2 papers
cs.CV2026
Improving Layout Representation Learning Across Inconsistently Annotated Datasets via Agentic Harmonization
Renyu Li, Vladimir Kirilenko, Yao You +1
Fine-tuning object detection (OD) models on combined datasets assumes annotation compatibility, yet datasets often encode conflicting spatial definitions for semantically equivalen…
cs.CL2025
SCORE: A Semantic Evaluation Framework for Generative Document Parsing
Renyu Li, Antonio Jimeno Yepes, Yao You +3
Multi-modal generative document parsing systems challenge traditional evaluation: unlike deterministic OCR or layout models, they often produce semantically correct yet structurall…