Cover Image

LED: A Benchmark for Evaluating Layout Error Detection in Document Analysis

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Heo, Inbum, Hwang, Taewook, Jung, Jeesu, Jung, Sangkeun
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

LED Benchmark: Diagnosing Structural Layout Errors for Document Layout Analysis
by: Heo, Inbum, et al.
Published: (2025)

Evaluating Large Language Models on the 2026 Korean CSAT Mathematics Exam: Measuring Mathematical Ability in a Zero-Data-Leakage Setting
by: Pyeon, Goun, et al.
Published: (2025)

ZEBRA: Leveraging Model-Behavioral Knowledge for Zero-Annotation Preference Dataset Construction
by: Jung, Jeesu, et al.
Published: (2025)

Evaluating Visual and Cultural Interpretation: The K-Viscuit Benchmark with Human-VLM Collaboration
by: Park, ChaeHun, et al.
Published: (2024)

Benchmarking Graph Neural Networks for Document Layout Analysis in Public Affairs
by: Lopez-Duran, Miguel, et al.
Published: (2025)

LayoutLLM: Layout Instruction Tuning with Large Language Models for Document Understanding
by: Luo, Chuwei, et al.
Published: (2024)

What Drives Paper Acceptance? A Process-Centric Analysis of Modern Peer Review
by: Jung, Sangkeun, et al.
Published: (2025)

KOFFVQA: An Objectively Evaluated Free-form VQA Benchmark for Large Vision-Language Models in the Korean Language
by: Kim, Yoonshik, et al.
Published: (2025)

Fooling the LVLM Judges: Visual Biases in LVLM-Based Evaluation
by: Hwang, Yerin, et al.
Published: (2025)

Exploring Domain Robust Lightweight Reward Models based on Router Mechanism
by: Namgoong, Hyuk, et al.
Published: (2024)

Visually Guided Generative Text-Layout Pre-training for Document Intelligence
by: Mao, Zhiming, et al.
Published: (2024)

LAPDoc: Layout-Aware Prompting for Documents
by: Lamott, Marcel, et al.
Published: (2024)

A Spectrum Evaluation Benchmark for Medical Multi-Modal Large Language Models
by: Liu, Jie, et al.
Published: (2024)

From Codicology to Code: A Comparative Study of Transformer and YOLO-based Detectors for Layout Analysis in Historical Documents
by: Aguilar, Sergio Torres
Published: (2025)

Confidence-Aware Document OCR Error Detection
by: Hemmer, Arthur, et al.
Published: (2024)

RoDLA: Benchmarking the Robustness of Document Layout Analysis Models
by: Chen, Yufan, et al.
Published: (2024)

KH-FUNSD: A Hierarchical and Fine-Grained Layout Analysis Dataset for Low-Resource Khmer Business Document
by: Thuon, Nimol, et al.
Published: (2025)

Co-Layout: LLM-driven Co-optimization for Interior Layout
by: Xiang, Chucheng, et al.
Published: (2025)

Automatic Layout Planning for Visually-Rich Documents with Instruction-Following Models
by: Zhu, Wanrong, et al.
Published: (2024)

UniSAFE: A Comprehensive Benchmark for Safety Evaluation of Unified Multimodal Models
by: Lee, Segyu, et al.
Published: (2026)

Show, don't tell -- Providing Visual Error Feedback for Handwritten Documents
by: Yasin, Said, et al.
Published: (2026)

Factorized Diffusion: Perceptual Illusions by Noise Decomposition
by: Geng, Daniel, et al.
Published: (2024)

Visual Anagrams: Generating Multi-View Optical Illusions with Diffusion Models
by: Geng, Daniel, et al.
Published: (2023)

READoc: A Unified Benchmark for Realistic Document Structured Extraction
by: Li, Zichao, et al.
Published: (2024)

Recovering Policy-Induced Errors: Benchmarking and Trajectory Synthesis for Robust GUI Agents
by: Bu, Tianpeng, et al.
Published: (2026)

Human-Aligned MLLM Judges for Fine-Grained Image Editing Evaluation: A Benchmark, Framework, and Analysis
by: Liu, Runzhou, et al.
Published: (2026)

LLMs Behind the Scenes: Enabling Narrative Scene Illustration
by: Roemmele, Melissa, et al.
Published: (2025)

KRETA: A Benchmark for Korean Reading and Reasoning in Text-Rich VQA Attuned to Diverse Visual Contexts
by: Hwang, Taebaek, et al.
Published: (2025)

UNIDOC-BENCH: A Unified Benchmark for Document-Centric Multimodal RAG
by: Peng, Xiangyu, et al.
Published: (2025)

Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis
by: Fu, Chaoyou, et al.
Published: (2024)

Actions and Objects Pathways for Domain Adaptation in Video Question Answering
by: Mohamud, Safaa Abdullahi Moallim, et al.
Published: (2024)

GDI-Bench: A Benchmark for General Document Intelligence with Vision and Reasoning Decoupling
by: Li, Siqi, et al.
Published: (2025)

CiteVQA: Benchmarking Evidence Attribution for Trustworthy Document Intelligence
by: Ma, Dongsheng, et al.
Published: (2026)

A Hybrid Approach for Document Layout Analysis in Document images
by: Shehzadi, Tahira, et al.
Published: (2024)

Guidance-Based Prompt Data Augmentation in Specialized Domains for Named Entity Recognition
by: Kang, Hyeonseok, et al.
Published: (2024)

$λ$-ECLIPSE: Multi-Concept Personalized Text-to-Image Diffusion Models by Leveraging CLIP Latent Space
by: Patel, Maitreya, et al.
Published: (2024)

Towards Khmer Scene Document Layout Detection
by: Kong, Marry, et al.
Published: (2026)

ROAP: A Reading-Order and Attention-Prior Pipeline for Optimizing Layout Transformers in Key Information Extraction
by: Xie, Tingwei, et al.
Published: (2026)

DocScope: Benchmarking Verifiable Reasoning for Trustworthy Long-Document Understanding
by: Feng, Xiang, et al.
Published: (2026)

MMLongBench-Doc: Benchmarking Long-context Document Understanding with Visualizations
by: Ma, Yubo, et al.
Published: (2024)