Evaluation Results
Evaluation was conducted on the DocRED dev set.
Notes
- This model is designed for document-level relation extraction on the DocRED benchmark.
- Performance may vary depending on preprocessing details, threshold settings, and evaluation configuration.
- Evidence prediction is included to support more interpretable relation extraction, but evidence quality is still lower than relation classification performance.
License and Dataset Notice
Code / Model License
This project is built upon several open-source works:
- HuggingFace Transformers / BERT — Apache License 2.0
- ATLOP — MIT License
- GAIN — MIT License
- DREEAM — based on the original paper and implementation references
Dataset Notice
This model is trained and evaluated on the DocRED dataset.
DocRED is intended for research use. Users should separately review the dataset’s original terms and conditions before any redistribution or commercial use.
Intended Use
This repository is intended for:
- academic research
- experimentation on document-level relation extraction
- knowledge graph construction pipelines
- benchmark comparison and ablation studies
It is not guaranteed for production use without additional validation.
