Sfaya-BBACda-v2

This model is a fine-tuned version of CAMeL-Lab/bert-base-arabic-camelbert-da on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.2700
• Accuracy: 0.9697

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: 5e-05
• train_batch_size: 32
• eval_batch_size: 32
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• lr_scheduler_warmup_steps: 200
• num_epochs: 60

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
1.4236	0.0980	100	0.6339	0.7758
0.591	0.1961	200	0.3913	0.8667
0.438	0.2941	300	0.3721	0.8455
0.3666	0.3922	400	0.3315	0.8939
0.3247	0.4902	500	0.3244	0.8879
0.3143	0.5882	600	0.3154	0.8970
0.2863	0.6863	700	0.3152	0.9121
0.2761	0.7843	800	0.2103	0.9212
0.2701	0.8824	900	0.1858	0.9364
0.2312	0.9804	1000	0.1902	0.9273
0.1697	1.0784	1100	0.2510	0.9242
0.1586	1.1765	1200	0.1571	0.9455
0.1671	1.2745	1300	0.1481	0.9455
0.1303	1.3725	1400	0.2040	0.9333
0.1409	1.4706	1500	0.2739	0.9364
0.161	1.5686	1600	0.1807	0.9576
0.1376	1.6667	1700	0.1399	0.9455
0.1616	1.7647	1800	0.2354	0.9303
0.131	1.8627	1900	0.1455	0.9485
0.1499	1.9608	2000	0.1886	0.9273
0.0909	2.0588	2100	0.2807	0.9394
0.0736	2.1569	2200	0.3128	0.9303
0.0697	2.2549	2300	0.3100	0.9394
0.0711	2.3529	2400	0.1730	0.9515
0.0995	2.4510	2500	0.2263	0.9515
0.071	2.5490	2600	0.2044	0.9545
0.0811	2.6471	2700	0.1866	0.9545
0.085	2.7451	2800	0.2495	0.9485
0.0795	2.8431	2900	0.2615	0.9455
0.0912	2.9412	3000	0.2065	0.9455
0.0632	3.0392	3100	0.3464	0.9364
0.0675	3.1373	3200	0.2938	0.9333
0.045	3.2353	3300	0.2275	0.9545
0.0715	3.3333	3400	0.3167	0.9303
0.0567	3.4314	3500	0.2900	0.9424
0.0418	3.5294	3600	0.2360	0.9515
0.0595	3.6275	3700	0.2244	0.9515
0.0428	3.7255	3800	0.2080	0.9515
0.0592	3.8235	3900	0.2171	0.9545
0.0557	3.9216	4000	0.2721	0.9394
0.049	4.0196	4100	0.3452	0.9455
0.025	4.1176	4200	0.3082	0.9424
0.0308	4.2157	4300	0.2851	0.9364
0.0286	4.3137	4400	0.3143	0.9364
0.0295	4.4118	4500	0.3720	0.9485
0.0388	4.5098	4600	0.2762	0.9303
0.0262	4.6078	4700	0.3426	0.9455
0.0273	4.7059	4800	0.3545	0.9364
0.0392	4.8039	4900	0.3135	0.9545
0.0632	4.9020	5000	0.3984	0.9273
0.0535	5.0	5100	0.3489	0.9515
0.0193	5.0980	5200	0.3779	0.9333
0.0232	5.1961	5300	0.3167	0.9515
0.0378	5.2941	5400	0.2967	0.9515
0.0434	5.3922	5500	0.3052	0.9455
0.0373	5.4902	5600	0.3456	0.9485
0.0304	5.5882	5700	0.4412	0.9424
0.0462	5.6863	5800	0.3362	0.9394
0.0313	5.7843	5900	0.2969	0.9515
0.0292	5.8824	6000	0.4351	0.9303
0.0425	5.9804	6100	0.3946	0.9364
0.015	6.0784	6200	0.3566	0.9485
0.0138	6.1765	6300	0.3962	0.9394
0.0122	6.2745	6400	0.4834	0.9333
0.0232	6.3725	6500	0.3557	0.9455
0.0207	6.4706	6600	0.4240	0.9303
0.0121	6.5686	6700	0.3619	0.9485
0.0349	6.6667	6800	0.3950	0.9485
0.0278	6.7647	6900	0.2916	0.9485
0.0385	6.8627	7000	0.4185	0.9303
0.0341	6.9608	7100	0.2956	0.9515
0.0255	7.0588	7200	0.3709	0.9455
0.0251	7.1569	7300	0.4019	0.9455
0.0248	7.2549	7400	0.4325	0.9455
0.0233	7.3529	7500	0.3763	0.9485
0.0343	7.4510	7600	0.2841	0.9545
0.0232	7.5490	7700	0.2682	0.9636
0.0366	7.6471	7800	0.3249	0.9576
0.0556	7.7451	7900	0.3579	0.9394
0.0359	7.8431	8000	0.4559	0.9303
0.0367	7.9412	8100	0.3179	0.9545
0.0232	8.0392	8200	0.3343	0.9515
0.0244	8.1373	8300	0.3718	0.9515
0.0241	8.2353	8400	0.3051	0.9545
0.0269	8.3333	8500	0.3982	0.9303
0.0251	8.4314	8600	0.4328	0.9394
0.0311	8.5294	8700	0.2569	0.9667
0.0286	8.6275	8800	0.2846	0.9576
0.0311	8.7255	8900	0.3574	0.9394
0.0273	8.8235	9000	0.2989	0.9515
0.0225	8.9216	9100	0.2725	0.9576
0.0269	9.0196	9200	0.2651	0.9545
0.0302	9.1176	9300	0.2706	0.9576
0.0204	9.2157	9400	0.3655	0.9485
0.0247	9.3137	9500	0.4584	0.9333
0.0209	9.4118	9600	0.3727	0.9394
0.0256	9.5098	9700	0.4054	0.9455
0.0243	9.6078	9800	0.3486	0.9485
0.0321	9.7059	9900	0.3743	0.9394
0.0226	9.8039	10000	0.3600	0.9545
0.0446	9.9020	10100	0.3203	0.9606
0.0212	10.0	10200	0.3374	0.9515
0.0184	10.0980	10300	0.3984	0.9424
0.0233	10.1961	10400	0.3607	0.9455
0.0273	10.2941	10500	0.4062	0.9455
0.0265	10.3922	10600	0.3941	0.9424
0.0178	10.4902	10700	0.4952	0.9333
0.0246	10.5882	10800	0.3466	0.9424
0.0138	10.6863	10900	0.3695	0.9455
0.0171	10.7843	11000	0.4117	0.9485
0.0164	10.8824	11100	0.3557	0.9485
0.0257	10.9804	11200	0.3771	0.9576
0.0267	11.0784	11300	0.2957	0.9515
0.0179	11.1765	11400	0.3000	0.9485
0.0162	11.2745	11500	0.2955	0.9606
0.0141	11.3725	11600	0.2591	0.9545
0.0119	11.4706	11700	0.3531	0.9515
0.0249	11.5686	11800	0.4133	0.9424
0.0275	11.6667	11900	0.3231	0.9576
0.0363	11.7647	12000	0.3252	0.9515
0.0101	11.8627	12100	0.3765	0.9545
0.0201	11.9608	12200	0.3358	0.9515
0.0129	12.0588	12300	0.4366	0.9485
0.0103	12.1569	12400	0.3405	0.9576
0.0159	12.2549	12500	0.3090	0.9606
0.0272	12.3529	12600	0.3581	0.9515
0.0128	12.4510	12700	0.3752	0.9515
0.0237	12.5490	12800	0.2862	0.9576
0.0209	12.6471	12900	0.3573	0.9364
0.0291	12.7451	13000	0.4146	0.9455
0.023	12.8431	13100	0.3494	0.9485
0.0183	12.9412	13200	0.4230	0.9485
0.0283	13.0392	13300	0.3833	0.9485
0.0016	13.1373	13400	0.3434	0.9545
0.0121	13.2353	13500	0.4278	0.9545
0.0263	13.3333	13600	0.3605	0.9545
0.0255	13.4314	13700	0.3701	0.9455
0.013	13.5294	13800	0.3127	0.9545
0.0128	13.6275	13900	0.3824	0.9485
0.0123	13.7255	14000	0.4779	0.9333
0.0079	13.8235	14100	0.3904	0.9545
0.0169	13.9216	14200	0.3644	0.9485
0.0339	14.0196	14300	0.4196	0.9424
0.0172	14.1176	14400	0.3326	0.9545
0.0155	14.2157	14500	0.3452	0.9455
0.0212	14.3137	14600	0.2997	0.9606
0.0368	14.4118	14700	0.4653	0.9394
0.0109	14.5098	14800	0.4148	0.9394
0.0241	14.6078	14900	0.3475	0.9394
0.0216	14.7059	15000	0.4138	0.9424
0.0244	14.8039	15100	0.4262	0.9485
0.0216	14.9020	15200	0.4594	0.9424
0.0299	15.0	15300	0.4310	0.9455
0.0087	15.0980	15400	0.5174	0.9364
0.0162	15.1961	15500	0.4606	0.9485
0.0241	15.2941	15600	0.4350	0.9485
0.0068	15.3922	15700	0.3449	0.9606
0.0162	15.4902	15800	0.4820	0.9424
0.0184	15.5882	15900	0.4071	0.9485
0.0216	15.6863	16000	0.4739	0.9364
0.0237	15.7843	16100	0.4899	0.9364
0.0213	15.8824	16200	0.2700	0.9697
0.0162	15.9804	16300	0.4177	0.9424
0.0207	16.0784	16400	0.5078	0.9333
0.0182	16.1765	16500	0.3143	0.9485
0.0275	16.2745	16600	0.3353	0.9545
0.0129	16.3725	16700	0.3428	0.9515
0.0127	16.4706	16800	0.3052	0.9545
0.0121	16.5686	16900	0.3122	0.9545
0.0134	16.6667	17000	0.2833	0.9606
0.017	16.7647	17100	0.3955	0.9424
0.0176	16.8627	17200	0.3205	0.9576
0.02	16.9608	17300	0.3353	0.9515
0.0026	17.0588	17400	0.4882	0.9455
0.0232	17.1569	17500	0.4232	0.9424
0.0135	17.2549	17600	0.4532	0.9394
0.0224	17.3529	17700	0.3448	0.9455
0.02	17.4510	17800	0.3378	0.9485
0.0103	17.5490	17900	0.3354	0.9515
0.0071	17.6471	18000	0.4073	0.9455
0.0111	17.7451	18100	0.4828	0.9424
0.007	17.8431	18200	0.3939	0.9515
0.0155	17.9412	18300	0.3644	0.9485
0.0155	18.0392	18400	0.4194	0.9485
0.012	18.1373	18500	0.3970	0.9515
0.0093	18.2353	18600	0.4307	0.9485
0.0082	18.3333	18700	0.4588	0.9515
0.0143	18.4314	18800	0.4949	0.9303
0.0124	18.5294	18900	0.3574	0.9545
0.0132	18.6275	19000	0.4051	0.9515
0.0258	18.7255	19100	0.4659	0.9424
0.0137	18.8235	19200	0.3538	0.9576
0.0291	18.9216	19300	0.2959	0.9545
0.0161	19.0196	19400	0.2094	0.9697
0.0064	19.1176	19500	0.3708	0.9485
0.0037	19.2157	19600	0.3056	0.9576
0.0025	19.3137	19700	0.3195	0.9515
0.006	19.4118	19800	0.3325	0.9545
0.0232	19.5098	19900	0.4118	0.9515
0.0146	19.6078	20000	0.4140	0.9485
0.0057	19.7059	20100	0.3119	0.9576
0.0145	19.8039	20200	0.4343	0.9424
0.0057	19.9020	20300	0.3901	0.9455
0.0148	20.0	20400	0.3712	0.9515
0.0079	20.0980	20500	0.3476	0.9545
0.003	20.1961	20600	0.4954	0.9333
0.0034	20.2941	20700	0.4514	0.9485
0.0023	20.3922	20800	0.4383	0.9455
0.0207	20.4902	20900	0.4014	0.9455
0.0111	20.5882	21000	0.4035	0.9545
0.0144	20.6863	21100	0.2636	0.9576
0.0091	20.7843	21200	0.3452	0.9515
0.0107	20.8824	21300	0.3303	0.9485
0.0086	20.9804	21400	0.3654	0.9515
0.0056	21.0784	21500	0.4126	0.9515
0.0075	21.1765	21600	0.3101	0.9606
0.0162	21.2745	21700	0.2550	0.9606
0.0049	21.3725	21800	0.2811	0.9606
0.0072	21.4706	21900	0.2996	0.9576
0.0025	21.5686	22000	0.3625	0.9545
0.0109	21.6667	22100	0.3578	0.9515
0.0127	21.7647	22200	0.3708	0.9515
0.0189	21.8627	22300	0.4702	0.9424
0.0166	21.9608	22400	0.5079	0.9424
0.0144	22.0588	22500	0.4342	0.9515
0.0102	22.1569	22600	0.4125	0.9485
0.0029	22.2549	22700	0.4481	0.9455
0.0084	22.3529	22800	0.4094	0.9545
0.0039	22.4510	22900	0.4450	0.9424
0.0168	22.5490	23000	0.3835	0.9576
0.0126	22.6471	23100	0.4305	0.9515
0.0126	22.7451	23200	0.3944	0.9515
0.0187	22.8431	23300	0.5404	0.9333
0.011	22.9412	23400	0.3417	0.9515
0.0133	23.0392	23500	0.3653	0.9485
0.005	23.1373	23600	0.3927	0.9455
0.0081	23.2353	23700	0.3657	0.9394
0.0033	23.3333	23800	0.5543	0.9364
0.0178	23.4314	23900	0.4000	0.9485
0.015	23.5294	24000	0.6199	0.9242
0.0098	23.6275	24100	0.4515	0.9455
0.0096	23.7255	24200	0.4211	0.9485
0.0132	23.8235	24300	0.4228	0.9394
0.0198	23.9216	24400	0.3617	0.9515
0.004	24.0196	24500	0.3867	0.9455
0.0021	24.1176	24600	0.3843	0.9485
0.0056	24.2157	24700	0.3374	0.9485
0.0168	24.3137	24800	0.4064	0.9545
0.0109	24.4118	24900	0.2645	0.9545
0.0061	24.5098	25000	0.3795	0.9545
0.0182	24.6078	25100	0.3740	0.9455
0.0102	24.7059	25200	0.3884	0.9545
0.0136	24.8039	25300	0.3441	0.9485
0.0092	24.9020	25400	0.2861	0.9545
0.008	25.0	25500	0.3169	0.9545
0.0085	25.0980	25600	0.3584	0.9545
0.0023	25.1961	25700	0.3543	0.9576
0.002	25.2941	25800	0.3525	0.9545
0.0007	25.3922	25900	0.3727	0.9485
0.0028	25.4902	26000	0.3106	0.9576
0.0107	25.5882	26100	0.3674	0.9485
0.003	25.6863	26200	0.3666	0.9545
0.0023	25.7843	26300	0.4823	0.9394
0.0122	25.8824	26400	0.4031	0.9485
0.0049	25.9804	26500	0.4658	0.9455
0.0132	26.0784	26600	0.3801	0.9424
0.0011	26.1765	26700	0.3960	0.9424
0.0013	26.2745	26800	0.4117	0.9455
0.0004	26.3725	26900	0.3858	0.9485
0.0089	26.4706	27000	0.3885	0.9545
0.0054	26.5686	27100	0.3756	0.9515
0.0075	26.6667	27200	0.2753	0.9697
0.0116	26.7647	27300	0.3015	0.9606
0.0096	26.8627	27400	0.3048	0.9576
0.0151	26.9608	27500	0.2487	0.9576
0.0033	27.0588	27600	0.2274	0.9667
0.0066	27.1569	27700	0.4107	0.9545
0.0069	27.2549	27800	0.3176	0.9576
0.0054	27.3529	27900	0.4529	0.9424
0.0009	27.4510	28000	0.5319	0.9455
0.0105	27.5490	28100	0.4781	0.9455
0.0047	27.6471	28200	0.3738	0.9485
0.0022	27.7451	28300	0.3791	0.9515
0.0054	27.8431	28400	0.3653	0.9576
0.0042	27.9412	28500	0.3669	0.9576
0.0108	28.0392	28600	0.2812	0.9515
0.0093	28.1373	28700	0.4036	0.9545
0.0093	28.2353	28800	0.3477	0.9606
0.0097	28.3333	28900	0.3881	0.9576
0.0087	28.4314	29000	0.4605	0.9485
0.0064	28.5294	29100	0.4366	0.9485
0.01	28.6275	29200	0.3740	0.9636
0.0036	28.7255	29300	0.4134	0.9545
0.0037	28.8235	29400	0.5085	0.9455
0.0109	28.9216	29500	0.2969	0.9606
0.0045	29.0196	29600	0.3093	0.9636
0.0002	29.1176	29700	0.4019	0.9576
0.0078	29.2157	29800	0.3328	0.9576
0.0088	29.3137	29900	0.3827	0.9606
0.0079	29.4118	30000	0.3526	0.9576
0.0172	29.5098	30100	0.2941	0.9545
0.0071	29.6078	30200	0.3557	0.9545
0.0064	29.7059	30300	0.2641	0.9576
0.0046	29.8039	30400	0.2249	0.9636
0.0094	29.9020	30500	0.2632	0.9636
0.007	30.0	30600	0.3162	0.9606
0.0009	30.0980	30700	0.3288	0.9545
0.0007	30.1961	30800	0.2783	0.9606
0.001	30.2941	30900	0.3391	0.9545
0.0006	30.3922	31000	0.3391	0.9576
0.0073	30.4902	31100	0.3335	0.9545
0.0122	30.5882	31200	0.4968	0.9364
0.0058	30.6863	31300	0.3384	0.9576
0.0081	30.7843	31400	0.2852	0.9606
0.0035	30.8824	31500	0.2609	0.9545
0.0081	30.9804	31600	0.2364	0.9606
0.0137	31.0784	31700	0.3391	0.9455
0.0043	31.1765	31800	0.3345	0.9485
0.0037	31.2745	31900	0.4197	0.9515
0.0026	31.3725	32000	0.4066	0.9545
0.005	31.4706	32100	0.4313	0.9545
0.0149	31.5686	32200	0.2922	0.9606
0.0021	31.6667	32300	0.3263	0.9576
0.0003	31.7647	32400	0.3549	0.9576
0.0055	31.8627	32500	0.3847	0.9515
0.0118	31.9608	32600	0.3539	0.9424
0.0039	32.0588	32700	0.3035	0.9545
0.0047	32.1569	32800	0.3511	0.9545
0.003	32.2549	32900	0.3359	0.9576
0.002	32.3529	33000	0.2837	0.9667
0.0003	32.4510	33100	0.2839	0.9667
0.0029	32.5490	33200	0.3523	0.9636
0.0006	32.6471	33300	0.3602	0.9606
0.0025	32.7451	33400	0.3541	0.9606
0.0011	32.8431	33500	0.3202	0.9606
0.0106	32.9412	33600	0.3004	0.9455
0.0146	33.0392	33700	0.3593	0.9545
0.0051	33.1373	33800	0.3775	0.9606
0.0004	33.2353	33900	0.3779	0.9636
0.0051	33.3333	34000	0.4229	0.9576
0.0014	33.4314	34100	0.4432	0.9545
0.0035	33.5294	34200	0.3678	0.9576
0.0034	33.6275	34300	0.4183	0.9515
0.0006	33.7255	34400	0.3677	0.9636
0.002	33.8235	34500	0.4038	0.9576
0.0028	33.9216	34600	0.4149	0.9606
0.0036	34.0196	34700	0.4304	0.9545
0.0022	34.1176	34800	0.3657	0.9606
0.0067	34.2157	34900	0.4838	0.9515
0.0157	34.3137	35000	0.3555	0.9485
0.0035	34.4118	35100	0.3745	0.9606
0.007	34.5098	35200	0.3538	0.9576
0.0042	34.6078	35300	0.3492	0.9636
0.0012	34.7059	35400	0.3496	0.9667
0.0028	34.8039	35500	0.3943	0.9545
0.0065	34.9020	35600	0.3433	0.9606
0.0027	35.0	35700	0.4787	0.9515
0.003	35.0980	35800	0.4909	0.9485
0.0049	35.1961	35900	0.3629	0.9576
0.0008	35.2941	36000	0.3151	0.9667
0.0017	35.3922	36100	0.3971	0.9576
0.0047	35.4902	36200	0.3751	0.9576
0.0065	35.5882	36300	0.4087	0.9515
0.0013	35.6863	36400	0.4163	0.9545
0.0003	35.7843	36500	0.4174	0.9515
0.0009	35.8824	36600	0.4347	0.9515
0.0062	35.9804	36700	0.4580	0.9485
0.0031	36.0784	36800	0.3659	0.9606
0.0025	36.1765	36900	0.4785	0.9515
0.0031	36.2745	37000	0.5004	0.9424
0.0025	36.3725	37100	0.5325	0.9424
0.0035	36.4706	37200	0.4991	0.9485
0.0029	36.5686	37300	0.4130	0.9576
0.0088	36.6667	37400	0.4921	0.9424
0.0037	36.7647	37500	0.4893	0.9485
0.0092	36.8627	37600	0.3185	0.9606
0.0098	36.9608	37700	0.2907	0.9545
0.0052	37.0588	37800	0.2260	0.9667
0.0022	37.1569	37900	0.2907	0.9576
0.0023	37.2549	38000	0.3045	0.9576
0.004	37.3529	38100	0.3365	0.9576
0.0047	37.4510	38200	0.3526	0.9515
0.0049	37.5490	38300	0.3836	0.9576
0.0003	37.6471	38400	0.5092	0.9455
0.0045	37.7451	38500	0.4946	0.9485
0.0121	37.8431	38600	0.4112	0.9515
0.0071	37.9412	38700	0.3417	0.9606
0.0032	38.0392	38800	0.4546	0.9424
0.0033	38.1373	38900	0.2890	0.9667
0.0028	38.2353	39000	0.4143	0.9515
0.0047	38.3333	39100	0.4281	0.9515
0.0011	38.4314	39200	0.4376	0.9515
0.0005	38.5294	39300	0.4369	0.9485
0.0009	38.6275	39400	0.4948	0.9485
0.004	38.7255	39500	0.5175	0.9455
0.0017	38.8235	39600	0.4911	0.9485
0.0022	38.9216	39700	0.5009	0.9455
0.0008	39.0196	39800	0.5705	0.9424
0.0058	39.1176	39900	0.5144	0.9424
0.0042	39.2157	40000	0.4478	0.9485
0.0008	39.3137	40100	0.4492	0.9515
0.0006	39.4118	40200	0.4650	0.9515
0.0021	39.5098	40300	0.4698	0.9485
0.001	39.6078	40400	0.4760	0.9455
0.0005	39.7059	40500	0.4743	0.9455
0.0008	39.8039	40600	0.4486	0.9485
0.0038	39.9020	40700	0.4415	0.9515
0.0001	40.0	40800	0.4481	0.9515
0.0005	40.0980	40900	0.4544	0.9515
0.0006	40.1961	41000	0.4581	0.9515
0.0001	40.2941	41100	0.4562	0.9515
0.0006	40.3922	41200	0.4558	0.9515
0.0003	40.4902	41300	0.4537	0.9515
0.0014	40.5882	41400	0.4367	0.9515
0.0007	40.6863	41500	0.4317	0.9515
0.0011	40.7843	41600	0.4489	0.9576
0.0106	40.8824	41700	0.3589	0.9606
0.0121	40.9804	41800	0.2705	0.9667
0.0099	41.0784	41900	0.4530	0.9394
0.0068	41.1765	42000	0.2782	0.9606
0.0022	41.2745	42100	0.3951	0.9576
0.0023	41.3725	42200	0.3988	0.9606
0.0081	41.4706	42300	0.3157	0.9636
0.002	41.5686	42400	0.4629	0.9424
0.0077	41.6667	42500	0.4404	0.9485
0.0079	41.7647	42600	0.3925	0.9515
0.0026	41.8627	42700	0.4107	0.9545
0.001	41.9608	42800	0.3772	0.9515
0.0014	42.0588	42900	0.4446	0.9515
0.0009	42.1569	43000	0.4532	0.9515
0.0005	42.2549	43100	0.4564	0.9515
0.0007	42.3529	43200	0.5030	0.9485
0.0009	42.4510	43300	0.5044	0.9485
0.0003	42.5490	43400	0.4987	0.9485
0.0032	42.6471	43500	0.4773	0.9485
0.0007	42.7451	43600	0.4845	0.9424
0.0016	42.8431	43700	0.5544	0.9364
0.0013	42.9412	43800	0.5128	0.9424
0.0008	43.0392	43900	0.5236	0.9424
0.0019	43.1373	44000	0.5010	0.9424
0.0014	43.2353	44100	0.4989	0.9424
0.0068	43.3333	44200	0.5835	0.9394
0.0008	43.4314	44300	0.5809	0.9394
0.0031	43.5294	44400	0.3546	0.9545
0.0021	43.6275	44500	0.3945	0.9545
0.0043	43.7255	44600	0.5438	0.9424
0.0051	43.8235	44700	0.5969	0.9424
0.0021	43.9216	44800	0.5278	0.9455
0.0001	44.0196	44900	0.4596	0.9485
0.0004	44.1176	45000	0.4596	0.9455
0.0058	44.2157	45100	0.3685	0.9606
0.0052	44.3137	45200	0.3723	0.9606
0.0008	44.4118	45300	0.3771	0.9606
0.0002	44.5098	45400	0.3787	0.9606
0.006	44.6078	45500	0.3553	0.9576
0.0029	44.7059	45600	0.3800	0.9576
0.0067	44.8039	45700	0.3818	0.9576
0.0004	44.9020	45800	0.3677	0.9545
0.0001	45.0	45900	0.3767	0.9576
0.0001	45.0980	46000	0.3777	0.9576
0.0004	45.1961	46100	0.3770	0.9576
0.0012	45.2941	46200	0.3776	0.9576
0.0002	45.3922	46300	0.3789	0.9576
0.0015	45.4902	46400	0.3803	0.9545
0.0006	45.5882	46500	0.3874	0.9545
0.0009	45.6863	46600	0.3927	0.9545
0.0012	45.7843	46700	0.3959	0.9545
0.0017	45.8824	46800	0.3989	0.9515
0.0039	45.9804	46900	0.4221	0.9485
0.0067	46.0784	47000	0.3917	0.9545
0.0038	46.1765	47100	0.4423	0.9485
0.0026	46.2745	47200	0.4746	0.9485
0.0039	46.3725	47300	0.4360	0.9485
0.0015	46.4706	47400	0.5120	0.9424
0.0032	46.5686	47500	0.4239	0.9424
0.0025	46.6667	47600	0.3729	0.9545
0.005	46.7647	47700	0.4336	0.9485
0.0004	46.8627	47800	0.4312	0.9485
0.0021	46.9608	47900	0.4308	0.9485
0.0005	47.0588	48000	0.4286	0.9515
0.0011	47.1569	48100	0.4284	0.9515
0.0005	47.2549	48200	0.4347	0.9515
0.0018	47.3529	48300	0.4285	0.9545
0.0016	47.4510	48400	0.4484	0.9545
0.0026	47.5490	48500	0.4539	0.9485
0.0004	47.6471	48600	0.4524	0.9485
0.0014	47.7451	48700	0.4931	0.9455
0.0009	47.8431	48800	0.4802	0.9485
0.0003	47.9412	48900	0.4790	0.9485
0.0003	48.0392	49000	0.4764	0.9485
0.0003	48.1373	49100	0.4764	0.9485
0.0013	48.2353	49200	0.4748	0.9485
0.0004	48.3333	49300	0.4703	0.9515
0.0011	48.4314	49400	0.4665	0.9485
0.0031	48.5294	49500	0.4426	0.9485
0.0005	48.6275	49600	0.5155	0.9485
0.0007	48.7255	49700	0.5266	0.9515
0.0	48.8235	49800	0.5223	0.9515
0.0017	48.9216	49900	0.5383	0.9485
0.0013	49.0196	50000	0.5156	0.9485
0.0017	49.1176	50100	0.4732	0.9485
0.0031	49.2157	50200	0.4874	0.9515
0.0005	49.3137	50300	0.4889	0.9485
0.0012	49.4118	50400	0.4885	0.9485
0.0004	49.5098	50500	0.4893	0.9485
0.0003	49.6078	50600	0.4749	0.9455
0.0001	49.7059	50700	0.4807	0.9455
0.0054	49.8039	50800	0.4793	0.9515
0.0002	49.9020	50900	0.4805	0.9515
0.0004	50.0	51000	0.4867	0.9515
0.0005	50.0980	51100	0.4897	0.9515
0.0016	50.1961	51200	0.4937	0.9515
0.0004	50.2941	51300	0.4925	0.9485
0.0004	50.3922	51400	0.4925	0.9485
0.001	50.4902	51500	0.5824	0.9455
0.0035	50.5882	51600	0.6527	0.9394
0.0037	50.6863	51700	0.4410	0.9545
0.0012	50.7843	51800	0.4432	0.9545
0.0015	50.8824	51900	0.3628	0.9606
0.0037	50.9804	52000	0.3986	0.9606
0.0006	51.0784	52100	0.3993	0.9606
0.0005	51.1765	52200	0.4023	0.9606
0.0003	51.2745	52300	0.4038	0.9606
0.001	51.3725	52400	0.4086	0.9606
0.0004	51.4706	52500	0.4101	0.9606
0.0006	51.5686	52600	0.3911	0.9606
0.0024	51.6667	52700	0.3826	0.9576
0.0008	51.7647	52800	0.3781	0.9576
0.0035	51.8627	52900	0.3661	0.9606
0.0016	51.9608	53000	0.3587	0.9606
0.0005	52.0588	53100	0.3529	0.9606
0.0	52.1569	53200	0.3548	0.9636
0.001	52.2549	53300	0.3546	0.9636
0.0002	52.3529	53400	0.3548	0.9636
0.0037	52.4510	53500	0.3559	0.9636
0.0003	52.5490	53600	0.3572	0.9636
0.0004	52.6471	53700	0.3586	0.9636
0.0008	52.7451	53800	0.3590	0.9636
0.0011	52.8431	53900	0.4024	0.9545
0.0012	52.9412	54000	0.4194	0.9576
0.0022	53.0392	54100	0.4825	0.9515
0.0	53.1373	54200	0.4825	0.9515
0.0008	53.2353	54300	0.4829	0.9515
0.0006	53.3333	54400	0.4821	0.9515
0.0008	53.4314	54500	0.4861	0.9485
0.0016	53.5294	54600	0.5042	0.9485
0.0004	53.6275	54700	0.5049	0.9485
0.0003	53.7255	54800	0.4254	0.9515
0.0014	53.8235	54900	0.4200	0.9515
0.0004	53.9216	55000	0.4188	0.9515
0.0007	54.0196	55100	0.4282	0.9515
0.0003	54.1176	55200	0.4270	0.9515
0.0006	54.2157	55300	0.4269	0.9515
0.0006	54.3137	55400	0.4328	0.9515
0.0016	54.4118	55500	0.4261	0.9515
0.0006	54.5098	55600	0.4254	0.9515
0.0025	54.6078	55700	0.4707	0.9485
0.0003	54.7059	55800	0.4427	0.9545
0.0001	54.8039	55900	0.3848	0.9576
0.0009	54.9020	56000	0.3305	0.9636
0.0002	55.0	56100	0.3312	0.9636
0.0003	55.0980	56200	0.3311	0.9636
0.0005	55.1961	56300	0.3308	0.9636
0.0001	55.2941	56400	0.3309	0.9636
0.0006	55.3922	56500	0.3319	0.9636
0.0011	55.4902	56600	0.3469	0.9576
0.0008	55.5882	56700	0.3470	0.9576
0.0009	55.6863	56800	0.3474	0.9576
0.0008	55.7843	56900	0.3492	0.9576
0.0002	55.8824	57000	0.3529	0.9576
0.0017	55.9804	57100	0.3614	0.9576
0.0004	56.0784	57200	0.3628	0.9576
0.0007	56.1765	57300	0.3598	0.9576
0.0004	56.2745	57400	0.3566	0.9576
0.0007	56.3725	57500	0.3554	0.9576
0.0008	56.4706	57600	0.3592	0.9576
0.001	56.5686	57700	0.3581	0.9576
0.0006	56.6667	57800	0.3618	0.9576
0.0009	56.7647	57900	0.3635	0.9576
0.0008	56.8627	58000	0.3612	0.9576
0.0008	56.9608	58100	0.3609	0.9576
0.0012	57.0588	58200	0.3617	0.9576
0.0009	57.1569	58300	0.3547	0.9576
0.0005	57.2549	58400	0.3498	0.9576
0.0001	57.3529	58500	0.3507	0.9576
0.0017	57.4510	58600	0.3496	0.9606
0.0006	57.5490	58700	0.3492	0.9606
0.0002	57.6471	58800	0.3493	0.9606
0.0003	57.7451	58900	0.3498	0.9606
0.003	57.8431	59000	0.3443	0.9606
0.0004	57.9412	59100	0.3404	0.9606
0.0006	58.0392	59200	0.3416	0.9606
0.0002	58.1373	59300	0.3415	0.9606
0.0006	58.2353	59400	0.3407	0.9606
0.0005	58.3333	59500	0.3374	0.9606
0.0003	58.4314	59600	0.3370	0.9606
0.0012	58.5294	59700	0.3361	0.9606
0.0013	58.6275	59800	0.3403	0.9606
0.0001	58.7255	59900	0.3405	0.9606
0.0001	58.8235	60000	0.3404	0.9606
0.0016	58.9216	60100	0.3412	0.9606
0.001	59.0196	60200	0.3366	0.9606
0.0006	59.1176	60300	0.3365	0.9606
0.0006	59.2157	60400	0.3374	0.9606
0.0014	59.3137	60500	0.3351	0.9636
0.0007	59.4118	60600	0.3352	0.9636
0.0007	59.5098	60700	0.3461	0.9606
0.0012	59.6078	60800	0.3527	0.9606
0.0006	59.7059	60900	0.3527	0.9606
0.0005	59.8039	61000	0.3527	0.9606
0.0001	59.9020	61100	0.3527	0.9606
0.0004	60.0	61200	0.3527	0.9606

Framework versions

• Transformers 4.45.2
• Pytorch 2.5.1+cu124
• Datasets 3.1.0
• Tokenizers 0.20.3