ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run3_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: 1.1936
• Qwk: 0.1592
• Mse: 1.1936
• Rmse: 1.0925

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	0.0870	2	4.8158	0.0010	4.8158	2.1945
No log	0.1739	4	3.0545	-0.0406	3.0545	1.7477
No log	0.2609	6	2.0687	-0.0102	2.0687	1.4383
No log	0.3478	8	1.9692	0.0706	1.9692	1.4033
No log	0.4348	10	1.5053	0.0222	1.5053	1.2269
No log	0.5217	12	1.3874	-0.0064	1.3874	1.1779
No log	0.6087	14	1.3076	0.0208	1.3076	1.1435
No log	0.6957	16	1.2371	0.1211	1.2371	1.1123
No log	0.7826	18	1.2545	0.0904	1.2545	1.1200
No log	0.8696	20	1.2727	0.0904	1.2727	1.1281
No log	0.9565	22	1.2776	0.0157	1.2776	1.1303
No log	1.0435	24	1.3281	-0.0047	1.3281	1.1524
No log	1.1304	26	1.5488	0.0317	1.5488	1.2445
No log	1.2174	28	1.6256	0.0317	1.6256	1.2750
No log	1.3043	30	1.4052	0.0317	1.4052	1.1854
No log	1.3913	32	1.2403	0.1679	1.2403	1.1137
No log	1.4783	34	1.2223	0.1904	1.2223	1.1056
No log	1.5652	36	1.3262	0.0926	1.3262	1.1516
No log	1.6522	38	1.6213	0.0169	1.6213	1.2733
No log	1.7391	40	1.5707	0.0169	1.5707	1.2533
No log	1.8261	42	1.2864	0.1346	1.2864	1.1342
No log	1.9130	44	1.1951	0.1076	1.1951	1.0932
No log	2.0	46	1.1442	0.2520	1.1442	1.0697
No log	2.0870	48	1.1418	0.2678	1.1418	1.0685
No log	2.1739	50	1.1569	0.2835	1.1569	1.0756
No log	2.2609	52	1.1464	0.2471	1.1464	1.0707
No log	2.3478	54	1.1172	0.3045	1.1172	1.0570
No log	2.4348	56	1.1041	0.3095	1.1041	1.0508
No log	2.5217	58	1.0999	0.2624	1.0999	1.0488
No log	2.6087	60	1.1333	0.1753	1.1333	1.0646
No log	2.6957	62	1.1524	0.1556	1.1524	1.0735
No log	2.7826	64	1.1454	0.1612	1.1454	1.0702
No log	2.8696	66	1.1323	0.1432	1.1323	1.0641
No log	2.9565	68	1.1449	0.1482	1.1449	1.0700
No log	3.0435	70	1.2601	0.0343	1.2601	1.1225
No log	3.1304	72	1.3087	0.0172	1.3087	1.1440
No log	3.2174	74	1.1574	0.1214	1.1574	1.0758
No log	3.3043	76	1.0843	0.1919	1.0843	1.0413
No log	3.3913	78	1.0527	0.2242	1.0527	1.0260
No log	3.4783	80	1.0226	0.2089	1.0226	1.0113
No log	3.5652	82	1.0975	0.2006	1.0975	1.0476
No log	3.6522	84	1.2866	0.2301	1.2866	1.1343
No log	3.7391	86	1.4358	0.1848	1.4358	1.1982
No log	3.8261	88	1.2902	0.2589	1.2902	1.1359
No log	3.9130	90	1.2997	0.3243	1.2997	1.1400
No log	4.0	92	1.3878	0.1703	1.3878	1.1781
No log	4.0870	94	1.3516	0.0857	1.3516	1.1626
No log	4.1739	96	1.2136	0.2121	1.2136	1.1016
No log	4.2609	98	1.1498	0.2121	1.1498	1.0723
No log	4.3478	100	1.1296	0.2304	1.1296	1.0628
No log	4.4348	102	1.2999	0.2870	1.2999	1.1401
No log	4.5217	104	1.6221	0.2759	1.6221	1.2736
No log	4.6087	106	1.7020	0.2066	1.7020	1.3046
No log	4.6957	108	1.5433	0.1594	1.5433	1.2423
No log	4.7826	110	1.2118	0.3158	1.2118	1.1008
No log	4.8696	112	1.1046	0.3464	1.1046	1.0510
No log	4.9565	114	1.1789	0.2650	1.1789	1.0858
No log	5.0435	116	1.5069	0.2967	1.5069	1.2276
No log	5.1304	118	1.9151	0.1650	1.9151	1.3839
No log	5.2174	120	1.8608	0.1978	1.8608	1.3641
No log	5.3043	122	1.4953	0.2886	1.4953	1.2228
No log	5.3913	124	1.1646	0.1717	1.1646	1.0792
No log	5.4783	126	1.0745	0.2998	1.0745	1.0366
No log	5.5652	128	1.1757	0.1371	1.1757	1.0843
No log	5.6522	130	1.3929	0.1135	1.3929	1.1802
No log	5.7391	132	1.4555	0.0512	1.4555	1.2065
No log	5.8261	134	1.3347	0.1608	1.3347	1.1553
No log	5.9130	136	1.1743	0.2743	1.1743	1.0836
No log	6.0	138	1.0465	0.3394	1.0465	1.0230
No log	6.0870	140	0.9611	0.3069	0.9611	0.9804
No log	6.1739	142	0.9302	0.3211	0.9302	0.9645
No log	6.2609	144	1.0382	0.2762	1.0382	1.0189
No log	6.3478	146	1.2239	0.3047	1.2239	1.1063
No log	6.4348	148	1.1628	0.2527	1.1628	1.0783
No log	6.5217	150	1.0128	0.2857	1.0128	1.0064
No log	6.6087	152	0.9545	0.3165	0.9545	0.9770
No log	6.6957	154	0.9967	0.3141	0.9967	0.9983
No log	6.7826	156	1.0984	0.2570	1.0984	1.0481
No log	6.8696	158	1.0657	0.3141	1.0657	1.0323
No log	6.9565	160	0.9681	0.3165	0.9681	0.9839
No log	7.0435	162	0.9357	0.3700	0.9357	0.9673
No log	7.1304	164	0.9607	0.3820	0.9607	0.9802
No log	7.2174	166	1.0998	0.3350	1.0998	1.0487
No log	7.3043	168	1.4183	0.2659	1.4183	1.1909
No log	7.3913	170	1.4205	0.2604	1.4205	1.1919
No log	7.4783	172	1.1800	0.2844	1.1800	1.0863
No log	7.5652	174	0.9860	0.3317	0.9860	0.9930
No log	7.6522	176	0.9680	0.3317	0.9680	0.9839
No log	7.7391	178	0.9853	0.3021	0.9853	0.9926
No log	7.8261	180	1.0415	0.1961	1.0415	1.0205
No log	7.9130	182	1.0820	0.2402	1.0820	1.0402
No log	8.0	184	1.0689	0.2402	1.0689	1.0339
No log	8.0870	186	1.1100	0.2683	1.1100	1.0536
No log	8.1739	188	1.2218	0.3187	1.2218	1.1053
No log	8.2609	190	1.3496	0.2789	1.3496	1.1617
No log	8.3478	192	1.2134	0.4151	1.2134	1.1016
No log	8.4348	194	1.1134	0.3929	1.1134	1.0552
No log	8.5217	196	1.0434	0.3212	1.0434	1.0215
No log	8.6087	198	1.0793	0.3212	1.0793	1.0389
No log	8.6957	200	1.2628	0.3500	1.2628	1.1237
No log	8.7826	202	1.3167	0.3087	1.3167	1.1475
No log	8.8696	204	1.2267	0.2224	1.2267	1.1076
No log	8.9565	206	1.1129	0.2953	1.1129	1.0550
No log	9.0435	208	1.0803	0.3095	1.0803	1.0394
No log	9.1304	210	1.1433	0.3231	1.1433	1.0692
No log	9.2174	212	1.3494	0.2757	1.3494	1.1617
No log	9.3043	214	1.4608	0.2731	1.4608	1.2086
No log	9.3913	216	1.3664	0.2833	1.3664	1.1689
No log	9.4783	218	1.2151	0.2224	1.2151	1.1023
No log	9.5652	220	1.0815	0.2395	1.0815	1.0400
No log	9.6522	222	1.0523	0.2926	1.0523	1.0258
No log	9.7391	224	1.1120	0.2953	1.1120	1.0545
No log	9.8261	226	1.2591	0.3243	1.2591	1.1221
No log	9.9130	228	1.3522	0.3067	1.3522	1.1628
No log	10.0	230	1.2595	0.3475	1.2595	1.1223
No log	10.0870	232	1.1404	0.3929	1.1404	1.0679
No log	10.1739	234	1.1126	0.3341	1.1126	1.0548
No log	10.2609	236	1.1060	0.3192	1.1060	1.0517
No log	10.3478	238	1.2371	0.3447	1.2371	1.1122
No log	10.4348	240	1.2526	0.3433	1.2526	1.1192
No log	10.5217	242	1.1582	0.2617	1.1582	1.0762
No log	10.6087	244	1.0427	0.2279	1.0427	1.0211
No log	10.6957	246	1.0348	0.2322	1.0348	1.0172
No log	10.7826	248	1.1373	0.2402	1.1373	1.0664
No log	10.8696	250	1.3061	0.3243	1.3061	1.1428
No log	10.9565	252	1.4228	0.2550	1.4228	1.1928
No log	11.0435	254	1.3987	0.2392	1.3987	1.1827
No log	11.1304	256	1.2519	0.3071	1.2519	1.1189
No log	11.2174	258	1.0810	0.3446	1.0810	1.0397
No log	11.3043	260	1.0417	0.3446	1.0417	1.0207
No log	11.3913	262	1.1396	0.3699	1.1396	1.0675
No log	11.4783	264	1.2650	0.3093	1.2650	1.1247
No log	11.5652	266	1.2572	0.2817	1.2572	1.1212
No log	11.6522	268	1.1789	0.3072	1.1789	1.0858
No log	11.7391	270	1.1540	0.2402	1.1540	1.0743
No log	11.8261	272	1.2322	0.2184	1.2322	1.1101
No log	11.9130	274	1.3584	0.2678	1.3584	1.1655
No log	12.0	276	1.4700	0.2789	1.4700	1.2124
No log	12.0870	278	1.4915	0.2392	1.4915	1.2213
No log	12.1739	280	1.3436	0.3207	1.3436	1.1591
No log	12.2609	282	1.1682	0.3192	1.1682	1.0808
No log	12.3478	284	1.0880	0.2322	1.0880	1.0431
No log	12.4348	286	1.1283	0.1689	1.1283	1.0622
No log	12.5217	288	1.1849	0.2108	1.1849	1.0885
No log	12.6087	290	1.1692	0.2108	1.1692	1.0813
No log	12.6957	292	1.1328	0.2108	1.1328	1.0643
No log	12.7826	294	1.1051	0.2402	1.1051	1.0512
No log	12.8696	296	1.0692	0.2617	1.0692	1.0340
No log	12.9565	298	1.0970	0.2683	1.0970	1.0474
No log	13.0435	300	1.1994	0.2387	1.1994	1.0952
No log	13.1304	302	1.2559	0.3167	1.2559	1.1206
No log	13.2174	304	1.1936	0.2665	1.1936	1.0925
No log	13.3043	306	1.0838	0.2683	1.0838	1.0411
No log	13.3913	308	1.0539	0.2586	1.0539	1.0266
No log	13.4783	310	1.0996	0.2683	1.0996	1.0486
No log	13.5652	312	1.2646	0.2980	1.2646	1.1246
No log	13.6522	314	1.4884	0.3008	1.4884	1.2200
No log	13.7391	316	1.4703	0.3026	1.4703	1.2126
No log	13.8261	318	1.3182	0.3316	1.3182	1.1481
No log	13.9130	320	1.1081	0.2535	1.1081	1.0526
No log	14.0	322	1.0564	0.2463	1.0564	1.0278
No log	14.0870	324	1.1057	0.2250	1.1057	1.0515
No log	14.1739	326	1.2413	0.2519	1.2413	1.1141
No log	14.2609	328	1.3217	0.2131	1.3217	1.1497
No log	14.3478	330	1.3046	0.1592	1.3046	1.1422
No log	14.4348	332	1.2128	0.0789	1.2128	1.1013
No log	14.5217	334	1.1631	0.1416	1.1631	1.0785
No log	14.6087	336	1.1043	0.1521	1.1043	1.0508
No log	14.6957	338	1.0679	0.1585	1.0679	1.0334
No log	14.7826	340	1.0286	0.2083	1.0286	1.0142
No log	14.8696	342	1.0384	0.2188	1.0384	1.0190
No log	14.9565	344	1.1147	0.2402	1.1147	1.0558
No log	15.0435	346	1.2681	0.3049	1.2681	1.1261
No log	15.1304	348	1.2764	0.3679	1.2764	1.1298
No log	15.2174	350	1.1800	0.3231	1.1800	1.0863
No log	15.3043	352	1.0531	0.2541	1.0531	1.0262
No log	15.3913	354	1.0415	0.3069	1.0415	1.0205
No log	15.4783	356	1.0616	0.2395	1.0616	1.0303
No log	15.5652	358	1.0517	0.2490	1.0517	1.0255
No log	15.6522	360	1.0573	0.2702	1.0573	1.0283
No log	15.7391	362	1.0809	0.2800	1.0809	1.0397
No log	15.8261	364	1.1756	0.1592	1.1756	1.0843
No log	15.9130	366	1.2372	0.2213	1.2372	1.1123
No log	16.0	368	1.2109	0.2037	1.2109	1.1004
No log	16.0870	370	1.1358	0.1952	1.1358	1.0657
No log	16.1739	372	1.0934	0.1417	1.0934	1.0456
No log	16.2609	374	1.1169	0.0974	1.1169	1.0568
No log	16.3478	376	1.1791	0.0904	1.1791	1.0859
No log	16.4348	378	1.2534	0.0454	1.2534	1.1195
No log	16.5217	380	1.2692	0.1219	1.2692	1.1266
No log	16.6087	382	1.2318	0.1219	1.2318	1.1099
No log	16.6957	384	1.1726	0.1953	1.1726	1.0829
No log	16.7826	386	1.1932	0.1519	1.1932	1.0923
No log	16.8696	388	1.2346	0.1592	1.2346	1.1111
No log	16.9565	390	1.3513	0.1592	1.3513	1.1624
No log	17.0435	392	1.4272	0.2289	1.4272	1.1947
No log	17.1304	394	1.4032	0.2410	1.4032	1.1846
No log	17.2174	396	1.3050	0.1592	1.3050	1.1424
No log	17.3043	398	1.1862	0.2387	1.1862	1.0891
No log	17.3913	400	1.1602	0.2387	1.1602	1.0771
No log	17.4783	402	1.2115	0.1991	1.2115	1.1007
No log	17.5652	404	1.4231	0.2289	1.4231	1.1930
No log	17.6522	406	1.6206	0.2804	1.6206	1.2730
No log	17.7391	408	1.6503	0.2782	1.6503	1.2846
No log	17.8261	410	1.5050	0.2815	1.5050	1.2268
No log	17.9130	412	1.4020	0.2289	1.4020	1.1841
No log	18.0	414	1.2721	0.1592	1.2721	1.1279
No log	18.0870	416	1.2125	0.1991	1.2125	1.1011
No log	18.1739	418	1.1922	0.1148	1.1922	1.0919
No log	18.2609	420	1.2322	0.1379	1.2322	1.1101
No log	18.3478	422	1.3002	0.1592	1.3002	1.1403
No log	18.4348	424	1.3950	0.1935	1.3950	1.1811
No log	18.5217	426	1.5325	0.2144	1.5325	1.2379
No log	18.6087	428	1.5129	0.1886	1.5129	1.2300
No log	18.6957	430	1.3840	0.1592	1.3840	1.1764
No log	18.7826	432	1.2370	0.1379	1.2370	1.1122
No log	18.8696	434	1.1881	0.0904	1.1881	1.0900
No log	18.9565	436	1.1925	0.0904	1.1925	1.0920
No log	19.0435	438	1.2281	0.0454	1.2281	1.1082
No log	19.1304	440	1.2660	0.0454	1.2660	1.1252
No log	19.2174	442	1.3076	0.1283	1.3076	1.1435
No log	19.3043	444	1.3089	0.1283	1.3089	1.1441
No log	19.3913	446	1.2312	0.1379	1.2312	1.1096
No log	19.4783	448	1.2077	0.1692	1.2077	1.0990
No log	19.5652	450	1.2571	0.1991	1.2571	1.1212
No log	19.6522	452	1.3761	0.1980	1.3761	1.1731
No log	19.7391	454	1.4333	0.1980	1.4333	1.1972
No log	19.8261	456	1.3648	0.2410	1.3648	1.1682
No log	19.9130	458	1.3017	0.1889	1.3017	1.1409
No log	20.0	460	1.2240	0.1592	1.2240	1.1063
No log	20.0870	462	1.1548	0.1795	1.1548	1.0746
No log	20.1739	464	1.1527	0.1952	1.1527	1.0737
No log	20.2609	466	1.2030	0.1283	1.2030	1.0968
No log	20.3478	468	1.2735	0.1283	1.2735	1.1285
No log	20.4348	470	1.3251	0.1283	1.3251	1.1511
No log	20.5217	472	1.3023	0.1283	1.3023	1.1412
No log	20.6087	474	1.2402	0.1283	1.2402	1.1137
No log	20.6957	476	1.2139	0.1283	1.2139	1.1018
No log	20.7826	478	1.1904	0.1745	1.1904	1.0911
No log	20.8696	480	1.1996	0.2037	1.1996	1.0952
No log	20.9565	482	1.2716	0.2553	1.2716	1.1277
No log	21.0435	484	1.3550	0.2289	1.3550	1.1640
No log	21.1304	486	1.3714	0.2252	1.3714	1.1711
No log	21.2174	488	1.2935	0.1889	1.2935	1.1373
No log	21.3043	490	1.1898	0.1952	1.1898	1.0908
No log	21.3913	492	1.1468	0.1521	1.1468	1.0709
No log	21.4783	494	1.1454	0.1521	1.1454	1.0702
No log	21.5652	496	1.1569	0.1521	1.1569	1.0756
No log	21.6522	498	1.1957	0.2117	1.1957	1.0935
0.3304	21.7391	500	1.2358	0.1479	1.2358	1.1117
0.3304	21.8261	502	1.2739	0.0961	1.2739	1.1287
0.3304	21.9130	504	1.2760	0.1952	1.2760	1.1296
0.3304	22.0	506	1.2808	0.2535	1.2808	1.1317
0.3304	22.0870	508	1.2751	0.2535	1.2751	1.1292
0.3304	22.1739	510	1.2447	0.2250	1.2447	1.1156
0.3304	22.2609	512	1.2340	0.2250	1.2340	1.1109
0.3304	22.3478	514	1.2580	0.1846	1.2580	1.1216
0.3304	22.4348	516	1.2196	0.1122	1.2196	1.1044
0.3304	22.5217	518	1.1547	0.2117	1.1547	1.0746
0.3304	22.6087	520	1.1347	0.2117	1.1347	1.0652
0.3304	22.6957	522	1.1751	0.1316	1.1751	1.0840
0.3304	22.7826	524	1.2599	0.1592	1.2599	1.1225
0.3304	22.8696	526	1.2801	0.1592	1.2801	1.1314
0.3304	22.9565	528	1.2806	0.1162	1.2806	1.1316
0.3304	23.0435	530	1.2221	0.1592	1.2221	1.1055
0.3304	23.1304	532	1.1671	0.1152	1.1671	1.0803
0.3304	23.2174	534	1.1250	0.1351	1.1250	1.0607
0.3304	23.3043	536	1.1077	0.1582	1.1077	1.0525
0.3304	23.3913	538	1.1384	0.2097	1.1384	1.0670
0.3304	23.4783	540	1.2156	0.1991	1.2156	1.1025
0.3304	23.5652	542	1.2650	0.2252	1.2650	1.1247
0.3304	23.6522	544	1.2750	0.2252	1.2750	1.1292
0.3304	23.7391	546	1.2364	0.2410	1.2364	1.1119
0.3304	23.8261	548	1.1773	0.1692	1.1773	1.0850
0.3304	23.9130	550	1.1305	0.1379	1.1305	1.0632
0.3304	24.0	552	1.1591	0.1692	1.1591	1.0766
0.3304	24.0870	554	1.2602	0.2131	1.2602	1.1226
0.3304	24.1739	556	1.3900	0.2252	1.3900	1.1790
0.3304	24.2609	558	1.4079	0.2065	1.4079	1.1866
0.3304	24.3478	560	1.3627	0.2065	1.3627	1.1673
0.3304	24.4348	562	1.2795	0.2131	1.2795	1.1312
0.3304	24.5217	564	1.1733	0.1692	1.1733	1.0832
0.3304	24.6087	566	1.1276	0.1479	1.1276	1.0619
0.3304	24.6957	568	1.1116	0.1479	1.1116	1.0543
0.3304	24.7826	570	1.1056	0.1846	1.1056	1.0515
0.3304	24.8696	572	1.1698	0.2665	1.1698	1.0816
0.3304	24.9565	574	1.2460	0.2252	1.2460	1.1163
0.3304	25.0435	576	1.3147	0.2065	1.3147	1.1466
0.3304	25.1304	578	1.3019	0.2065	1.3019	1.1410
0.3304	25.2174	580	1.2474	0.1592	1.2474	1.1169
0.3304	25.3043	582	1.1724	0.0980	1.1724	1.0828
0.3304	25.3913	584	1.1259	0.1076	1.1259	1.0611
0.3304	25.4783	586	1.1348	0.1076	1.1348	1.0653
0.3304	25.5652	588	1.1860	0.2141	1.1860	1.0890
0.3304	25.6522	590	1.2393	0.1980	1.2393	1.1133
0.3304	25.7391	592	1.3217	0.2512	1.3217	1.1497
0.3304	25.8261	594	1.3603	0.2325	1.3603	1.1663
0.3304	25.9130	596	1.3143	0.2676	1.3143	1.1464
0.3304	26.0	598	1.2557	0.2754	1.2557	1.1206
0.3304	26.0870	600	1.1974	0.2494	1.1974	1.0942
0.3304	26.1739	602	1.1577	0.1846	1.1577	1.0760
0.3304	26.2609	604	1.1664	0.1846	1.1664	1.0800
0.3304	26.3478	606	1.1880	0.2141	1.1880	1.0900
0.3304	26.4348	608	1.2326	0.2080	1.2326	1.1102
0.3304	26.5217	610	1.3065	0.2252	1.3065	1.1430
0.3304	26.6087	612	1.3290	0.2252	1.3290	1.1528
0.3304	26.6957	614	1.2908	0.1980	1.2908	1.1361
0.3304	26.7826	616	1.2331	0.2141	1.2331	1.1105
0.3304	26.8696	618	1.1534	0.2141	1.1534	1.0740
0.3304	26.9565	620	1.1358	0.2141	1.1358	1.0657
0.3304	27.0435	622	1.1663	0.2141	1.1663	1.0800
0.3304	27.1304	624	1.2381	0.1745	1.2381	1.1127
0.3304	27.2174	626	1.3272	0.1980	1.3272	1.1520
0.3304	27.3043	628	1.3406	0.1980	1.3406	1.1579
0.3304	27.3913	630	1.2975	0.2410	1.2975	1.1391
0.3304	27.4783	632	1.2211	0.1592	1.2211	1.1050
0.3304	27.5652	634	1.1528	0.2141	1.1528	1.0737
0.3304	27.6522	636	1.1117	0.1479	1.1117	1.0544
0.3304	27.7391	638	1.0948	0.1582	1.0948	1.0463
0.3304	27.8261	640	1.0938	0.2535	1.0938	1.0458
0.3304	27.9130	642	1.1515	0.2665	1.1515	1.0731
0.3304	28.0	644	1.2493	0.2754	1.2493	1.1177
0.3304	28.0870	646	1.3387	0.2252	1.3387	1.1570
0.3304	28.1739	648	1.3711	0.2252	1.3711	1.1710
0.3304	28.2609	650	1.3258	0.2252	1.3258	1.1514
0.3304	28.3478	652	1.2328	0.1283	1.2328	1.1103
0.3304	28.4348	654	1.1847	0.1282	1.1847	1.0884
0.3304	28.5217	656	1.1811	0.1282	1.1811	1.0868
0.3304	28.6087	658	1.1867	0.2387	1.1867	1.0894
0.3304	28.6957	660	1.2663	0.2931	1.2663	1.1253
0.3304	28.7826	662	1.2871	0.3187	1.2871	1.1345
0.3304	28.8696	664	1.2249	0.2665	1.2249	1.1067
0.3304	28.9565	666	1.1594	0.2665	1.1594	1.0768
0.3304	29.0435	668	1.1292	0.2387	1.1292	1.0627
0.3304	29.1304	670	1.1031	0.0880	1.1031	1.0503
0.3304	29.2174	672	1.0788	0.1521	1.0788	1.0386
0.3304	29.3043	674	1.0792	0.1521	1.0792	1.0388
0.3304	29.3913	676	1.1140	0.1846	1.1140	1.0555
0.3304	29.4783	678	1.1660	0.2665	1.1660	1.0798
0.3304	29.5652	680	1.2286	0.2553	1.2286	1.1084
0.3304	29.6522	682	1.2657	0.2553	1.2657	1.1250
0.3304	29.7391	684	1.2213	0.2553	1.2213	1.1051
0.3304	29.8261	686	1.1270	0.2141	1.1270	1.0616
0.3304	29.9130	688	1.0346	0.275	1.0346	1.0172
0.3304	30.0	690	0.9996	0.1645	0.9996	0.9998
0.3304	30.0870	692	1.0026	0.1645	1.0026	1.0013
0.3304	30.1739	694	1.0356	0.1645	1.0356	1.0176
0.3304	30.2609	696	1.1232	0.2141	1.1232	1.0598
0.3304	30.3478	698	1.1907	0.1745	1.1907	1.0912
0.3304	30.4348	700	1.2336	0.1889	1.2336	1.1107
0.3304	30.5217	702	1.2243	0.1745	1.2243	1.1065
0.3304	30.6087	704	1.1809	0.1745	1.1809	1.0867
0.3304	30.6957	706	1.1678	0.1944	1.1678	1.0806
0.3304	30.7826	708	1.1666	0.1944	1.1666	1.0801
0.3304	30.8696	710	1.1793	0.2278	1.1793	1.0859
0.3304	30.9565	712	1.1590	0.1944	1.1590	1.0765
0.3304	31.0435	714	1.1335	0.1944	1.1335	1.0647
0.3304	31.1304	716	1.1091	0.1479	1.1091	1.0531
0.3304	31.2174	718	1.1067	0.1479	1.1067	1.0520
0.3304	31.3043	720	1.1012	0.1148	1.1012	1.0494
0.3304	31.3913	722	1.1072	0.1479	1.1072	1.0523
0.3304	31.4783	724	1.1064	0.2348	1.1064	1.0519
0.3304	31.5652	726	1.1250	0.2141	1.1250	1.0607
0.3304	31.6522	728	1.1922	0.2553	1.1922	1.0919
0.3304	31.7391	730	1.2611	0.2553	1.2611	1.1230
0.3304	31.8261	732	1.3188	0.2817	1.3188	1.1484
0.3304	31.9130	734	1.3090	0.2553	1.3090	1.1441
0.3304	32.0	736	1.2543	0.2553	1.2543	1.1200
0.3304	32.0870	738	1.1807	0.2051	1.1807	1.0866
0.3304	32.1739	740	1.1462	0.1076	1.1462	1.0706
0.3304	32.2609	742	1.1425	0.1076	1.1425	1.0689
0.3304	32.3478	744	1.1265	0.1076	1.1265	1.0614
0.3304	32.4348	746	1.1292	0.1685	1.1292	1.0626
0.3304	32.5217	748	1.1458	0.1685	1.1458	1.0704
0.3304	32.6087	750	1.1500	0.1685	1.1500	1.0724
0.3304	32.6957	752	1.1830	0.1846	1.1830	1.0877
0.3304	32.7826	754	1.1895	0.2387	1.1895	1.0906
0.3304	32.8696	756	1.1840	0.1991	1.1840	1.0881
0.3304	32.9565	758	1.1731	0.1991	1.1731	1.0831
0.3304	33.0435	760	1.1317	0.1846	1.1317	1.0638
0.3304	33.1304	762	1.0984	0.1846	1.0984	1.0480
0.3304	33.2174	764	1.0818	0.1846	1.0818	1.0401
0.3304	33.3043	766	1.1038	0.2665	1.1038	1.0506
0.3304	33.3913	768	1.1780	0.2931	1.1780	1.0854
0.3304	33.4783	770	1.2592	0.2390	1.2592	1.1221
0.3304	33.5652	772	1.2893	0.2252	1.2893	1.1355
0.3304	33.6522	774	1.2447	0.1980	1.2447	1.1157
0.3304	33.7391	776	1.1783	0.2553	1.1783	1.0855
0.3304	33.8261	778	1.1285	0.1846	1.1285	1.0623
0.3304	33.9130	780	1.1053	0.1479	1.1053	1.0513
0.3304	34.0	782	1.1099	0.1076	1.1099	1.0535
0.3304	34.0870	784	1.1421	0.1479	1.1421	1.0687
0.3304	34.1739	786	1.1799	0.1846	1.1799	1.0863
0.3304	34.2609	788	1.2234	0.1592	1.2234	1.1061
0.3304	34.3478	790	1.2453	0.2410	1.2453	1.1159
0.3304	34.4348	792	1.2541	0.2410	1.2541	1.1199
0.3304	34.5217	794	1.2327	0.2410	1.2327	1.1103
0.3304	34.6087	796	1.2051	0.1592	1.2051	1.0978
0.3304	34.6957	798	1.2024	0.1592	1.2024	1.0965
0.3304	34.7826	800	1.1832	0.1745	1.1832	1.0877
0.3304	34.8696	802	1.1452	0.2141	1.1452	1.0701
0.3304	34.9565	804	1.1540	0.2141	1.1540	1.0742
0.3304	35.0435	806	1.1490	0.2141	1.1490	1.0719
0.3304	35.1304	808	1.1331	0.2141	1.1331	1.0645
0.3304	35.2174	810	1.1405	0.2141	1.1405	1.0679
0.3304	35.3043	812	1.1654	0.2141	1.1654	1.0795
0.3304	35.3913	814	1.2231	0.2790	1.2231	1.1059
0.3304	35.4783	816	1.2767	0.2410	1.2767	1.1299
0.3304	35.5652	818	1.2761	0.2131	1.2761	1.1296
0.3304	35.6522	820	1.2531	0.2131	1.2531	1.1194
0.3304	35.7391	822	1.2188	0.1379	1.2188	1.1040
0.3304	35.8261	824	1.1845	0.0904	1.1845	1.0883
0.3304	35.9130	826	1.1713	0.1076	1.1713	1.0823
0.3304	36.0	828	1.1847	0.0904	1.1847	1.0884
0.3304	36.0870	830	1.2154	0.1991	1.2154	1.1024
0.3304	36.1739	832	1.2586	0.2519	1.2586	1.1219
0.3304	36.2609	834	1.2492	0.2519	1.2492	1.1177
0.3304	36.3478	836	1.2066	0.2519	1.2066	1.0984
0.3304	36.4348	838	1.2194	0.2790	1.2194	1.1043
0.3304	36.5217	840	1.2115	0.2790	1.2115	1.1007
0.3304	36.6087	842	1.2172	0.2790	1.2172	1.1033
0.3304	36.6957	844	1.1938	0.2790	1.1938	1.0926
0.3304	36.7826	846	1.1583	0.1991	1.1583	1.0762
0.3304	36.8696	848	1.1361	0.2535	1.1361	1.0659
0.3304	36.9565	850	1.1350	0.2387	1.1350	1.0654
0.3304	37.0435	852	1.1634	0.1991	1.1634	1.0786
0.3304	37.1304	854	1.1718	0.1991	1.1718	1.0825
0.3304	37.2174	856	1.1777	0.1991	1.1777	1.0852
0.3304	37.3043	858	1.1732	0.1894	1.1732	1.0831
0.3304	37.3913	860	1.1714	0.1894	1.1714	1.0823
0.3304	37.4783	862	1.1976	0.2195	1.1976	1.0944
0.3304	37.5652	864	1.2049	0.2195	1.2049	1.0977
0.3304	37.6522	866	1.1680	0.2195	1.1680	1.0808
0.3304	37.7391	868	1.1440	0.2195	1.1440	1.0696
0.3304	37.8261	870	1.1360	0.2348	1.1360	1.0658
0.3304	37.9130	872	1.1237	0.2348	1.1237	1.0600
0.3304	38.0	874	1.0958	0.2878	1.0958	1.0468
0.3304	38.0870	876	1.0754	0.3270	1.0754	1.0370
0.3304	38.1739	878	1.0058	0.3196	1.0058	1.0029
0.3304	38.2609	880	0.9874	0.3196	0.9874	0.9937
0.3304	38.3478	882	1.0392	0.275	1.0392	1.0194
0.3304	38.4348	884	1.0977	0.2519	1.0977	1.0477
0.3304	38.5217	886	1.1274	0.2519	1.1274	1.0618
0.3304	38.6087	888	1.1489	0.2519	1.1489	1.0719
0.3304	38.6957	890	1.1440	0.2519	1.1440	1.0696
0.3304	38.7826	892	1.1623	0.2519	1.1623	1.0781
0.3304	38.8696	894	1.1473	0.2519	1.1473	1.0711
0.3304	38.9565	896	1.1064	0.2730	1.1064	1.0519
0.3304	39.0435	898	1.0724	0.2599	1.0724	1.0355
0.3304	39.1304	900	1.0807	0.2599	1.0807	1.0396
0.3304	39.2174	902	1.1206	0.2195	1.1206	1.0586
0.3304	39.3043	904	1.1136	0.2195	1.1136	1.0553
0.3304	39.3913	906	1.1633	0.2519	1.1633	1.0786
0.3304	39.4783	908	1.2190	0.2519	1.2190	1.1041
0.3304	39.5652	910	1.2876	0.2131	1.2876	1.1347
0.3304	39.6522	912	1.2828	0.2131	1.2828	1.1326
0.3304	39.7391	914	1.2622	0.2131	1.2622	1.1235
0.3304	39.8261	916	1.2412	0.2131	1.2412	1.1141
0.3304	39.9130	918	1.2034	0.2131	1.2034	1.0970
0.3304	40.0	920	1.1778	0.2131	1.1778	1.0853
0.3304	40.0870	922	1.1589	0.2131	1.1589	1.0765
0.3304	40.1739	924	1.1763	0.2131	1.1763	1.0846
0.3304	40.2609	926	1.2099	0.2410	1.2099	1.1000
0.3304	40.3478	928	1.2318	0.2410	1.2318	1.1099
0.3304	40.4348	930	1.2100	0.1889	1.2100	1.1000
0.3304	40.5217	932	1.2141	0.1889	1.2141	1.1019
0.3304	40.6087	934	1.2256	0.2410	1.2256	1.1071
0.3304	40.6957	936	1.1822	0.2931	1.1822	1.0873
0.3304	40.7826	938	1.1172	0.2424	1.1172	1.0570
0.3304	40.8696	940	1.1115	0.2424	1.1115	1.0543
0.3304	40.9565	942	1.1474	0.2931	1.1474	1.0712
0.3304	41.0435	944	1.2005	0.2790	1.2005	1.0957
0.3304	41.1304	946	1.2394	0.2410	1.2394	1.1133
0.3304	41.2174	948	1.2549	0.2410	1.2549	1.1202
0.3304	41.3043	950	1.2244	0.2410	1.2244	1.1065
0.3304	41.3913	952	1.1576	0.1592	1.1576	1.0759
0.3304	41.4783	954	1.1004	0.2195	1.1004	1.0490
0.3304	41.5652	956	1.0555	0.2207	1.0555	1.0274
0.3304	41.6522	958	1.0268	0.2322	1.0268	1.0133
0.3304	41.7391	960	1.0376	0.2617	1.0376	1.0186
0.3304	41.8261	962	1.0608	0.275	1.0608	1.0299
0.3304	41.9130	964	1.1168	0.2195	1.1168	1.0568
0.3304	42.0	966	1.1642	0.1592	1.1642	1.0790
0.3304	42.0870	968	1.2108	0.2410	1.2108	1.1004
0.3304	42.1739	970	1.2038	0.1889	1.2038	1.0972
0.3304	42.2609	972	1.1718	0.1789	1.1718	1.0825
0.3304	42.3478	974	1.1423	0.1789	1.1423	1.0688
0.3304	42.4348	976	1.1319	0.1789	1.1319	1.0639
0.3304	42.5217	978	1.1478	0.1789	1.1478	1.0713
0.3304	42.6087	980	1.1545	0.1789	1.1545	1.0745
0.3304	42.6957	982	1.1787	0.1592	1.1787	1.0857
0.3304	42.7826	984	1.2445	0.1889	1.2445	1.1156
0.3304	42.8696	986	1.2768	0.2410	1.2768	1.1300
0.3304	42.9565	988	1.2618	0.1889	1.2618	1.1233
0.3304	43.0435	990	1.2192	0.1592	1.2192	1.1042
0.3304	43.1304	992	1.1536	0.2348	1.1536	1.0741
0.3304	43.2174	994	1.0956	0.3149	1.0956	1.0467
0.3304	43.3043	996	1.0692	0.2872	1.0692	1.0340
0.3304	43.3913	998	1.0741	0.2872	1.0741	1.0364
0.0586	43.4783	1000	1.1235	0.2535	1.1235	1.0600
0.0586	43.5652	1002	1.1689	0.3307	1.1689	1.0812
0.0586	43.6522	1004	1.1930	0.2931	1.1930	1.0922
0.0586	43.7391	1006	1.1965	0.2790	1.1965	1.0938
0.0586	43.8261	1008	1.1779	0.2424	1.1779	1.0853
0.0586	43.9130	1010	1.1245	0.2535	1.1245	1.0604
0.0586	44.0	1012	1.0644	0.2545	1.0644	1.0317
0.0586	44.0870	1014	1.0493	0.1857	1.0493	1.0244
0.0586	44.1739	1016	1.0466	0.1857	1.0466	1.0230
0.0586	44.2609	1018	1.0642	0.1962	1.0642	1.0316
0.0586	44.3478	1020	1.1095	0.1076	1.1095	1.0533
0.0586	44.4348	1022	1.1936	0.1592	1.1936	1.0925

Framework versions

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