A resource-saving collective approach to biomedical semantic role labeling

BMC Bioinformatics

Table 5 Configuration settings and argument-wide SRL performance

Configuration	Feature/Model/Preprocessing					ARGX				ARGM				Overall ARG
	RP	L	MLN	C	CI	P	R	F	ΔF	P	R	F	ΔF	P	R	F	ΔF
BIOSMILE		✓	✓	✓		91.59	85.48	88.43	-	81.36	67.50	73.79	-	88.72	80.00	84.14	-
CBIOSMILE		✓	✓	✓		90.44	89.19	89.81	+1.38^*	81.12	67.45	73.66	−0.13	87.93	82.57	85.16	+1.02^*
RCBIOSMILE: TPF	TPF	✓	✓	✓		90.47	89.22	89.84	+1.41*	81.16	65.99	72.79	−1	88.00	82.14	84.97	+0.83
RCBIOSMILE: ARCI	ARCI	✓	✓	✓	ARCI	90.76	88.55	89.64	+1.21*	82.18	66.65	73.6	−0.19	86.6	81.87	85.04	+0.9*
RCBIOSMILE: WCI	WCI	✓	✓	✓	WCI	90.4	89.24	89.85	+1.24*	80.77	68.34	74.04	+0.25	87.77	82.92	85.27	+1.13*
RCBIOSMILE: PCI	PCI	✓	✓	✓	PCI	90.38	89.24	89.8	+1.37*	77.59	70.91	74.1	+0.31	86.68	83.65	85.14	+1*
RCBIOSMILE: PTCI	PTCI	✓	✓	✓	PTCI	90.4	89.08	89.74	+1.31*	77.29	70.98	74	+0.21	86.6	83.56	85.05	+0.91*
RCBIOSMILE	All	✓	✓	✓	All	90.86	89.34	90.10	+1.67*	78.14	70.14	73.93	+0.14	87.23	83.49	85.32	+1.18*

ISSN: 1471-2105