Relation as a Prior: A Novel Paradigm for LLM-based Document-level Relation Extraction

Benchmark Model Rank Results
relation-extraction-on-docredRelPrior (DeepSeek-R1-Distill-LLaMA3-8B)–F1: 38.99Ign F1: 37.37
relation-extraction-on-docredRelPrior (LLaMA2-13B-Chat)–F1: 42.54Ign F1: 41.23
relation-extraction-on-docredRelPrior (LLaMA3-8B)–F1: 48.34Ign F1: 46.41
relation-extraction-on-docredRelPrior (LLaMA3.1-8B)–F1: 47.42Ign F1: 44.77
relation-extraction-on-docredRelPrior (Qwen2.5-7B)–F1: 43.93Ign F1: 41.22