wang Yuning Qiao Ping Luo Kaipeng Zhang Wenqi Shao 99 99 0 24 Apr 2024
ChartInstruct: Instruction Tuning for Chart Comprehension and Reasoning Ahmed Masry Mehrad Shahmohammadi Md. Rizwan Parvez Enamul Hoque Shafiq Joty 112 37 0 14 Mar 2024
MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI Xiang Yue Yuansheng Ni Kai Zhang Tianyu Zheng Ruoqi Liu ... Yibo Liu Wenhao Huang Huan Sun Yu-Chuan Su Wenhu Chen OSLM ELM VLM 471 960 0 27 Nov 2023
Improved Baselines with Visual Instruction Tuning Haotian Liu Chunyuan Li Yuheng Li Yong Jae Lee VLM MLLM 249 2,834 0 05 Oct 2023
SEED-Bench: Benchmarking Multimodal LLMs with Generative Comprehension Bohao Li Rui Wang Guangzhi Wang Yuying Ge Yixiao Ge Ying Shan MLLM ELM 136 572 0 30 Jul 2023
MMBench: Is Your Multi-modal Model an All-around Player? Yuanzhan Liu Haodong Duan Yuanhan Zhang Yue Liu Songyang Zhang ... Jiaqi Wang Conghui He Ziwei Liu Kai-xiang Chen Dahua Lin 204 1,060 0 12 Jul 2023
Unified Language Representation for Question Answering over Text, Tables, and Images Yu Bowen Cheng Fu Haiyang Yu Fei Huang Yongbin Li LMTD 85 23 0 29 Jun 2023
Self-Refine: Iterative Refinement with Self-Feedback Aman Madaan Niket Tandon Prakhar Gupta Skyler Hallinan Luyu Gao ... Bodhisattwa Prasad Majumder Katherine Hermann Sean Welleck Amir Yazdanbakhsh Peter Clark ReLM LRM DiffM 256 1,690 0 30 Mar 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.7K 13,558 0 27 Feb 2023
DePlot: One-shot visual language reasoning by plot-to-table translation Fangyu Liu Julian Martin Eisenschlos Francesco Piccinno Syrine Krichene Chenxi Pang Kenton Lee Mandar Joshi Wenhu Chen Nigel Collier Yasemin Altun VLM ReLM LRM 111 102 0 20 Dec 2022
MuMuQA: Multimedia Multi-Hop News Question Answering via Cross-Media Knowledge Extraction and Grounding Revanth Reddy Gangi Reddy Xilin Rui Manling Li Xudong Lin Haoyang Wen ... Joey Tianyi Zhou Avirup Sil Shih-Fu Chang Alex Schwing Heng Ji 82 32 0 20 Dec 2021
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 166 356 0 01 Sep 2021
TAT-QA: A Question Answering Benchmark on a Hybrid of Tabular and Textual Content in Finance Fengbin Zhu Wenqiang Lei Youcheng Huang Chao Wang Shuo Zhang Jiancheng Lv Fuli Feng Tat-Seng Chua AIMat 137 305 0 17 May 2021
MultiModalQA: Complex Question Answering over Text, Tables and Images Alon Talmor Ori Yoran Amnon Catav Dan Lahav Yizhong Wang Akari Asai Gabriel Ilharco Hannaneh Hajishirzi Jonathan Berant LMTD 102 163 0 13 Apr 2021
Open Question Answering over Tables and Text Wenhu Chen Ming-Wei Chang Eva Schlinger Wenjie Wang William W. Cohen LMTD RALM 112 202 0 20 Oct 2020
HybridQA: A Dataset of Multi-Hop Question Answering over Tabular and Textual Data Wenhu Chen Hanwen Zha Zhiyu Zoey Chen Wenhan Xiong Hong Wang Wenjie Wang 85 309 0 15 Apr 2020
ManyModalQA: Modality Disambiguation and QA over Diverse Inputs Darryl Hannan Akshay Jain Joey Tianyi Zhou AAML 93 60 0 22 Jan 2020
PAWS: Paraphrase Adversaries from Word Scrambling Yuan Zhang Jason Baldridge Luheng He 90 545 0 01 Apr 2019