Requirements

python >= 3.6 pytorch == 0.3.0

Dataset

	BC	PB	ZX
train	52,433	5,140	1,649
dev	998	1,300	500
test	1,995	2,600	1,100
unlabeled	-	326,981	32,492

Performance

Final results on the test data:

	PB(uas)	PB(las)	ZX(uas)	ZX(las)
BC-train	67.55	61.01	68.44	59.55
PB-train	74.52	69.02	51.62	40.36
ZX-train	52.24	42.76	68.14	61.71
MTL	75.39	69.69	72.11	65.66
concat	77.49	72.16	76.80	70.85
DOEMB	78.24	72.81	77.96	72.01
+ELMo	77.62	72.35	78.50	72.49
+Fine-tuning	82.05	77.216	80.44	75.11

Usage