Document Analysis

ChartM3: A Multi-Stage Code-Driven Pipeline for Constructing Multi-Dimensional and Multi-Step Visual Reasoning Data in Chart Comprehension EMNLP 2025 CHURRO: Making History Readable with an Open-Weight Large Vision-Language Model for High-Accuracy, Low-Cost Historical Text Recognition EMNLP 2025 CISOL: An Open and Extensible Dataset for Table Structure Recognition in the Construction Industry WACV 2025 ComicScene154: A Scene Dataset for Comic Analysis EMNLP 2025 CourtNav: Voice-Guided, Anchor-Accurate Navigation of Long Legal Documents in Courtrooms EMNLP 2025 DesignCLIP: Multimodal Learning with CLIP for Design Patent Understanding EMNLP 2025 DocFusion: A Unified Framework for Document Parsing Tasks ACL 2025 DocMatcher: Document Image Dewarping via Structural and Textual Line Matching WACV 2025 DocSAM: Unified Document Image Segmentation via Query Decomposition and Heterogeneous Mixed Learning CVPR 2025 DocTTT: Test-Time Training for Handwritten Document Recognition using Meta-Auxiliary Learning WACV 2025 DongbaMIE: A Multimodal Information Extraction Dataset for Evaluating Semantic Understanding of Dongba Pictograms EMNLP 2025 EcoDoc: A Cost-Efficient Multimodal Document Processing System for Enterprises Using LLMs ACL 2025 Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain Reasoner IJCAI 2025 FigEx: Aligned Extraction of Scientific Figures and Captions EMNLP 2025 Finding Needles in Images: Can Multi-modal LLMs Locate Fine Details? ACL 2025 FlexDoc: Parameterized Sampling for Diverse Multilingual Synthetic Documents for Training Document Understanding Models EMNLP 2025 Font-Agent: Enhancing Font Understanding with Large Language Models CVPR 2025 From Charts to Fair Narratives: Uncovering and Mitigating Geo-Economic Biases in Chart-to-Text EMNLP 2025 FS-DAG: Few Shot Domain Adapting Graph Networks for Visually Rich Document Understanding COLING 2025 GraDeT-HTR: A Resource-Efficient Bengali Handwritten Text Recognition System utilizing Grapheme-based Tokenizer and Decoder-only Transformer EMNLP 2025 Hidden Forms: A Dataset to Fill Masked Interfaces from Language Commands ACL 2025 Hierarchical Adaptive Filtering Network for Text Image Specular Highlight Removal CVPR 2025 Image Over Text: Transforming Formula Recognition Evaluation with Character Detection Matching CVPR 2025 Information Extraction from Heterogeneous Documents without Ground Truth Labels using Synthetic Label Generation and Knowledge Distillation WACV 2025 Information Extraction from Visually Rich Documents using LLM-based Organization of Documents into Independent Textual Segments ACL 2025