ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run1_AugV5_k8_task2_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: 1.1955
• Qwk: 0.2088
• Mse: 1.1955
• Rmse: 1.0934

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	0.0690	2	4.9151	-0.0104	4.9151	2.2170
No log	0.1379	4	3.0891	-0.0590	3.0891	1.7576
No log	0.2069	6	1.9586	-0.0303	1.9586	1.3995
No log	0.2759	8	2.7108	-0.0638	2.7108	1.6464
No log	0.3448	10	2.6628	-0.0638	2.6628	1.6318
No log	0.4138	12	2.1117	-0.0164	2.1117	1.4532
No log	0.4828	14	1.5145	0.0936	1.5145	1.2307
No log	0.5517	16	1.4752	0.0622	1.4752	1.2146
No log	0.6207	18	1.5092	0.0393	1.5092	1.2285
No log	0.6897	20	1.5825	0.0227	1.5825	1.2580
No log	0.7586	22	1.8374	0.0227	1.8374	1.3555
No log	0.8276	24	1.9230	0.0372	1.9230	1.3867
No log	0.8966	26	1.8184	0.0142	1.8184	1.3485
No log	0.9655	28	1.5047	0.1748	1.5047	1.2266
No log	1.0345	30	1.2901	0.1076	1.2901	1.1358
No log	1.1034	32	1.3857	0.0803	1.3857	1.1771
No log	1.1724	34	1.7008	0.0169	1.7008	1.3041
No log	1.2414	36	1.9299	-0.0372	1.9299	1.3892
No log	1.3103	38	1.8610	-0.0523	1.8610	1.3642
No log	1.3793	40	1.6635	0.0169	1.6635	1.2898
No log	1.4483	42	1.7105	0.0435	1.7105	1.3079
No log	1.5172	44	1.6915	0.1120	1.6915	1.3006
No log	1.5862	46	1.8785	0.0487	1.8785	1.3706
No log	1.6552	48	1.5995	0.1307	1.5995	1.2647
No log	1.7241	50	1.4402	0.1713	1.4402	1.2001
No log	1.7931	52	1.2372	0.2654	1.2372	1.1123
No log	1.8621	54	1.2626	0.1950	1.2626	1.1236
No log	1.9310	56	1.5945	0.1660	1.5945	1.2627
No log	2.0	58	1.6898	0.1554	1.6898	1.2999
No log	2.0690	60	1.8704	0.0702	1.8704	1.3676
No log	2.1379	62	1.7538	0.0517	1.7538	1.3243
No log	2.2069	64	1.6277	0.0766	1.6277	1.2758
No log	2.2759	66	1.3589	0.0964	1.3589	1.1657
No log	2.3448	68	1.2282	0.1865	1.2282	1.1082
No log	2.4138	70	1.1232	0.2988	1.1232	1.0598
No log	2.4828	72	1.1168	0.2681	1.1168	1.0568
No log	2.5517	74	1.2656	0.2095	1.2656	1.1250
No log	2.6207	76	1.7179	0.2044	1.7179	1.3107
No log	2.6897	78	2.4818	0.1445	2.4818	1.5754
No log	2.7586	80	2.5922	0.1420	2.5922	1.6100
No log	2.8276	82	2.6795	0.1274	2.6795	1.6369
No log	2.8966	84	1.9732	0.2060	1.9732	1.4047
No log	2.9655	86	1.3521	0.2172	1.3521	1.1628
No log	3.0345	88	1.1140	0.2757	1.1140	1.0555
No log	3.1034	90	1.1053	0.2757	1.1053	1.0513
No log	3.1724	92	1.3381	0.2650	1.3381	1.1568
No log	3.2414	94	1.7042	0.2123	1.7042	1.3055
No log	3.3103	96	1.5259	0.1929	1.5259	1.2353
No log	3.3793	98	1.1716	0.2040	1.1716	1.0824
No log	3.4483	100	1.0305	0.3145	1.0305	1.0151
No log	3.5172	102	1.0792	0.2624	1.0792	1.0388
No log	3.5862	104	1.0842	0.2624	1.0842	1.0412
No log	3.6552	106	1.1024	0.3243	1.1024	1.0500
No log	3.7241	108	1.2430	0.1587	1.2430	1.1149
No log	3.7931	110	1.6056	0.0652	1.6056	1.2671
No log	3.8621	112	1.8710	0.0846	1.8710	1.3679
No log	3.9310	114	2.0031	0.1011	2.0031	1.4153
No log	4.0	116	1.8163	0.0755	1.8163	1.3477
No log	4.0690	118	1.4968	0.1224	1.4968	1.2234
No log	4.1379	120	1.1677	0.2885	1.1677	1.0806
No log	4.2069	122	1.0422	0.2562	1.0422	1.0209
No log	4.2759	124	1.0609	0.3243	1.0609	1.0300
No log	4.3448	126	1.0442	0.2662	1.0442	1.0218
No log	4.4138	128	1.1693	0.2687	1.1693	1.0814
No log	4.4828	130	1.5632	0.1279	1.5632	1.2503
No log	4.5517	132	2.0144	0.0952	2.0144	1.4193
No log	4.6207	134	1.9702	0.1123	1.9702	1.4036
No log	4.6897	136	1.4256	0.3159	1.4256	1.1940
No log	4.7586	138	1.1053	0.2670	1.1053	1.0513
No log	4.8276	140	1.1263	0.3053	1.1263	1.0613
No log	4.8966	142	1.2306	0.2455	1.2306	1.1093
No log	4.9655	144	1.2222	0.2699	1.2222	1.1055
No log	5.0345	146	1.2925	0.2919	1.2925	1.1369
No log	5.1034	148	1.3035	0.3466	1.3035	1.1417
No log	5.1724	150	1.3433	0.2482	1.3433	1.1590
No log	5.2414	152	1.1646	0.2584	1.1646	1.0792
No log	5.3103	154	1.1582	0.3506	1.1582	1.0762
No log	5.3793	156	1.2492	0.1080	1.2492	1.1177
No log	5.4483	158	1.1616	0.2468	1.1616	1.0778
No log	5.5172	160	1.3171	0.2293	1.3171	1.1477
No log	5.5862	162	1.5221	0.2436	1.5221	1.2337
No log	5.6552	164	1.4665	0.2592	1.4665	1.2110
No log	5.7241	166	1.5421	0.2324	1.5421	1.2418
No log	5.7931	168	1.2281	0.2839	1.2281	1.1082
No log	5.8621	170	1.1466	0.3573	1.1466	1.0708
No log	5.9310	172	1.1598	0.3129	1.1598	1.0769
No log	6.0	174	1.1094	0.3337	1.1094	1.0533
No log	6.0690	176	1.2177	0.2366	1.2177	1.1035
No log	6.1379	178	1.2921	0.2516	1.2921	1.1367
No log	6.2069	180	1.1691	0.2461	1.1691	1.0813
No log	6.2759	182	1.0643	0.3685	1.0643	1.0317
No log	6.3448	184	1.0868	0.3335	1.0868	1.0425
No log	6.4138	186	1.0640	0.3275	1.0640	1.0315
No log	6.4828	188	1.1824	0.2624	1.1824	1.0874
No log	6.5517	190	1.4578	0.2664	1.4578	1.2074
No log	6.6207	192	1.5771	0.1791	1.5771	1.2558
No log	6.6897	194	1.3520	0.2836	1.3520	1.1627
No log	6.7586	196	1.0971	0.3166	1.0971	1.0474
No log	6.8276	198	1.0384	0.4381	1.0384	1.0190
No log	6.8966	200	1.0247	0.4181	1.0247	1.0123
No log	6.9655	202	1.0070	0.3639	1.0070	1.0035
No log	7.0345	204	1.0952	0.3433	1.0952	1.0465
No log	7.1034	206	1.2703	0.2529	1.2703	1.1271
No log	7.1724	208	1.2611	0.2529	1.2611	1.1230
No log	7.2414	210	1.1422	0.2492	1.1422	1.0687
No log	7.3103	212	1.0512	0.3276	1.0512	1.0253
No log	7.3793	214	1.0227	0.3584	1.0227	1.0113
No log	7.4483	216	1.0485	0.3596	1.0485	1.0239
No log	7.5172	218	1.1621	0.2534	1.1621	1.0780
No log	7.5862	220	1.2234	0.2534	1.2234	1.1061
No log	7.6552	222	1.2527	0.2657	1.2527	1.1192
No log	7.7241	224	1.1784	0.3099	1.1784	1.0856
No log	7.7931	226	1.0844	0.3167	1.0844	1.0413
No log	7.8621	228	1.0702	0.4302	1.0702	1.0345
No log	7.9310	230	1.0608	0.3328	1.0608	1.0300
No log	8.0	232	1.1412	0.3568	1.1412	1.0683
No log	8.0690	234	1.2018	0.3385	1.2018	1.0963
No log	8.1379	236	1.1395	0.3694	1.1395	1.0675
No log	8.2069	238	1.0425	0.3711	1.0425	1.0210
No log	8.2759	240	1.0304	0.4045	1.0304	1.0151
No log	8.3448	242	1.0157	0.3804	1.0157	1.0078
No log	8.4138	244	1.0117	0.4119	1.0117	1.0058
No log	8.4828	246	1.0254	0.3771	1.0254	1.0126
No log	8.5517	248	1.0353	0.3873	1.0353	1.0175
No log	8.6207	250	1.0425	0.3483	1.0425	1.0210
No log	8.6897	252	1.0517	0.3483	1.0517	1.0255
No log	8.7586	254	1.0634	0.3017	1.0634	1.0312
No log	8.8276	256	1.0701	0.3309	1.0701	1.0345
No log	8.8966	258	1.0910	0.3130	1.0910	1.0445
No log	8.9655	260	1.1070	0.3406	1.1070	1.0521
No log	9.0345	262	1.0999	0.3443	1.0999	1.0488
No log	9.1034	264	1.0967	0.3346	1.0967	1.0472
No log	9.1724	266	1.0865	0.3639	1.0865	1.0423
No log	9.2414	268	1.1084	0.3390	1.1084	1.0528
No log	9.3103	270	1.0916	0.3486	1.0916	1.0448
No log	9.3793	272	1.0973	0.3294	1.0973	1.0475
No log	9.4483	274	1.1025	0.3294	1.1025	1.0500
No log	9.5172	276	1.0642	0.3443	1.0642	1.0316
No log	9.5862	278	1.0290	0.4079	1.0290	1.0144
No log	9.6552	280	1.0074	0.4079	1.0074	1.0037
No log	9.7241	282	1.0050	0.4079	1.0050	1.0025
No log	9.7931	284	1.0003	0.3854	1.0003	1.0001
No log	9.8621	286	1.0010	0.3551	1.0010	1.0005
No log	9.9310	288	1.0117	0.4079	1.0117	1.0059
No log	10.0	290	1.0887	0.3224	1.0887	1.0434
No log	10.0690	292	1.1026	0.3287	1.1026	1.0501
No log	10.1379	294	1.1063	0.3614	1.1063	1.0518
No log	10.2069	296	1.0475	0.3346	1.0475	1.0235
No log	10.2759	298	1.0377	0.4373	1.0377	1.0187
No log	10.3448	300	1.0702	0.3941	1.0702	1.0345
No log	10.4138	302	1.0256	0.3902	1.0256	1.0127
No log	10.4828	304	1.0043	0.4079	1.0043	1.0022
No log	10.5517	306	1.0867	0.3476	1.0867	1.0425
No log	10.6207	308	1.1951	0.2919	1.1951	1.0932
No log	10.6897	310	1.1904	0.2851	1.1904	1.0910
No log	10.7586	312	1.0722	0.3719	1.0722	1.0355
No log	10.8276	314	1.0132	0.3554	1.0132	1.0066
No log	10.8966	316	1.0064	0.3747	1.0064	1.0032
No log	10.9655	318	1.0353	0.3723	1.0353	1.0175
No log	11.0345	320	1.0755	0.3572	1.0755	1.0371
No log	11.1034	322	1.1978	0.2320	1.1978	1.0944
No log	11.1724	324	1.2203	0.2459	1.2203	1.1047
No log	11.2414	326	1.0966	0.3490	1.0966	1.0472
No log	11.3103	328	1.0682	0.3626	1.0682	1.0335
No log	11.3793	330	1.0664	0.3486	1.0664	1.0326
No log	11.4483	332	1.0875	0.3626	1.0875	1.0428
No log	11.5172	334	1.0783	0.3780	1.0783	1.0384
No log	11.5862	336	1.1109	0.3529	1.1109	1.0540
No log	11.6552	338	1.1472	0.3584	1.1472	1.0711
No log	11.7241	340	1.1546	0.3397	1.1546	1.0745
No log	11.7931	342	1.0788	0.3771	1.0788	1.0386
No log	11.8621	344	1.0643	0.2230	1.0643	1.0317
No log	11.9310	346	1.1042	0.1602	1.1042	1.0508
No log	12.0	348	1.0822	0.1977	1.0822	1.0403
No log	12.0690	350	1.0599	0.2893	1.0599	1.0295
No log	12.1379	352	1.1837	0.2815	1.1837	1.0880
No log	12.2069	354	1.3307	0.2191	1.3307	1.1536
No log	12.2759	356	1.3145	0.2277	1.3145	1.1465
No log	12.3448	358	1.1833	0.2917	1.1833	1.0878
No log	12.4138	360	1.1152	0.3133	1.1152	1.0561
No log	12.4828	362	1.1238	0.3133	1.1238	1.0601
No log	12.5517	364	1.1644	0.2572	1.1644	1.0791
No log	12.6207	366	1.1659	0.2572	1.1659	1.0798
No log	12.6897	368	1.1971	0.2270	1.1971	1.0941
No log	12.7586	370	1.1418	0.3010	1.1418	1.0685
No log	12.8276	372	1.1009	0.3780	1.1009	1.0492
No log	12.8966	374	1.0926	0.3685	1.0926	1.0453
No log	12.9655	376	1.1059	0.3681	1.1059	1.0516
No log	13.0345	378	1.1653	0.3074	1.1653	1.0795
No log	13.1034	380	1.2163	0.2987	1.2163	1.1029
No log	13.1724	382	1.3311	0.2615	1.3311	1.1537
No log	13.2414	384	1.4509	0.2331	1.4509	1.2045
No log	13.3103	386	1.3369	0.2900	1.3369	1.1562
No log	13.3793	388	1.1878	0.3290	1.1878	1.0899
No log	13.4483	390	1.0762	0.4064	1.0762	1.0374
No log	13.5172	392	1.0628	0.3117	1.0628	1.0309
No log	13.5862	394	1.0596	0.3117	1.0596	1.0294
No log	13.6552	396	1.0663	0.4023	1.0663	1.0326
No log	13.7241	398	1.1303	0.3371	1.1303	1.0632
No log	13.7931	400	1.2819	0.3070	1.2819	1.1322
No log	13.8621	402	1.3528	0.2742	1.3528	1.1631
No log	13.9310	404	1.2805	0.3354	1.2805	1.1316
No log	14.0	406	1.1934	0.3480	1.1934	1.0924
No log	14.0690	408	1.1475	0.3688	1.1475	1.0712
No log	14.1379	410	1.1170	0.3421	1.1170	1.0569
No log	14.2069	412	1.1136	0.3637	1.1136	1.0553
No log	14.2759	414	1.1245	0.3312	1.1245	1.0604
No log	14.3448	416	1.0931	0.3965	1.0931	1.0455
No log	14.4138	418	1.1024	0.3637	1.1024	1.0499
No log	14.4828	420	1.1057	0.3637	1.1057	1.0515
No log	14.5517	422	1.1023	0.3448	1.1023	1.0499
No log	14.6207	424	1.1235	0.3126	1.1235	1.0600
No log	14.6897	426	1.1636	0.3052	1.1636	1.0787
No log	14.7586	428	1.2031	0.3184	1.2031	1.0968
No log	14.8276	430	1.2672	0.3131	1.2672	1.1257
No log	14.8966	432	1.2290	0.3243	1.2290	1.1086
No log	14.9655	434	1.1737	0.3546	1.1737	1.0834
No log	15.0345	436	1.1366	0.3544	1.1366	1.0661
No log	15.1034	438	1.1044	0.3262	1.1044	1.0509
No log	15.1724	440	1.1197	0.3572	1.1197	1.0582
No log	15.2414	442	1.1313	0.3165	1.1313	1.0636
No log	15.3103	444	1.1680	0.2916	1.1680	1.0807
No log	15.3793	446	1.2039	0.2053	1.2039	1.0972
No log	15.4483	448	1.2146	0.2053	1.2146	1.1021
No log	15.5172	450	1.2200	0.2053	1.2200	1.1046
No log	15.5862	452	1.1572	0.3052	1.1572	1.0757
No log	15.6552	454	1.1840	0.3115	1.1840	1.0881
No log	15.7241	456	1.2346	0.2578	1.2346	1.1111
No log	15.7931	458	1.1811	0.3260	1.1811	1.0868
No log	15.8621	460	1.1300	0.3908	1.1300	1.0630
No log	15.9310	462	1.0901	0.3821	1.0901	1.0441
No log	16.0	464	1.0890	0.3821	1.0890	1.0435
No log	16.0690	466	1.1359	0.3584	1.1359	1.0658
No log	16.1379	468	1.1674	0.2410	1.1674	1.0805
No log	16.2069	470	1.1969	0.1862	1.1969	1.0940
No log	16.2759	472	1.1921	0.1862	1.1921	1.0918
No log	16.3448	474	1.1764	0.2501	1.1764	1.0846
No log	16.4138	476	1.1984	0.2180	1.1984	1.0947
No log	16.4828	478	1.1625	0.3056	1.1625	1.0782
No log	16.5517	480	1.1163	0.3814	1.1163	1.0566
No log	16.6207	482	1.1068	0.3671	1.1068	1.0520
No log	16.6897	484	1.1322	0.3862	1.1322	1.0641
No log	16.7586	486	1.1206	0.3765	1.1206	1.0586
No log	16.8276	488	1.1134	0.3108	1.1134	1.0552
No log	16.8966	490	1.1006	0.3399	1.1006	1.0491
No log	16.9655	492	1.1012	0.2726	1.1012	1.0494
No log	17.0345	494	1.1144	0.3113	1.1144	1.0556
No log	17.1034	496	1.1534	0.3500	1.1534	1.0739
No log	17.1724	498	1.1528	0.3443	1.1528	1.0737
0.3521	17.2414	500	1.1167	0.2447	1.1167	1.0567
0.3521	17.3103	502	1.1082	0.2711	1.1082	1.0527
0.3521	17.3793	504	1.1034	0.2711	1.1034	1.0504
0.3521	17.4483	506	1.1466	0.2843	1.1466	1.0708
0.3521	17.5172	508	1.2016	0.3381	1.2016	1.0962
0.3521	17.5862	510	1.2056	0.2963	1.2056	1.0980
0.3521	17.6552	512	1.1930	0.2870	1.1930	1.0922
0.3521	17.7241	514	1.1617	0.2917	1.1617	1.0778
0.3521	17.7931	516	1.2375	0.2230	1.2375	1.1124
0.3521	17.8621	518	1.2759	0.2364	1.2759	1.1295
0.3521	17.9310	520	1.2195	0.2320	1.2195	1.1043
0.3521	18.0	522	1.1265	0.3821	1.1265	1.0614
0.3521	18.0690	524	1.1075	0.3845	1.1075	1.0524
0.3521	18.1379	526	1.1103	0.3747	1.1103	1.0537
0.3521	18.2069	528	1.1618	0.3262	1.1618	1.0779
0.3521	18.2759	530	1.2907	0.2451	1.2907	1.1361
0.3521	18.3448	532	1.4819	0.1428	1.4819	1.2173
0.3521	18.4138	534	1.5486	0.1476	1.5486	1.2444
0.3521	18.4828	536	1.4542	0.1253	1.4542	1.2059
0.3521	18.5517	538	1.2761	0.1690	1.2761	1.1296
0.3521	18.6207	540	1.1394	0.2844	1.1394	1.0674
0.3521	18.6897	542	1.0917	0.3914	1.0917	1.0449
0.3521	18.7586	544	1.0634	0.4019	1.0634	1.0312
0.3521	18.8276	546	1.0504	0.3639	1.0504	1.0249
0.3521	18.8966	548	1.0440	0.3692	1.0440	1.0218
0.3521	18.9655	550	1.0555	0.3965	1.0555	1.0274
0.3521	19.0345	552	1.0674	0.3862	1.0674	1.0331
0.3521	19.1034	554	1.0603	0.3723	1.0603	1.0297
0.3521	19.1724	556	1.0517	0.3415	1.0517	1.0255
0.3521	19.2414	558	1.0532	0.3453	1.0532	1.0263
0.3521	19.3103	560	1.0630	0.3094	1.0630	1.0310
0.3521	19.3793	562	1.0586	0.3539	1.0586	1.0289
0.3521	19.4483	564	1.0661	0.3596	1.0661	1.0325
0.3521	19.5172	566	1.0870	0.3443	1.0870	1.0426
0.3521	19.5862	568	1.0923	0.3500	1.0923	1.0451
0.3521	19.6552	570	1.0910	0.3421	1.0910	1.0445
0.3521	19.7241	572	1.1012	0.3463	1.1012	1.0494
0.3521	19.7931	574	1.0897	0.3555	1.0897	1.0439
0.3521	19.8621	576	1.0707	0.3661	1.0707	1.0347
0.3521	19.9310	578	1.0690	0.3661	1.0690	1.0339
0.3521	20.0	580	1.1034	0.3820	1.1034	1.0504
0.3521	20.0690	582	1.1516	0.3305	1.1516	1.0731
0.3521	20.1379	584	1.1567	0.3213	1.1567	1.0755
0.3521	20.2069	586	1.1408	0.3305	1.1408	1.0681
0.3521	20.2759	588	1.1495	0.3305	1.1495	1.0721
0.3521	20.3448	590	1.1277	0.3243	1.1277	1.0620
0.3521	20.4138	592	1.1527	0.3224	1.1527	1.0736
0.3521	20.4828	594	1.1847	0.2459	1.1847	1.0885
0.3521	20.5517	596	1.1558	0.2870	1.1558	1.0751
0.3521	20.6207	598	1.0861	0.3529	1.0861	1.0421
0.3521	20.6897	600	1.0585	0.3427	1.0585	1.0288
0.3521	20.7586	602	1.0610	0.3458	1.0610	1.0301
0.3521	20.8276	604	1.0696	0.3363	1.0696	1.0342
0.3521	20.8966	606	1.0995	0.3688	1.0995	1.0486
0.3521	20.9655	608	1.1767	0.3363	1.1767	1.0848
0.3521	21.0345	610	1.3026	0.2688	1.3026	1.1413
0.3521	21.1034	612	1.4554	0.2474	1.4554	1.2064
0.3521	21.1724	614	1.4474	0.2474	1.4474	1.2031
0.3521	21.2414	616	1.3143	0.2585	1.3143	1.1464
0.3521	21.3103	618	1.2321	0.2549	1.2321	1.1100
0.3521	21.3793	620	1.1770	0.2917	1.1770	1.0849
0.3521	21.4483	622	1.1685	0.2700	1.1685	1.0810
0.3521	21.5172	624	1.1852	0.2917	1.1852	1.0887
0.3521	21.5862	626	1.2195	0.2581	1.2195	1.1043
0.3521	21.6552	628	1.2998	0.2444	1.2998	1.1401
0.3521	21.7241	630	1.3064	0.2444	1.3064	1.1430
0.3521	21.7931	632	1.2634	0.2404	1.2634	1.1240
0.3521	21.8621	634	1.2007	0.2581	1.2007	1.0958
0.3521	21.9310	636	1.1391	0.3036	1.1391	1.0673
0.3521	22.0	638	1.1250	0.3159	1.1250	1.0607
0.3521	22.0690	640	1.1371	0.3637	1.1371	1.0664
0.3521	22.1379	642	1.1979	0.3009	1.1979	1.0945
0.3521	22.2069	644	1.3004	0.2701	1.3004	1.1404
0.3521	22.2759	646	1.4203	0.2620	1.4203	1.1918
0.3521	22.3448	648	1.4087	0.2620	1.4087	1.1869
0.3521	22.4138	650	1.2837	0.2484	1.2837	1.1330
0.3521	22.4828	652	1.1907	0.2901	1.1907	1.0912
0.3521	22.5517	654	1.1361	0.3134	1.1361	1.0659
0.3521	22.6207	656	1.1273	0.2230	1.1273	1.0617
0.3521	22.6897	658	1.1184	0.2432	1.1184	1.0575
0.3521	22.7586	660	1.1248	0.3256	1.1248	1.0605
0.3521	22.8276	662	1.1794	0.2685	1.1794	1.0860
0.3521	22.8966	664	1.2392	0.2459	1.2392	1.1132
0.3521	22.9655	666	1.2217	0.2501	1.2217	1.1053
0.3521	23.0345	668	1.1488	0.3036	1.1488	1.0718
0.3521	23.1034	670	1.1151	0.3115	1.1151	1.0560
0.3521	23.1724	672	1.1114	0.3443	1.1114	1.0542
0.3521	23.2414	674	1.1327	0.3486	1.1327	1.0643
0.3521	23.3103	676	1.1864	0.2987	1.1864	1.0892
0.3521	23.3793	678	1.1914	0.2987	1.1914	1.0915
0.3521	23.4483	680	1.1773	0.3169	1.1773	1.0851
0.3521	23.5172	682	1.1701	0.2529	1.1701	1.0817
0.3521	23.5862	684	1.1959	0.2577	1.1959	1.0936
0.3521	23.6552	686	1.2233	0.2624	1.2233	1.1060
0.3521	23.7241	688	1.2625	0.2492	1.2625	1.1236
0.3521	23.7931	690	1.2631	0.2492	1.2631	1.1239
0.3521	23.8621	692	1.2886	0.2492	1.2886	1.1351
0.3521	23.9310	694	1.3091	0.2459	1.3091	1.1442
0.3521	24.0	696	1.2881	0.2374	1.2881	1.1350
0.3521	24.0690	698	1.2860	0.2374	1.2860	1.1340
0.3521	24.1379	700	1.2649	0.2374	1.2649	1.1247
0.3521	24.2069	702	1.2076	0.2424	1.2076	1.0989
0.3521	24.2759	704	1.1865	0.2815	1.1865	1.0893
0.3521	24.3448	706	1.1717	0.2941	1.1717	1.0824
0.3521	24.4138	708	1.1516	0.2794	1.1516	1.0731
0.3521	24.4828	710	1.1247	0.2103	1.1247	1.0605
0.3521	24.5517	712	1.1246	0.3086	1.1246	1.0605
0.3521	24.6207	714	1.1843	0.3439	1.1843	1.0883
0.3521	24.6897	716	1.2085	0.3347	1.2085	1.0993
0.3521	24.7586	718	1.1646	0.3439	1.1646	1.0792
0.3521	24.8276	720	1.1269	0.3806	1.1269	1.0616
0.3521	24.8966	722	1.0933	0.3184	1.0933	1.0456
0.3521	24.9655	724	1.0719	0.3184	1.0719	1.0353
0.3521	25.0345	726	1.0715	0.3184	1.0715	1.0351
0.3521	25.1034	728	1.1036	0.3433	1.1036	1.0505
0.3521	25.1724	730	1.1845	0.2940	1.1845	1.0883
0.3521	25.2414	732	1.2603	0.2539	1.2603	1.1226
0.3521	25.3103	734	1.3933	0.2922	1.3933	1.1804
0.3521	25.3793	736	1.4759	0.2424	1.4759	1.2149
0.3521	25.4483	738	1.4282	0.2503	1.4282	1.1951
0.3521	25.5172	740	1.3171	0.2313	1.3171	1.1477
0.3521	25.5862	742	1.2207	0.2501	1.2207	1.1049
0.3521	25.6552	744	1.1577	0.3126	1.1577	1.0759
0.3521	25.7241	746	1.1411	0.3312	1.1411	1.0682
0.3521	25.7931	748	1.1703	0.3082	1.1703	1.0818
0.3521	25.8621	750	1.2775	0.2597	1.2775	1.1303
0.3521	25.9310	752	1.4342	0.1756	1.4342	1.1976
0.3521	26.0	754	1.4884	0.1649	1.4884	1.2200
0.3521	26.0690	756	1.4456	0.1551	1.4456	1.2023
0.3521	26.1379	758	1.3374	0.2329	1.3374	1.1565
0.3521	26.2069	760	1.2501	0.2940	1.2501	1.1181
0.3521	26.2759	762	1.2038	0.2544	1.2038	1.0972
0.3521	26.3448	764	1.1967	0.3218	1.1967	1.0940
0.3521	26.4138	766	1.2056	0.3463	1.2056	1.0980
0.3521	26.4828	768	1.2119	0.3218	1.2119	1.1009
0.3521	26.5517	770	1.1952	0.3875	1.1952	1.0932
0.3521	26.6207	772	1.2076	0.3596	1.2076	1.0989
0.3521	26.6897	774	1.2155	0.3504	1.2155	1.1025
0.3521	26.7586	776	1.1911	0.3688	1.1911	1.0914
0.3521	26.8276	778	1.1792	0.3688	1.1792	1.0859
0.3521	26.8966	780	1.1447	0.3584	1.1447	1.0699
0.3521	26.9655	782	1.1137	0.2850	1.1137	1.0553
0.3521	27.0345	784	1.1075	0.2534	1.1075	1.0524
0.3521	27.1034	786	1.1064	0.3180	1.1064	1.0518
0.3521	27.1724	788	1.1285	0.3584	1.1285	1.0623
0.3521	27.2414	790	1.2172	0.2806	1.2172	1.1033
0.3521	27.3103	792	1.2732	0.2939	1.2732	1.1284
0.3521	27.3793	794	1.3209	0.2851	1.3209	1.1493
0.3521	27.4483	796	1.2964	0.2895	1.2964	1.1386
0.3521	27.5172	798	1.2266	0.2091	1.2266	1.1075
0.3521	27.5862	800	1.2049	0.1996	1.2049	1.0977
0.3521	27.6552	802	1.1727	0.2088	1.1727	1.0829
0.3521	27.7241	804	1.1976	0.2088	1.1976	1.0943
0.3521	27.7931	806	1.2578	0.2459	1.2578	1.1215
0.3521	27.8621	808	1.3218	0.2062	1.3218	1.1497
0.3521	27.9310	810	1.3596	0.1427	1.3596	1.1660
0.3521	28.0	812	1.3062	0.1921	1.3062	1.1429
0.3521	28.0690	814	1.2534	0.2337	1.2534	1.1195
0.3521	28.1379	816	1.1955	0.2088	1.1955	1.0934

Framework versions

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