Document-Level N-ary Relation Extraction with Multiscale Representation Learning
Table 4: Results on CKB when removing either SentLevel, ParaLevel, or DocLevel from the ensemble computed by MultiScale. MR=max recall, P=precision, R=recall.66footnotemark: 6
['System', 'AUC', 'MR', 'P', 'R', 'F1']
DocLevel has higher maximum recall than ParaLevel, but generally lower precision at the same recall level. By ensembling all three variants, MultiScale achieves the best combination: it generally improves precision while capturing more cross-paragraph relations. All three variants in the ensemble contributed to overall performance.