Table 10.

χ² and P-value statistics between the different word embeddings and position embeddings

Word embedding and position embedding		random		Wiki_bow_8w_25n			Bio_skip_8w_25n			Bio_skip_10w_10n			Bio_bow_8w_25n			Bio_bow_5w_10n
		5	10	0	5	10	0	5	10	0	5	10	0	5	10	0	5	10
random	0	78.41*	11.44*	0.74	11.41*	0.44	10.10*	0.14	20.98*	133.47*	0.26	0.02	127.06*	71.74*	10.71*	5.89*	132.98*	8.32*
		8.38e−19*	7.19e−04*	3.89e−01	7.31e−04*	5.08e−01	1.48e−03*	7.06e−01	4.64e−06*	7.13e−31*	6.08e−01	8.83e−01	1.80e−29*	2.46e−17*	1.06e−03*	1.52e−02*	9.12e−31*	3.93e−03*
	5		41.42*	43.25*	29.50*	78.75*	23.52*	46.94*	13.26*	23.89*	49.09*	40.16*	20.05*	1.48	20.31*	29.08*	23.86*	23.58*
			1.23e−10*	4.81e−11*	5.59e−08*	7.05e−19*	1.23e−06*	7.31e−12*	2.71e−04*	1.02e−06*	2.44e−12*	2.34e−10*	7.56e−06*	2.24e−01	6.60e−06*	6.94e−08*	1.04e−06*	1.20e−06*
	10			2.96	0.21	15.52*	0.26	8.78*	4.07*	92.25*	4.61*	6.76*	85.78*	40.50*	0.39	0.03	92.07*	0.03
				8.52e−02	6.45e−01	8.16e−05*	6.08e−01	3.05e−03*	4.37e−02*	7.64e−22*	3.18e−02*	9.32e−03*	2.01e−20*	1.97e−10*	5.33e−01	8.63e−01	8.36e−22*	8.56e−01
Wiki_bow_8w_25n	0				6.20*	3.09	7.15*	1.72	15.94*	124.17*	0.10	1.13	91.84*	46.65*	3.90*	1.57	100.12*	2.78
					1.28e−02*	7.90e−02	7.51e−03*	1.90e−01	6.54e−05*	7.74e−29*	7.54e−01	2.88e−01	9.41e−22*	8.47e−12*	4.83e−02*	2.10e−01	1.44e−23*	9.52e−02
	5					21.54*	0.00	9.43*	2.23	90.06*	7.56*	7.51*	66.94*	30.24*	0.01	0.43	76.09*	0.02
						3.46e−06*	1.00e+00	2.13e−03*	1.36e−01	2.31e−21*	5.96e−03*	6.13e−03*	2.80e−16*	3.81e−08*	9.41e−01	5.12e−01	2.71e−18*	8.76e−01
	10						17.78*	0.01	42.24*	144.40*	2.15	0.10	117.05*	76.26*	12.84*	8.05*	128.69*	12.34*
							2.48e−05*	9.34e−01	8.07e−11*	2.91e−33*	1.42e−01	7.55e−01	2.79e−27*	2.49e−18*	3.39e−04*	4.55e−03*	7.93e−30*	4.44e−04*
Bio_skip_8w_25n	0							14.78*	2.16	111.21*	11.72*	11.36*	61.25*	27.80*	0.00	0.49	69.84*	0.05
								1.21e−04*	1.41e−01	5.33e−26*	6.18e−04*	7.51e−04*	5.02e−15*	1.35e−07*	1.00e+00	4.82e−01	6.43e−17*	8.18e−01
	5								24.49*	139.36*	1.25	0.07	101.05*	63.22*	9.74*	5.81*	102.92*	8.84*
									7.47e−07*	3.67e−32*	2.63e−01	7.87e−01	8.98e−24*	1.85e−15*	1.81e−03*	1.59e−02*	3.49e−24*	2.95e−03*
	10									70.92*	26.30*	20.83*	52.75*	19.67*	1.06	3.63	55.44*	2.31
										3.72e−17*	2.93e−07*	5.03e−06*	3.79e−13*	9.19e−06*	3.03e−01	5.66e−02	9.63e−14*	1.28e−01
Bio_skip_10w_10n	0										131.16*	130.70*	0.12	9.66*	61.23*	90.72*	0.00	71.64*
											2.28e−30*	2.88e−30*	7.25e−01	1.88e−03*	5.09e−15*	1.66e−21*	1.00e+00	2.58e−17*
	5											0.69	93.74*	53.76*	5.60*	2.69	100.91*	4.50*
												4.07e−01	3.60e−22*	2.26e−13*	1.80e−02*	1.01e−01	9.61e−24*	3.39e−02*
	10												95.72*	55.37*	7.98*	4.37*	95.76*	7.06*
													1.33e−22*	9.96e−14*	4.72e−03*	3.66e−02*	1.30e−22*	7.90e−03*
Bio_bow_8w_25n	0													15.56*	89.27*	88.45*	0.11	82.26*
														8.01e−05*	3.44e−21*	5.22e−21*	7.43e−01	1.19e−19*
	5														36.01*	45.52*	12.88*	47.91*
															1.97e−09*	1.51e−11*	3.33e−04*	4.47e−12*
	10															0.71	90.31*	0.15
																4.00e−01	2.04e−21*	6.99e−01
Bio_bow_5w_10n	0																96.01*	0.20
																	1.15e−22*	6.56e−01
	5																	95.07*
																		1.84e−22*

Asterisk denotes results statistically significant.