Fig. 3

Overall analysis on model performance. (a) F1 scores for different relation distances (intra-sentence, short-range, long-range) on CDR. (b) Performance breakdown by entity type on GDA. KnowFDI demonstrates strong robustness to long-distance dependencies and excels on complex entity types.