Table 6. Evaluation metrics—CRF Urdu POS tagging.

POS	Precision	Recall	F1-score	Support
APNA	1	0.99	1	120
AUXA	0.95	0.95	0.95	459
AUXM	0.99	0.94	0.96	113
AUXP	0.93	0.94	0.93	95
AUXT	0.98	0.97	0.98	868
CC	0.98	0.99	0.99	643
CD	0.97	0.97	0.97	359
FF	1	0	0	7
FR	0.88	0.7	0.78	10
INJ	1	0	0	8
JJ	0.97	0.89	0.93	1,241
NEG	1	0.99	0.99	226
NN	0.92	0.98	0.95	6,550
NNP	0.94	0.86	0.9	1,722
OD	1	0.89	0.94	105
PDM	0.98	0.98	0.98	485
PRD	1	0.76	0.86	21
PRE	1	0.71	0.83	7
PRF	1	1	1	23
PRP	0.99	0.97	0.98	984
PRR	0.97	0.98	0.97	174
PRS	1	0.98	0.99	81
PSP	0.99	1	0.99	4,320
PU	1	1	1	1,444
Q	1	0.98	0.99	298
QM	1	0.33	0.5	3
RB	0.96	0.91	0.93	211
SC	1	0.99	0.99	504
SCK	0.9	0.93	0.92	71
SCP	0.97	0.85	0.91	123
VALA	0.99	1	1	109
VBF	0.94	0.93	0.94	2,073
VBI	0.98	0.92	0.95	398
Accuracy			0.96	23,855
Macro avg	0.98	0.86	0.88	23,855
Weighted avg	0.96	0.96	0.96	23,855