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Papers
OmniParser: A Unified Framework for Text Spotting Key Information Extraction and Table Recognition
CVPR 2024
PAGED: A Benchmark for Procedural Graphs Extraction from Documents
ACL 2024
PDFTriage: Question Answering over Long, Structured Documents
EMNLP 2024
PEARL: Prompting Large Language Models to Plan and Execute Actions Over Long Documents
EACL 2024
PPTSER: A Plug-and-Play Tag-guided Method for Few-shot Semantic Entity Recognition on Visually-rich Documents
ACL 2024
RE2: Region-Aware Relation Extraction from Visually Rich Documents
NAACL 2024
RepLiQA: A Question-Answering Dataset for Benchmarking LLMs on Unseen Reference Content
NeurIPS 2024
SciDoc2Diagrammer-MAF: Towards Generation of Scientific Diagrams from Documents guided by Multi-Aspect Feedback Refinement
EMNLP 2024
SciSpace Copilot: Empowering Researchers through Intelligent Reading Assistance
AAAI 2024
Synthesizing Conversations from Unlabeled Documents using Automatic Response Segmentation
ACL 2024
TreeForm: End-to-end Annotation and Evaluation for Form Document Parsing
EACL 2024
Unveiling the Power of Integration: Block Diagram Summarization through Local-Global Fusion
ACL 2024
VISPool: Enhancing Transformer Encoders with Vector Visibility Graph Neural Networks
ACL 2024
“What is the value of templates?” Rethinking Document Information Extraction Datasets for LLMs
EMNLP 2024
A Critical Analysis of Document Out-of-Distribution Detection
EMNLP 2023
A Multi-Modal Multilingual Benchmark for Document Image Classification
EMNLP 2023
A Question-Answering Approach to Key Value Pair Extraction from Form-Like Document Images
AAAI 2023
Attention Where It Matters: Rethinking Visual Document Understanding with Selective Region Concentration
ICCV 2023
Beyond Layout Embedding: Layout Attention with Gaussian Biases for Structured Document Understanding
EMNLP 2023
Discriminative Reasoning with Sparse Event Representation for Document-level Event-Event Relation Extraction
ACL 2023
DocTrack: A Visually-Rich Document Dataset Really Aligned with Human Eye Movement for Machine Reading
EMNLP 2023
Document Understanding Dataset and Evaluation (DUDE)
ICCV 2023
Exploring Self-Distillation Based Relational Reasoning Training for Document-Level Relation Extraction
AAAI 2023
Fast-StrucTexT: An Efficient Hourglass Transformer with Modality-guided Dynamic Token Merge for Document Understanding
IJCAI 2023
FormNetV2: Multimodal Graph Contrastive Learning for Form Document Information Extraction
ACL 2023