ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run3_AugV5_k4_task7_organization

This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:

• Loss: 0.5330
• Qwk: 0.5909
• Mse: 0.5330
• Rmse: 0.7301

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 2e-05
• train_batch_size: 8
• eval_batch_size: 8
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 100

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.125	2	2.5096	-0.0788	2.5096	1.5842
No log	0.25	4	1.1647	0.1265	1.1647	1.0792
No log	0.375	6	0.9199	0.0101	0.9199	0.9591
No log	0.5	8	0.9615	-0.0831	0.9615	0.9805
No log	0.625	10	0.8544	0.0	0.8544	0.9243
No log	0.75	12	0.7626	0.0	0.7626	0.8733
No log	0.875	14	0.7969	0.0481	0.7969	0.8927
No log	1.0	16	0.7721	0.0	0.7721	0.8787
No log	1.125	18	0.7738	0.0	0.7738	0.8796
No log	1.25	20	0.8208	0.0428	0.8208	0.9060
No log	1.375	22	0.8436	0.0428	0.8436	0.9185
No log	1.5	24	0.8443	0.0428	0.8443	0.9188
No log	1.625	26	0.8744	0.0078	0.8744	0.9351
No log	1.75	28	0.9406	0.1685	0.9406	0.9698
No log	1.875	30	0.8763	0.1711	0.8763	0.9361
No log	2.0	32	0.7557	0.0940	0.7557	0.8693
No log	2.125	34	0.7233	0.2718	0.7233	0.8505
No log	2.25	36	0.7769	0.3032	0.7769	0.8814
No log	2.375	38	0.7424	0.2227	0.7424	0.8616
No log	2.5	40	0.7068	0.1236	0.7068	0.8407
No log	2.625	42	0.7968	0.1739	0.7968	0.8926
No log	2.75	44	0.8523	0.3192	0.8523	0.9232
No log	2.875	46	0.7929	0.2051	0.7929	0.8904
No log	3.0	48	0.7092	0.2389	0.7092	0.8422
No log	3.125	50	0.6545	0.3166	0.6545	0.8090
No log	3.25	52	0.6611	0.3518	0.6611	0.8131
No log	3.375	54	0.6418	0.3809	0.6418	0.8011
No log	3.5	56	0.6688	0.2842	0.6688	0.8178
No log	3.625	58	0.7595	0.2552	0.7595	0.8715
No log	3.75	60	0.7301	0.2829	0.7301	0.8544
No log	3.875	62	0.6386	0.4019	0.6386	0.7991
No log	4.0	64	0.6668	0.3444	0.6668	0.8166
No log	4.125	66	0.7359	0.3194	0.7359	0.8579
No log	4.25	68	0.6290	0.4375	0.6290	0.7931
No log	4.375	70	0.6803	0.4087	0.6803	0.8248
No log	4.5	72	0.8587	0.3015	0.8587	0.9266
No log	4.625	74	0.8073	0.3128	0.8073	0.8985
No log	4.75	76	0.6146	0.4972	0.6146	0.7839
No log	4.875	78	0.6835	0.3355	0.6835	0.8268
No log	5.0	80	0.9164	0.2410	0.9164	0.9573
No log	5.125	82	1.0412	0.0746	1.0412	1.0204
No log	5.25	84	0.8544	0.2410	0.8544	0.9244
No log	5.375	86	0.6317	0.3675	0.6317	0.7948
No log	5.5	88	0.6971	0.3754	0.6971	0.8349
No log	5.625	90	0.8788	0.3173	0.8788	0.9375
No log	5.75	92	0.8867	0.3206	0.8867	0.9417
No log	5.875	94	0.6745	0.3925	0.6745	0.8213
No log	6.0	96	0.5987	0.4684	0.5987	0.7738
No log	6.125	98	0.8647	0.3885	0.8647	0.9299
No log	6.25	100	0.9493	0.3662	0.9493	0.9743
No log	6.375	102	0.7645	0.4545	0.7645	0.8743
No log	6.5	104	0.6343	0.4721	0.6343	0.7965
No log	6.625	106	0.6848	0.4272	0.6848	0.8275
No log	6.75	108	0.8528	0.2916	0.8528	0.9235
No log	6.875	110	0.9187	0.2727	0.9187	0.9585
No log	7.0	112	0.8917	0.2705	0.8917	0.9443
No log	7.125	114	0.7409	0.3387	0.7409	0.8608
No log	7.25	116	0.6186	0.4576	0.6186	0.7865
No log	7.375	118	0.6584	0.4522	0.6584	0.8114
No log	7.5	120	0.6945	0.4144	0.6945	0.8333
No log	7.625	122	0.6397	0.4997	0.6397	0.7998
No log	7.75	124	0.6380	0.5016	0.6380	0.7987
No log	7.875	126	0.6492	0.5420	0.6492	0.8057
No log	8.0	128	0.6370	0.4091	0.6370	0.7981
No log	8.125	130	0.6944	0.3879	0.6944	0.8333
No log	8.25	132	0.7369	0.3227	0.7369	0.8584
No log	8.375	134	0.6823	0.3739	0.6823	0.8260
No log	8.5	136	0.6239	0.5089	0.6239	0.7898
No log	8.625	138	0.6713	0.5275	0.6713	0.8194
No log	8.75	140	0.6898	0.4916	0.6898	0.8305
No log	8.875	142	0.6269	0.4103	0.6269	0.7918
No log	9.0	144	0.6027	0.5734	0.6027	0.7763
No log	9.125	146	0.6009	0.4655	0.6009	0.7752
No log	9.25	148	0.6008	0.4693	0.6008	0.7751
No log	9.375	150	0.5713	0.5619	0.5713	0.7559
No log	9.5	152	0.5875	0.5980	0.5875	0.7665
No log	9.625	154	0.6276	0.4827	0.6276	0.7922
No log	9.75	156	0.6212	0.5158	0.6212	0.7882
No log	9.875	158	0.7289	0.4275	0.7289	0.8537
No log	10.0	160	0.8826	0.4171	0.8826	0.9395
No log	10.125	162	0.8605	0.4189	0.8605	0.9277
No log	10.25	164	0.7659	0.4536	0.7659	0.8752
No log	10.375	166	0.6681	0.3891	0.6681	0.8174
No log	10.5	168	0.6034	0.4514	0.6034	0.7768
No log	10.625	170	0.6017	0.4517	0.6017	0.7757
No log	10.75	172	0.6907	0.4723	0.6907	0.8311
No log	10.875	174	0.6428	0.4935	0.6428	0.8017
No log	11.0	176	0.6185	0.4980	0.6185	0.7865
No log	11.125	178	0.5904	0.4701	0.5904	0.7683
No log	11.25	180	0.6316	0.5081	0.6316	0.7947
No log	11.375	182	0.6535	0.4827	0.6535	0.8084
No log	11.5	184	0.6178	0.5036	0.6178	0.7860
No log	11.625	186	0.5971	0.3677	0.5971	0.7727
No log	11.75	188	0.6233	0.4012	0.6233	0.7895
No log	11.875	190	0.6230	0.3958	0.6230	0.7893
No log	12.0	192	0.5979	0.4101	0.5979	0.7732
No log	12.125	194	0.6132	0.4455	0.6132	0.7831
No log	12.25	196	0.6129	0.4114	0.6129	0.7829
No log	12.375	198	0.5994	0.4006	0.5994	0.7742
No log	12.5	200	0.6009	0.5289	0.6009	0.7752
No log	12.625	202	0.6077	0.4875	0.6077	0.7795
No log	12.75	204	0.5969	0.4875	0.5969	0.7726
No log	12.875	206	0.5787	0.4983	0.5787	0.7607
No log	13.0	208	0.5811	0.4378	0.5811	0.7623
No log	13.125	210	0.5924	0.4962	0.5924	0.7697
No log	13.25	212	0.6405	0.4534	0.6405	0.8003
No log	13.375	214	0.6225	0.4534	0.6225	0.7890
No log	13.5	216	0.5651	0.5503	0.5651	0.7517
No log	13.625	218	0.5844	0.5321	0.5844	0.7645
No log	13.75	220	0.5726	0.5231	0.5726	0.7567
No log	13.875	222	0.5591	0.4768	0.5591	0.7477
No log	14.0	224	0.6026	0.4602	0.6026	0.7763
No log	14.125	226	0.6027	0.4350	0.6027	0.7763
No log	14.25	228	0.5586	0.4795	0.5586	0.7474
No log	14.375	230	0.5411	0.4857	0.5411	0.7356
No log	14.5	232	0.5439	0.6017	0.5439	0.7375
No log	14.625	234	0.5423	0.5600	0.5423	0.7364
No log	14.75	236	0.5396	0.5600	0.5396	0.7346
No log	14.875	238	0.5474	0.5926	0.5474	0.7398
No log	15.0	240	0.5679	0.4966	0.5679	0.7536
No log	15.125	242	0.5572	0.5289	0.5572	0.7465
No log	15.25	244	0.5422	0.6125	0.5422	0.7363
No log	15.375	246	0.5598	0.5200	0.5598	0.7482
No log	15.5	248	0.5709	0.5414	0.5709	0.7556
No log	15.625	250	0.5713	0.5471	0.5713	0.7558
No log	15.75	252	0.5602	0.5205	0.5602	0.7485
No log	15.875	254	0.5419	0.6146	0.5419	0.7361
No log	16.0	256	0.5457	0.6265	0.5457	0.7387
No log	16.125	258	0.5584	0.6353	0.5584	0.7473
No log	16.25	260	0.5375	0.5874	0.5375	0.7331
No log	16.375	262	0.5205	0.5768	0.5205	0.7214
No log	16.5	264	0.5149	0.5580	0.5149	0.7176
No log	16.625	266	0.5358	0.5554	0.5358	0.7320
No log	16.75	268	0.5498	0.5765	0.5498	0.7415
No log	16.875	270	0.5280	0.5985	0.5280	0.7267
No log	17.0	272	0.5329	0.5104	0.5329	0.7300
No log	17.125	274	0.5626	0.5016	0.5626	0.7501
No log	17.25	276	0.5474	0.4555	0.5474	0.7399
No log	17.375	278	0.5440	0.4314	0.5440	0.7376
No log	17.5	280	0.5459	0.4418	0.5459	0.7388
No log	17.625	282	0.5609	0.3492	0.5609	0.7489
No log	17.75	284	0.5527	0.4516	0.5527	0.7434
No log	17.875	286	0.5594	0.4924	0.5594	0.7479
No log	18.0	288	0.5494	0.5084	0.5494	0.7412
No log	18.125	290	0.5508	0.5597	0.5509	0.7422
No log	18.25	292	0.5409	0.5677	0.5409	0.7354
No log	18.375	294	0.5361	0.5488	0.5361	0.7322
No log	18.5	296	0.5211	0.5725	0.5211	0.7219
No log	18.625	298	0.5156	0.5488	0.5156	0.7181
No log	18.75	300	0.5161	0.5831	0.5161	0.7184
No log	18.875	302	0.5341	0.5468	0.5341	0.7308
No log	19.0	304	0.5512	0.5468	0.5512	0.7425
No log	19.125	306	0.5218	0.5614	0.5218	0.7223
No log	19.25	308	0.5031	0.5970	0.5031	0.7093
No log	19.375	310	0.4941	0.6228	0.4941	0.7029
No log	19.5	312	0.5122	0.6330	0.5122	0.7157
No log	19.625	314	0.5263	0.6135	0.5263	0.7255
No log	19.75	316	0.4971	0.6827	0.4971	0.7051
No log	19.875	318	0.5251	0.5268	0.5251	0.7246
No log	20.0	320	0.5520	0.4544	0.5520	0.7430
No log	20.125	322	0.5309	0.5136	0.5309	0.7286
No log	20.25	324	0.5060	0.6950	0.5060	0.7114
No log	20.375	326	0.5499	0.6415	0.5499	0.7416
No log	20.5	328	0.5706	0.6032	0.5706	0.7554
No log	20.625	330	0.5382	0.6601	0.5382	0.7336
No log	20.75	332	0.5201	0.6762	0.5201	0.7212
No log	20.875	334	0.5455	0.5642	0.5455	0.7386
No log	21.0	336	0.5285	0.5918	0.5285	0.7270
No log	21.125	338	0.5108	0.6214	0.5108	0.7147
No log	21.25	340	0.5506	0.5586	0.5506	0.7420
No log	21.375	342	0.5761	0.5586	0.5761	0.7590
No log	21.5	344	0.5394	0.5677	0.5394	0.7344
No log	21.625	346	0.5049	0.5927	0.5049	0.7106
No log	21.75	348	0.5070	0.5633	0.5070	0.7121
No log	21.875	350	0.5080	0.5555	0.5080	0.7127
No log	22.0	352	0.5023	0.5902	0.5023	0.7087
No log	22.125	354	0.5172	0.6353	0.5172	0.7192
No log	22.25	356	0.5485	0.6423	0.5485	0.7406
No log	22.375	358	0.5386	0.6423	0.5386	0.7339
No log	22.5	360	0.5078	0.6346	0.5078	0.7126
No log	22.625	362	0.5053	0.5304	0.5053	0.7108
No log	22.75	364	0.5084	0.5927	0.5084	0.7131
No log	22.875	366	0.5144	0.6154	0.5144	0.7172
No log	23.0	368	0.5214	0.5715	0.5214	0.7221
No log	23.125	370	0.5467	0.6011	0.5467	0.7394
No log	23.25	372	0.5449	0.6011	0.5449	0.7382
No log	23.375	374	0.5185	0.6309	0.5185	0.7201
No log	23.5	376	0.5140	0.6623	0.5140	0.7169
No log	23.625	378	0.5195	0.6088	0.5195	0.7208
No log	23.75	380	0.5408	0.5730	0.5408	0.7354
No log	23.875	382	0.5315	0.5730	0.5315	0.7290
No log	24.0	384	0.5068	0.6336	0.5068	0.7119
No log	24.125	386	0.5009	0.6563	0.5009	0.7077
No log	24.25	388	0.5007	0.6723	0.5007	0.7076
No log	24.375	390	0.5030	0.6018	0.5030	0.7092
No log	24.5	392	0.5079	0.5732	0.5079	0.7127
No log	24.625	394	0.5213	0.5485	0.5213	0.7220
No log	24.75	396	0.5246	0.5485	0.5246	0.7243
No log	24.875	398	0.5198	0.5732	0.5198	0.7210
No log	25.0	400	0.5071	0.6330	0.5071	0.7121
No log	25.125	402	0.5225	0.6377	0.5225	0.7228
No log	25.25	404	0.5184	0.6377	0.5184	0.7200
No log	25.375	406	0.5145	0.6377	0.5145	0.7173
No log	25.5	408	0.5094	0.5749	0.5094	0.7137
No log	25.625	410	0.5614	0.5468	0.5614	0.7492
No log	25.75	412	0.6297	0.5326	0.6297	0.7936
No log	25.875	414	0.6214	0.5123	0.6214	0.7883
No log	26.0	416	0.5591	0.5533	0.5591	0.7477
No log	26.125	418	0.5422	0.5248	0.5422	0.7364
No log	26.25	420	0.5451	0.5485	0.5451	0.7383
No log	26.375	422	0.5541	0.5533	0.5541	0.7444
No log	26.5	424	0.5560	0.5533	0.5560	0.7457
No log	26.625	426	0.5613	0.6105	0.5613	0.7492
No log	26.75	428	0.5450	0.6105	0.5450	0.7382
No log	26.875	430	0.5362	0.6147	0.5362	0.7323
No log	27.0	432	0.5261	0.6160	0.5261	0.7253
No log	27.125	434	0.5164	0.5926	0.5164	0.7186
No log	27.25	436	0.5130	0.5465	0.5130	0.7162
No log	27.375	438	0.5216	0.5319	0.5216	0.7222
No log	27.5	440	0.5214	0.5319	0.5214	0.7221
No log	27.625	442	0.5494	0.4776	0.5494	0.7412
No log	27.75	444	0.5705	0.4776	0.5705	0.7553
No log	27.875	446	0.5577	0.5212	0.5577	0.7468
No log	28.0	448	0.5348	0.5890	0.5348	0.7313
No log	28.125	450	0.5307	0.5625	0.5307	0.7285
No log	28.25	452	0.5316	0.6039	0.5316	0.7291
No log	28.375	454	0.5333	0.6039	0.5333	0.7303
No log	28.5	456	0.5487	0.5970	0.5487	0.7407
No log	28.625	458	0.5466	0.5734	0.5466	0.7394
No log	28.75	460	0.5417	0.5734	0.5417	0.7360
No log	28.875	462	0.5502	0.5768	0.5502	0.7418
No log	29.0	464	0.5695	0.5362	0.5695	0.7546
No log	29.125	466	0.5680	0.5362	0.5680	0.7536
No log	29.25	468	0.5632	0.5732	0.5632	0.7505
No log	29.375	470	0.5672	0.5533	0.5672	0.7531
No log	29.5	472	0.5675	0.5768	0.5675	0.7534
No log	29.625	474	0.5592	0.5926	0.5592	0.7478
No log	29.75	476	0.5643	0.5231	0.5643	0.7512
No log	29.875	478	0.5776	0.4461	0.5776	0.7600
No log	30.0	480	0.5664	0.5221	0.5664	0.7526
No log	30.125	482	0.5625	0.5640	0.5625	0.7500
No log	30.25	484	0.6063	0.5683	0.6063	0.7787
No log	30.375	486	0.6406	0.5683	0.6406	0.8003
No log	30.5	488	0.6358	0.5775	0.6358	0.7974
No log	30.625	490	0.6287	0.5423	0.6287	0.7929
No log	30.75	492	0.5941	0.5098	0.5941	0.7708
No log	30.875	494	0.5932	0.4100	0.5932	0.7702
No log	31.0	496	0.6043	0.3814	0.6043	0.7773
No log	31.125	498	0.6269	0.3996	0.6269	0.7918
0.283	31.25	500	0.6177	0.4112	0.6177	0.7859
0.283	31.375	502	0.5994	0.4703	0.5994	0.7742
0.283	31.5	504	0.5692	0.5411	0.5692	0.7545
0.283	31.625	506	0.5562	0.4874	0.5562	0.7458
0.283	31.75	508	0.5577	0.4849	0.5577	0.7468
0.283	31.875	510	0.5531	0.4923	0.5531	0.7437
0.283	32.0	512	0.5443	0.4595	0.5443	0.7378
0.283	32.125	514	0.5438	0.4934	0.5438	0.7374
0.283	32.25	516	0.5423	0.5268	0.5423	0.7364
0.283	32.375	518	0.5456	0.4934	0.5456	0.7386
0.283	32.5	520	0.5509	0.5517	0.5509	0.7422
0.283	32.625	522	0.5473	0.4934	0.5473	0.7398
0.283	32.75	524	0.5521	0.4547	0.5521	0.7430
0.283	32.875	526	0.5492	0.4970	0.5492	0.7411
0.283	33.0	528	0.5388	0.5970	0.5388	0.7340
0.283	33.125	530	0.5331	0.5970	0.5331	0.7302
0.283	33.25	532	0.5283	0.5912	0.5283	0.7268
0.283	33.375	534	0.5278	0.5883	0.5278	0.7265
0.283	33.5	536	0.5316	0.6140	0.5316	0.7291
0.283	33.625	538	0.5401	0.5861	0.5401	0.7349
0.283	33.75	540	0.5425	0.5406	0.5425	0.7366
0.283	33.875	542	0.5415	0.5406	0.5415	0.7359
0.283	34.0	544	0.5417	0.5406	0.5417	0.7360
0.283	34.125	546	0.5385	0.5009	0.5385	0.7339
0.283	34.25	548	0.5383	0.5009	0.5383	0.7337
0.283	34.375	550	0.5363	0.5681	0.5363	0.7323
0.283	34.5	552	0.5453	0.5980	0.5453	0.7384
0.283	34.625	554	0.5599	0.5516	0.5599	0.7482
0.283	34.75	556	0.5507	0.5752	0.5507	0.7421
0.283	34.875	558	0.5301	0.5768	0.5301	0.7281
0.283	35.0	560	0.5228	0.5648	0.5228	0.7230
0.283	35.125	562	0.5196	0.5765	0.5196	0.7209
0.283	35.25	564	0.5199	0.6076	0.5199	0.7211
0.283	35.375	566	0.5189	0.5521	0.5189	0.7204
0.283	35.5	568	0.5198	0.6228	0.5198	0.7210
0.283	35.625	570	0.5254	0.7002	0.5254	0.7249
0.283	35.75	572	0.5237	0.5768	0.5237	0.7237
0.283	35.875	574	0.5289	0.5390	0.5289	0.7273
0.283	36.0	576	0.5448	0.5127	0.5448	0.7381
0.283	36.125	578	0.5399	0.4960	0.5399	0.7348
0.283	36.25	580	0.5247	0.5539	0.5247	0.7244
0.283	36.375	582	0.5320	0.5485	0.5320	0.7294
0.283	36.5	584	0.5327	0.5715	0.5327	0.7298
0.283	36.625	586	0.5212	0.5648	0.5212	0.7220
0.283	36.75	588	0.5144	0.5457	0.5144	0.7172
0.283	36.875	590	0.5212	0.5538	0.5212	0.7220
0.283	37.0	592	0.5252	0.5248	0.5252	0.7247
0.283	37.125	594	0.5173	0.5538	0.5173	0.7192
0.283	37.25	596	0.5120	0.5457	0.5120	0.7155
0.283	37.375	598	0.5222	0.5648	0.5222	0.7226
0.283	37.5	600	0.5344	0.5752	0.5344	0.7310
0.283	37.625	602	0.5457	0.5989	0.5457	0.7387
0.283	37.75	604	0.5375	0.6201	0.5375	0.7332
0.283	37.875	606	0.5227	0.5816	0.5227	0.7230
0.283	38.0	608	0.5147	0.5042	0.5147	0.7175
0.283	38.125	610	0.5150	0.5440	0.5150	0.7176
0.283	38.25	612	0.5142	0.4809	0.5142	0.7171
0.283	38.375	614	0.5113	0.5061	0.5113	0.7151
0.283	38.5	616	0.5092	0.5286	0.5092	0.7136
0.283	38.625	618	0.5247	0.5897	0.5247	0.7244
0.283	38.75	620	0.5362	0.5909	0.5362	0.7323
0.283	38.875	622	0.5215	0.5897	0.5215	0.7221
0.283	39.0	624	0.5086	0.5600	0.5086	0.7132
0.283	39.125	626	0.5149	0.5765	0.5149	0.7176
0.283	39.25	628	0.5289	0.5495	0.5289	0.7273
0.283	39.375	630	0.5410	0.5212	0.5410	0.7356
0.283	39.5	632	0.5363	0.4888	0.5363	0.7323
0.283	39.625	634	0.5146	0.5538	0.5146	0.7173
0.283	39.75	636	0.5097	0.5883	0.5097	0.7139
0.283	39.875	638	0.5162	0.5516	0.5162	0.7185
0.283	40.0	640	0.5115	0.5836	0.5115	0.7152
0.283	40.125	642	0.5090	0.5623	0.5090	0.7134
0.283	40.25	644	0.5122	0.5782	0.5122	0.7157
0.283	40.375	646	0.5151	0.5623	0.5151	0.7177
0.283	40.5	648	0.5205	0.5467	0.5205	0.7215
0.283	40.625	650	0.5228	0.5516	0.5228	0.7231
0.283	40.75	652	0.5274	0.5980	0.5274	0.7262
0.283	40.875	654	0.5388	0.5671	0.5388	0.7341
0.283	41.0	656	0.5334	0.6115	0.5334	0.7303
0.283	41.125	658	0.5238	0.6727	0.5238	0.7237
0.283	41.25	660	0.5234	0.5970	0.5234	0.7235
0.283	41.375	662	0.5275	0.5985	0.5275	0.7263
0.283	41.5	664	0.5274	0.5985	0.5274	0.7263
0.283	41.625	666	0.5243	0.6464	0.5243	0.7241
0.283	41.75	668	0.5241	0.6745	0.5241	0.7239
0.283	41.875	670	0.5248	0.6543	0.5248	0.7244
0.283	42.0	672	0.5256	0.6269	0.5256	0.7250
0.283	42.125	674	0.5317	0.5904	0.5317	0.7292
0.283	42.25	676	0.5347	0.5929	0.5347	0.7312
0.283	42.375	678	0.5340	0.6118	0.5340	0.7308
0.283	42.5	680	0.5412	0.5767	0.5412	0.7357
0.283	42.625	682	0.5370	0.5767	0.5370	0.7328
0.283	42.75	684	0.5276	0.6118	0.5276	0.7264
0.283	42.875	686	0.5159	0.5750	0.5159	0.7182
0.283	43.0	688	0.5144	0.5868	0.5144	0.7172
0.283	43.125	690	0.5218	0.5715	0.5218	0.7223
0.283	43.25	692	0.5211	0.5467	0.5211	0.7219
0.283	43.375	694	0.5105	0.5715	0.5105	0.7145
0.283	43.5	696	0.5089	0.5151	0.5089	0.7133
0.283	43.625	698	0.5085	0.5151	0.5085	0.7131
0.283	43.75	700	0.5121	0.5467	0.5121	0.7156
0.283	43.875	702	0.5254	0.5467	0.5254	0.7248
0.283	44.0	704	0.5402	0.5426	0.5402	0.7350
0.283	44.125	706	0.5254	0.5894	0.5254	0.7249
0.283	44.25	708	0.5089	0.6530	0.5089	0.7134
0.283	44.375	710	0.5048	0.6255	0.5048	0.7105
0.283	44.5	712	0.5086	0.5765	0.5086	0.7132
0.283	44.625	714	0.5106	0.5970	0.5106	0.7146
0.283	44.75	716	0.5139	0.6078	0.5139	0.7169
0.283	44.875	718	0.5247	0.5874	0.5247	0.7244
0.283	45.0	720	0.5365	0.5501	0.5365	0.7324
0.283	45.125	722	0.5410	0.5272	0.5410	0.7355
0.283	45.25	724	0.5344	0.5404	0.5344	0.7310
0.283	45.375	726	0.5290	0.6111	0.5290	0.7273
0.283	45.5	728	0.5370	0.5555	0.5370	0.7328
0.283	45.625	730	0.5460	0.4595	0.5460	0.7389
0.283	45.75	732	0.5402	0.5046	0.5402	0.7350
0.283	45.875	734	0.5255	0.5538	0.5255	0.7249
0.283	46.0	736	0.5176	0.5750	0.5176	0.7194
0.283	46.125	738	0.5196	0.6046	0.5196	0.7208
0.283	46.25	740	0.5191	0.6129	0.5191	0.7205
0.283	46.375	742	0.5140	0.5522	0.5140	0.7169
0.283	46.5	744	0.5127	0.5750	0.5127	0.7160
0.283	46.625	746	0.5148	0.5304	0.5148	0.7175
0.283	46.75	748	0.5194	0.5227	0.5194	0.7207
0.283	46.875	750	0.5240	0.5405	0.5240	0.7239
0.283	47.0	752	0.5292	0.5142	0.5292	0.7274
0.283	47.125	754	0.5306	0.5142	0.5306	0.7284
0.283	47.25	756	0.5286	0.4492	0.5286	0.7271
0.283	47.375	758	0.5274	0.4492	0.5274	0.7263
0.283	47.5	760	0.5259	0.5101	0.5259	0.7252
0.283	47.625	762	0.5265	0.5044	0.5265	0.7256
0.283	47.75	764	0.5268	0.5305	0.5268	0.7258
0.283	47.875	766	0.5309	0.5397	0.5309	0.7287
0.283	48.0	768	0.5420	0.4802	0.5420	0.7362
0.283	48.125	770	0.5496	0.4821	0.5496	0.7414
0.283	48.25	772	0.5467	0.4821	0.5467	0.7394
0.283	48.375	774	0.5298	0.4942	0.5298	0.7279
0.283	48.5	776	0.5229	0.4898	0.5229	0.7231
0.283	48.625	778	0.5207	0.5986	0.5207	0.7216
0.283	48.75	780	0.5211	0.6039	0.5211	0.7219
0.283	48.875	782	0.5254	0.6330	0.5254	0.7248
0.283	49.0	784	0.5288	0.5703	0.5288	0.7272
0.283	49.125	786	0.5286	0.5567	0.5286	0.7271
0.283	49.25	788	0.5294	0.5915	0.5294	0.7276
0.283	49.375	790	0.5337	0.5943	0.5337	0.7306
0.283	49.5	792	0.5384	0.5693	0.5384	0.7337
0.283	49.625	794	0.5411	0.4983	0.5411	0.7356
0.283	49.75	796	0.5413	0.4825	0.5413	0.7357
0.283	49.875	798	0.5408	0.5101	0.5408	0.7354
0.283	50.0	800	0.5386	0.5101	0.5386	0.7339
0.283	50.125	802	0.5344	0.5248	0.5344	0.7310
0.283	50.25	804	0.5303	0.5623	0.5303	0.7282
0.283	50.375	806	0.5305	0.5623	0.5305	0.7284
0.283	50.5	808	0.5291	0.5367	0.5291	0.7274
0.283	50.625	810	0.5260	0.5101	0.5260	0.7253
0.283	50.75	812	0.5241	0.5248	0.5241	0.7239
0.283	50.875	814	0.5231	0.5248	0.5231	0.7232
0.283	51.0	816	0.5190	0.5749	0.5190	0.7204
0.283	51.125	818	0.5148	0.6215	0.5148	0.7175
0.283	51.25	820	0.5175	0.6661	0.5175	0.7194
0.283	51.375	822	0.5236	0.5985	0.5236	0.7236
0.283	51.5	824	0.5242	0.5611	0.5242	0.7240
0.283	51.625	826	0.5305	0.5611	0.5305	0.7283
0.283	51.75	828	0.5446	0.4391	0.5446	0.7380
0.283	51.875	830	0.5423	0.4756	0.5423	0.7364
0.283	52.0	832	0.5254	0.6154	0.5254	0.7249
0.283	52.125	834	0.5157	0.5749	0.5157	0.7181
0.283	52.25	836	0.5160	0.5970	0.5160	0.7184
0.283	52.375	838	0.5191	0.5749	0.5191	0.7205
0.283	52.5	840	0.5187	0.5732	0.5187	0.7202
0.283	52.625	842	0.5191	0.5955	0.5191	0.7205
0.283	52.75	844	0.5231	0.6004	0.5231	0.7233
0.283	52.875	846	0.5223	0.6004	0.5223	0.7227
0.283	53.0	848	0.5157	0.6414	0.5157	0.7181
0.283	53.125	850	0.5134	0.5899	0.5134	0.7165
0.283	53.25	852	0.5176	0.5698	0.5176	0.7194
0.283	53.375	854	0.5284	0.5009	0.5284	0.7269
0.283	53.5	856	0.5304	0.5009	0.5304	0.7283
0.283	53.625	858	0.5300	0.5009	0.5300	0.7280
0.283	53.75	860	0.5244	0.5782	0.5244	0.7242
0.283	53.875	862	0.5261	0.5485	0.5261	0.7254
0.283	54.0	864	0.5339	0.5467	0.5339	0.7307
0.283	54.125	866	0.5336	0.5467	0.5336	0.7305
0.283	54.25	868	0.5290	0.5467	0.5290	0.7273
0.283	54.375	870	0.5248	0.5248	0.5248	0.7244
0.283	54.5	872	0.5228	0.5623	0.5228	0.7231
0.283	54.625	874	0.5233	0.5101	0.5233	0.7234
0.283	54.75	876	0.5240	0.5693	0.5240	0.7239
0.283	54.875	878	0.5298	0.5467	0.5298	0.7279
0.283	55.0	880	0.5309	0.5467	0.5309	0.7286
0.283	55.125	882	0.5281	0.5675	0.5281	0.7267
0.283	55.25	884	0.5274	0.4825	0.5274	0.7262
0.283	55.375	886	0.5257	0.5367	0.5257	0.7251
0.283	55.5	888	0.5290	0.4199	0.5290	0.7273
0.283	55.625	890	0.5336	0.4199	0.5336	0.7305
0.283	55.75	892	0.5364	0.4825	0.5364	0.7324
0.283	55.875	894	0.5373	0.5910	0.5373	0.7330
0.283	56.0	896	0.5326	0.5329	0.5326	0.7298
0.283	56.125	898	0.5329	0.5910	0.5329	0.7300
0.283	56.25	900	0.5310	0.5910	0.5310	0.7287
0.283	56.375	902	0.5321	0.5910	0.5321	0.7295
0.283	56.5	904	0.5339	0.5467	0.5339	0.7307
0.283	56.625	906	0.5262	0.5910	0.5262	0.7254
0.283	56.75	908	0.5209	0.4949	0.5209	0.7217
0.283	56.875	910	0.5230	0.4634	0.5230	0.7232
0.283	57.0	912	0.5297	0.4849	0.5297	0.7278
0.283	57.125	914	0.5387	0.4869	0.5387	0.7340
0.283	57.25	916	0.5350	0.5098	0.5350	0.7314
0.283	57.375	918	0.5273	0.4634	0.5273	0.7262
0.283	57.5	920	0.5291	0.4825	0.5291	0.7274
0.283	57.625	922	0.5410	0.5467	0.5410	0.7355
0.283	57.75	924	0.5582	0.5467	0.5582	0.7471
0.283	57.875	926	0.5630	0.5367	0.5630	0.7504
0.283	58.0	928	0.5545	0.5467	0.5545	0.7447
0.283	58.125	930	0.5393	0.5467	0.5393	0.7344
0.283	58.25	932	0.5284	0.5927	0.5284	0.7269
0.283	58.375	934	0.5249	0.5440	0.5249	0.7245
0.283	58.5	936	0.5250	0.5208	0.5250	0.7245
0.283	58.625	938	0.5243	0.5853	0.5243	0.7241
0.283	58.75	940	0.5226	0.6403	0.5226	0.7229
0.283	58.875	942	0.5290	0.5228	0.5290	0.7273
0.283	59.0	944	0.5486	0.5420	0.5486	0.7407
0.283	59.125	946	0.5560	0.5468	0.5560	0.7456
0.283	59.25	948	0.5495	0.5468	0.5495	0.7413
0.283	59.375	950	0.5346	0.5516	0.5346	0.7311
0.283	59.5	952	0.5240	0.5485	0.5240	0.7239
0.283	59.625	954	0.5213	0.5927	0.5213	0.7220
0.283	59.75	956	0.5213	0.6169	0.5213	0.7220
0.283	59.875	958	0.5229	0.5367	0.5229	0.7231
0.283	60.0	960	0.5233	0.4774	0.5233	0.7234
0.283	60.125	962	0.5245	0.5044	0.5245	0.7242
0.283	60.25	964	0.5242	0.4774	0.5242	0.7240
0.283	60.375	966	0.5251	0.5367	0.5251	0.7247
0.283	60.5	968	0.5286	0.5348	0.5286	0.7271
0.283	60.625	970	0.5360	0.5927	0.5360	0.7321
0.283	60.75	972	0.5464	0.5228	0.5464	0.7392
0.283	60.875	974	0.5552	0.5467	0.5552	0.7451
0.283	61.0	976	0.5697	0.5327	0.5697	0.7548
0.283	61.125	978	0.5870	0.5327	0.5870	0.7662
0.283	61.25	980	0.6008	0.5379	0.6008	0.7751
0.283	61.375	982	0.6049	0.5379	0.6049	0.7777
0.283	61.5	984	0.6089	0.4997	0.6089	0.7803
0.283	61.625	986	0.5935	0.5379	0.5935	0.7704
0.283	61.75	988	0.5611	0.5560	0.5611	0.7491
0.283	61.875	990	0.5382	0.5980	0.5382	0.7336
0.283	62.0	992	0.5178	0.5926	0.5178	0.7196
0.283	62.125	994	0.5099	0.6655	0.5099	0.7141
0.283	62.25	996	0.5094	0.6464	0.5094	0.7137
0.283	62.375	998	0.5096	0.6655	0.5096	0.7138
0.051	62.5	1000	0.5061	0.6655	0.5061	0.7114
0.051	62.625	1002	0.5026	0.6655	0.5026	0.7089
0.051	62.75	1004	0.5033	0.6455	0.5033	0.7094
0.051	62.875	1006	0.5075	0.6158	0.5075	0.7124
0.051	63.0	1008	0.5159	0.6214	0.5159	0.7183
0.051	63.125	1010	0.5330	0.5909	0.5330	0.7301

Framework versions

• Transformers 4.44.2
• Pytorch 2.4.0+cu118
• Datasets 2.21.0
• Tokenizers 0.19.1