notesum.ai

Published at December 3

cs.CL

cs.AI

Released Date: December 3, 2024

Authors: Sarah T. Bachinger¹, Christoph Unger, Robin Erd, Leila Feddoul, Clara Lachenmaier, Sina Zarrieß, Birgitta König-Ries

Aff.: ¹Heinz Nixdorf Chair for Distributed Information Systems, Friedrich Schiller University Jena, Germany

Class	BiLSTM-CRF	XLM-R	LeoLM (opt)	LeoLM (pes)	Rule-based
Action	0.7443	0.7621	0.6102	0.0421	0.6049
Condition	0.8244	0.8329	0.4678	0.2240	0.5944
Data field	0.0721	0.1676	0.1076	0.0338	0.1829
Document	0.7661	0.8126	0.6144	0.0178	0.5861
Recipient of service	0.7674	0.8004	0.6828	0.0220	0.5531
Deadline	0.5967	0.6569	0.4699	0.1485	0.4813
Legal grounds for action	0.7985	0.8362	0.6643	0.4794	0.4450
Main actor	0.7315	0.7724	0.4239	0.0129	0.5747
Contributor	0.5276	0.6173	0.5020	0.1227	0.4258
Signaling word	0.8352	0.8423	0.3940	0.0701	0.6341
Macro F1-score	0.6058	0.6455	0.4488	0.1067	0.5082