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FormNetV2: Multimodal Graph Contrastive Learning for Form Document
  Information Extraction
v1v2 (latest)

FormNetV2: Multimodal Graph Contrastive Learning for Form Document Information Extraction

Annual Meeting of the Association for Computational Linguistics (ACL), 2023
4 May 2023
Nils Loose
Chun-Liang Li
Hao Zhang
Timothy Dozat
Felix Mächtle
Guolong Su
Xiang Zhang
Claudius Pott
Nikolai Glushnev
Renshen Wang
V. Bezsmertnyĭ
Shangbang Long
Siyang Qin
Yasuhisa Fujii
Nan Hua
T. Eisenbarth
    SSL
ArXiv (abs)PDFHTMLHuggingFace (6 upvotes)Github (29283★)

Papers citing "FormNetV2: Multimodal Graph Contrastive Learning for Form Document Information Extraction"

10 / 10 papers shown
$R^2$-CoD: Understanding Text-Graph Complementarity in Relational Reasoning via Knowledge Co-Distillation
R2R^2R2-CoD: Understanding Text-Graph Complementarity in Relational Reasoning via Knowledge Co-Distillation
Zhen Wu
Ritam Dutt
Luke M. Breitfeller
Armineh Nourbakhsh
Siddharth Parekh
Carolyn Rose
247
0
0
02 Aug 2025
An agentic system with reinforcement-learned subsystem improvements for parsing form-like documents
An agentic system with reinforcement-learned subsystem improvements for parsing form-like documents
Ayesha Amjad
Saurav Sthapit
Tahir Qasim Syed
298
2
0
16 May 2025
Deep Learning based Visually Rich Document Content Understanding: A Survey
Deep Learning based Visually Rich Document Content Understanding: A Survey
Muhammad Ali
Jean Lee
Salman Khan
Eduard Hovy
567
21
0
02 Aug 2024
EMC$^2$: Efficient MCMC Negative Sampling for Contrastive Learning with
  Global Convergence
EMC2^22: Efficient MCMC Negative Sampling for Contrastive Learning with Global Convergence
Chung-Yiu Yau
Hoi-To Wai
Parameswaran Raman
Soumajyoti Sarkar
Mingyi Hong
223
3
0
16 Apr 2024
Towards Human-Like Machine Comprehension: Few-Shot Relational Learning
  in Visually-Rich Documents
Towards Human-Like Machine Comprehension: Few-Shot Relational Learning in Visually-Rich DocumentsInternational Conference on Language Resources and Evaluation (LREC), 2024
Hao Wang
Tang Li
Chenhui Chu
Nengjun Zhu
Rui Wang
Pinpin Zhu
242
0
0
23 Mar 2024
A Scalable Framework for Table of Contents Extraction from Complex ESG
  Annual Reports
A Scalable Framework for Table of Contents Extraction from Complex ESG Annual ReportsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Xinyu Wang
Lin Gui
Yulan He
LMTD
268
4
0
27 Oct 2023
LMDX: Language Model-based Document Information Extraction and
  Localization
LMDX: Language Model-based Document Information Extraction and LocalizationAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Vincent Perot
Kai Kang
Florian Luisier
Guolong Su
Xiaoyu Sun
...
Zifeng Wang
Jiaqi Mu
Hao Zhang
Chen-Yu Lee
Nan Hua
306
60
0
19 Sep 2023
Towards Few-shot Entity Recognition in Document Images: A Graph Neural
  Network Approach Robust to Image Manipulation
Towards Few-shot Entity Recognition in Document Images: A Graph Neural Network Approach Robust to Image ManipulationInternational Conference on Language Resources and Evaluation (LREC), 2023
Prashant Krishnan
Zilong Wang
Yangkun Wang
Jingbo Shang
354
3
0
24 May 2023
RE$^2$: Region-Aware Relation Extraction from Visually Rich Documents
RE2^22: Region-Aware Relation Extraction from Visually Rich DocumentsNorth American Chapter of the Association for Computational Linguistics (NAACL), 2023
Pritika Ramu
Sijia Wang
Lalla Mouatadid
Joy Rimchala
Lifu Huang
315
0
0
24 May 2023
Contrastive Multi-View Representation Learning on Graphs
Contrastive Multi-View Representation Learning on GraphsInternational Conference on Machine Learning (ICML), 2020
Kaveh Hassani
Amir Hosein Khas Ahmadi
SSL
936
1,655
0
10 Jun 2020
1
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