Papers by Birgit Kirsch
PM3-KIE: A Probabilistic Multi-Task Meta-Model for Document Key Information Extraction (2025.findings-acl)
Copied to clipboard
| Challenge: | a probabilistic multi-task meta-model for key information extraction is proposed . entity-level models capture spatial and visual cues, while fine-grained token classification models capture logical dependencies. |
| Approach: | They propose a probabilistic multi-task meta-model that integrates fine-grained token classification and coarse-grain entity extraction models. |
| Outcome: | The proposed model outperforms state-of-the-art models and a stacked ensemble on two datasets. |