TABLE 5:

Comparison of single-label, multi-label, and multi-label multi-task systems

code	baseline	SL	SL-sw	ML	ML-sw	ML-MT
MISC
FA	0.289	0.909	0.887	0.919	0.903	0.911
GI	0.264	0.757	0.709	0.771	0.743	0.760
QUC	0.156	0.672	0.586	0.625	0.598	0.659
QUO	0.122	0.802	0.639	0.798	0.787	0.801
REC	0.143	0.498	0.484	0.522	0.504	0.564
RES	0.185	0.476	0.516	0.491	0.429	0.486
MIA	0.118	0.556	0.442	0.517	0.548	0.576
MIN	0.018	0.001	0.112	0.066	0.199	0.235
FN	0.637	0.960	0.963	0.964	0.949	0.958
POS	0.117	0.286	0.363	0.316	0.379	0.381
NEG	0.094	0.185	0.322	0.252	0.339	0.354
AVG	0.195	0.555	0.548	0.567	0.580	0.608
CTRS
AG	0.667	0.718	0.718	0.716	0.784	0.790
AT	0.605	0.654	0.654	0.654	0.714	0.731
CO	0.776	0.327	0.776	0.776	0.778	0.776
FB	0.636	0.686	0.686	0.687	0.751	0.772
GD	0.636	0.672	0.672	0.667	0.693	0.752
HW	0.605	0.671	0.672	0.661	0.743	0.654
IP	0.929	0.000	0.929	0.929	0.929	0.929
KC	0.667	0.692	0.692	0.687	0.717	0.753
PT	0.696	0.705	0.705	0.720	0.741	0.798
SC	0.605	0.644	0.644	0.642	0.695	0.744
UN	0.800	0.071	0.800	0.800	0.800	0.800
AVG	0.688	0.531	0.723	0.722	0.758	0.773