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Document-Level Zero-Shot Relation Extraction on DocRED (dev)

45.12Macro F1-ScoreDocZSRE-SI
31.142434.771238.442.0288Jan 12, 2026

Evaluation results

MethodLinks
DocZSRE-SIn (Size of unseen relation set)=5, Components=Entity Mention Description + Entity Mention Hypernym + Entity Mention Type + Dynamic Weighted Score2026.0145.12
GenRDKn (Size of unseen relation set)=52026.0142.5
DocZSRE-SIn (Size of unseen relation set)=10, Components=Entity Mention Description + Entity Mention Hypernym + Entity Mention Type + Dynamic Weighted Score2026.0140.51
GenRDKn (Size of unseen relation set)=102026.0133.7
DocZSRE-SIn (Size of unseen relation set)=15, Components=Entity Mention Description + Entity Mention Hypernym + Entity Mention Type + Dynamic Weighted Score2026.0131.68