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. 2024 Dec 28;14:31377. doi: 10.1038/s41598-024-82883-w

Table 2.

Results on ACE2005-EN and ERE for high-resource event extraction. For each column, we bold the highest score. *We report the numbers from the18. ECPEAE achieves a new state-of-the-art performance on most important metric Arg-C of event argument extraction.

Model ACE2005-EN ERE
Arg-I Arg-C Arg-I Arg-C
Classification-based
EEQA 70.5 68.9 72.4 67.6
OneIE* 73.2 69.3 75.3 70.0
Generation-based
PAIE 75.85 72.42 - -
DEGREE(EAE) 73.15 70.70 76.09 68.57
TabEAE 75.92 73.18 - -
AMPERE 74.63 71.22 77.74 71.21
ECPEAE 75.52 73.45 76.25 72.62