ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run3_AugV5_k9_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: 1.5957
• Qwk: 0.0666
• Mse: 1.5957
• Rmse: 1.2632

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	0.0625	2	4.5288	0.0042	4.5288	2.1281
No log	0.125	4	2.8263	-0.0278	2.8263	1.6812
No log	0.1875	6	2.0002	0.0062	2.0002	1.4143
No log	0.25	8	1.8758	0.0290	1.8758	1.3696
No log	0.3125	10	2.7846	-0.0849	2.7846	1.6687
No log	0.375	12	2.5488	-0.0753	2.5488	1.5965
No log	0.4375	14	2.0757	-0.0291	2.0757	1.4407
No log	0.5	16	2.0941	0.0059	2.0941	1.4471
No log	0.5625	18	1.6933	0.0082	1.6933	1.3013
No log	0.625	20	1.3766	0.0803	1.3766	1.1733
No log	0.6875	22	1.3126	0.1472	1.3126	1.1457
No log	0.75	24	1.3837	0.1165	1.3837	1.1763
No log	0.8125	26	1.5652	0.0538	1.5652	1.2511
No log	0.875	28	1.7544	0.1328	1.7544	1.3245
No log	0.9375	30	1.7168	0.1409	1.7168	1.3103
No log	1.0	32	1.4397	0.1639	1.4397	1.1999
No log	1.0625	34	1.3916	0.1784	1.3916	1.1797
No log	1.125	36	1.4199	0.1748	1.4199	1.1916
No log	1.1875	38	1.4399	0.1427	1.4399	1.1999
No log	1.25	40	1.3721	0.2071	1.3721	1.1714
No log	1.3125	42	1.4122	0.2032	1.4122	1.1884
No log	1.375	44	1.4235	0.1713	1.4235	1.1931
No log	1.4375	46	1.3928	0.1891	1.3928	1.1802
No log	1.5	48	1.4624	0.1748	1.4624	1.2093
No log	1.5625	50	1.6794	0.0851	1.6794	1.2959
No log	1.625	52	2.0105	0.1546	2.0105	1.4179
No log	1.6875	54	2.1571	0.1300	2.1571	1.4687
No log	1.75	56	1.9605	0.1680	1.9605	1.4002
No log	1.8125	58	1.6079	0.2078	1.6079	1.2680
No log	1.875	60	1.3996	0.1639	1.3996	1.1830
No log	1.9375	62	1.2960	0.1821	1.2960	1.1384
No log	2.0	64	1.2121	0.2243	1.2121	1.1009
No log	2.0625	66	1.1106	0.2697	1.1106	1.0538
No log	2.125	68	1.1042	0.2394	1.1042	1.0508
No log	2.1875	70	1.1094	0.2991	1.1094	1.0533
No log	2.25	72	1.1592	0.2035	1.1592	1.0767
No log	2.3125	74	1.3179	0.1832	1.3179	1.1480
No log	2.375	76	1.5101	0.2622	1.5101	1.2289
No log	2.4375	78	1.5446	0.2622	1.5446	1.2428
No log	2.5	80	1.3212	0.1832	1.3212	1.1494
No log	2.5625	82	1.2174	0.2577	1.2174	1.1033
No log	2.625	84	1.3300	0.1832	1.3300	1.1533
No log	2.6875	86	1.7054	0.0996	1.7054	1.3059
No log	2.75	88	2.0076	0.0692	2.0076	1.4169
No log	2.8125	90	1.7876	0.0683	1.7876	1.3370
No log	2.875	92	1.4973	0.1224	1.4973	1.2237
No log	2.9375	94	1.3083	0.1959	1.3083	1.1438
No log	3.0	96	1.1887	0.1237	1.1887	1.0903
No log	3.0625	98	1.2421	0.1054	1.2421	1.1145
No log	3.125	100	1.6086	0.2069	1.6086	1.2683
No log	3.1875	102	1.9802	0.0936	1.9802	1.4072
No log	3.25	104	1.8336	0.1088	1.8336	1.3541
No log	3.3125	106	1.5978	0.1935	1.5978	1.2640
No log	3.375	108	1.5798	0.2065	1.5798	1.2569
No log	3.4375	110	1.6327	0.1730	1.6327	1.2778
No log	3.5	112	1.3560	0.1647	1.3560	1.1645
No log	3.5625	114	1.3000	0.2278	1.3000	1.1402
No log	3.625	116	1.3272	0.2230	1.3272	1.1520
No log	3.6875	118	1.3278	0.2188	1.3278	1.1523
No log	3.75	120	1.4936	0.1347	1.4936	1.2221
No log	3.8125	122	1.4279	0.1290	1.4279	1.1949
No log	3.875	124	1.3590	0.1296	1.3590	1.1658
No log	3.9375	126	1.3811	0.1174	1.3811	1.1752
No log	4.0	128	1.3176	0.1592	1.3176	1.1479
No log	4.0625	130	1.3267	0.1265	1.3267	1.1518
No log	4.125	132	1.3486	0.1980	1.3486	1.1613
No log	4.1875	134	1.4888	0.2476	1.4888	1.2202
No log	4.25	136	1.7482	0.125	1.7482	1.3222
No log	4.3125	138	1.5541	0.2181	1.5541	1.2466
No log	4.375	140	1.3341	0.1833	1.3341	1.1550
No log	4.4375	142	1.3570	0.1746	1.3570	1.1649
No log	4.5	144	1.4784	0.2131	1.4784	1.2159
No log	4.5625	146	1.5094	0.2181	1.5094	1.2286
No log	4.625	148	1.4505	0.2218	1.4505	1.2044
No log	4.6875	150	1.4074	0.2084	1.4074	1.1863
No log	4.75	152	1.4637	0.2218	1.4637	1.2098
No log	4.8125	154	1.5369	0.1896	1.5369	1.2397
No log	4.875	156	1.3749	0.1898	1.3749	1.1726
No log	4.9375	158	1.3096	0.2712	1.3096	1.1444
No log	5.0	160	1.3706	0.1898	1.3706	1.1707
No log	5.0625	162	1.5865	0.0602	1.5865	1.2595
No log	5.125	164	1.4461	0.0645	1.4461	1.2025
No log	5.1875	166	1.2909	0.1573	1.2909	1.1362
No log	5.25	168	1.2589	0.2755	1.2589	1.1220
No log	5.3125	170	1.2574	0.2374	1.2574	1.1213
No log	5.375	172	1.2883	0.1446	1.2883	1.1350
No log	5.4375	174	1.7925	0.1607	1.7925	1.3389
No log	5.5	176	2.1576	0.1506	2.1576	1.4689
No log	5.5625	178	1.8307	0.1764	1.8307	1.3530
No log	5.625	180	1.3871	0.1865	1.3871	1.1777
No log	5.6875	182	1.3270	0.1898	1.3270	1.1520
No log	5.75	184	1.4376	0.1311	1.4376	1.1990
No log	5.8125	186	1.4388	0.1311	1.4388	1.1995
No log	5.875	188	1.2477	0.1889	1.2477	1.1170
No log	5.9375	190	1.2328	0.2629	1.2328	1.1103
No log	6.0	192	1.3663	0.2378	1.3663	1.1689
No log	6.0625	194	1.4895	0.1436	1.4895	1.2204
No log	6.125	196	1.3850	0.1999	1.3850	1.1768
No log	6.1875	198	1.2376	0.2633	1.2376	1.1125
No log	6.25	200	1.2197	0.2539	1.2197	1.1044
No log	6.3125	202	1.3004	0.2270	1.3004	1.1404
No log	6.375	204	1.3603	0.2268	1.3603	1.1663
No log	6.4375	206	1.4247	0.2604	1.4247	1.1936
No log	6.5	208	1.4156	0.3260	1.4156	1.1898
No log	6.5625	210	1.3637	0.3094	1.3637	1.1678
No log	6.625	212	1.3738	0.3074	1.3738	1.1721
No log	6.6875	214	1.3255	0.2534	1.3255	1.1513
No log	6.75	216	1.3769	0.1738	1.3769	1.1734
No log	6.8125	218	1.3186	0.0661	1.3186	1.1483
No log	6.875	220	1.2220	0.2030	1.2220	1.1054
No log	6.9375	222	1.2176	0.2030	1.2176	1.1034
No log	7.0	224	1.3364	0.1826	1.3364	1.1560
No log	7.0625	226	1.6782	0.2111	1.6782	1.2955
No log	7.125	228	1.8765	0.1920	1.8765	1.3699
No log	7.1875	230	1.7650	0.2313	1.7650	1.3285
No log	7.25	232	1.4268	0.2484	1.4268	1.1945
No log	7.3125	234	1.2414	0.2411	1.2414	1.1142
No log	7.375	236	1.2030	0.2694	1.2030	1.0968
No log	7.4375	238	1.2921	0.2424	1.2921	1.1367
No log	7.5	240	1.4286	0.2089	1.4286	1.1952
No log	7.5625	242	1.3446	0.1786	1.3446	1.1596
No log	7.625	244	1.1869	0.2105	1.1869	1.0895
No log	7.6875	246	1.1379	0.2199	1.1379	1.0667
No log	7.75	248	1.1530	0.2302	1.1530	1.0738
No log	7.8125	250	1.2373	0.1354	1.2373	1.1124
No log	7.875	252	1.3767	0.2364	1.3767	1.1733
No log	7.9375	254	1.5579	0.1826	1.5579	1.2482
No log	8.0	256	1.6784	0.2068	1.6784	1.2955
No log	8.0625	258	1.5726	0.1624	1.5726	1.2540
No log	8.125	260	1.3127	0.2472	1.3127	1.1457
No log	8.1875	262	1.2514	0.2417	1.2514	1.1187
No log	8.25	264	1.2700	0.1797	1.2700	1.1269
No log	8.3125	266	1.4508	0.1886	1.4508	1.2045
No log	8.375	268	1.6617	0.24	1.6617	1.2891
No log	8.4375	270	1.5726	0.2406	1.5726	1.2540
No log	8.5	272	1.3095	0.0573	1.3095	1.1443
No log	8.5625	274	1.1648	0.2263	1.1648	1.0793
No log	8.625	276	1.1757	0.2802	1.1757	1.0843
No log	8.6875	278	1.1738	0.2920	1.1738	1.0834
No log	8.75	280	1.1758	0.1975	1.1758	1.0844
No log	8.8125	282	1.2855	0.1655	1.2855	1.1338
No log	8.875	284	1.3656	0.1347	1.3656	1.1686
No log	8.9375	286	1.3135	0.1379	1.3135	1.1461
No log	9.0	288	1.3278	0.1379	1.3278	1.1523
No log	9.0625	290	1.3454	0.2514	1.3454	1.1599
No log	9.125	292	1.3333	0.1907	1.3333	1.1547
No log	9.1875	294	1.3192	0.1907	1.3192	1.1485
No log	9.25	296	1.2764	0.2474	1.2764	1.1298
No log	9.3125	298	1.3213	0.1761	1.3213	1.1495
No log	9.375	300	1.4127	0.2240	1.4127	1.1886
No log	9.4375	302	1.3822	0.2062	1.3822	1.1757
No log	9.5	304	1.2476	0.1748	1.2476	1.1170
No log	9.5625	306	1.1490	0.2115	1.1490	1.0719
No log	9.625	308	1.1556	0.2007	1.1556	1.0750
No log	9.6875	310	1.1985	0.1835	1.1985	1.0948
No log	9.75	312	1.4150	0.1113	1.4150	1.1895
No log	9.8125	314	1.6019	0.1520	1.6019	1.2657
No log	9.875	316	1.5714	0.1855	1.5714	1.2536
No log	9.9375	318	1.3711	0.0990	1.3711	1.1709
No log	10.0	320	1.2212	0.2251	1.2212	1.1051
No log	10.0625	322	1.1858	0.1951	1.1858	1.0889
No log	10.125	324	1.1869	0.1967	1.1869	1.0894
No log	10.1875	326	1.2521	0.1748	1.2521	1.1190
No log	10.25	328	1.4265	0.1965	1.4265	1.1944
No log	10.3125	330	1.5631	0.2317	1.5631	1.2503
No log	10.375	332	1.4809	0.2321	1.4809	1.2169
No log	10.4375	334	1.3694	0.1403	1.3694	1.1702
No log	10.5	336	1.3361	0.1230	1.3361	1.1559
No log	10.5625	338	1.2382	0.2085	1.2382	1.1128
No log	10.625	340	1.2054	0.2085	1.2054	1.0979
No log	10.6875	342	1.2782	0.1230	1.2782	1.1306
No log	10.75	344	1.4059	0.1743	1.4059	1.1857
No log	10.8125	346	1.5297	0.1427	1.5297	1.2368
No log	10.875	348	1.6047	0.1448	1.6047	1.2668
No log	10.9375	350	1.4756	0.1618	1.4756	1.2147
No log	11.0	352	1.3089	0.1321	1.3089	1.1441
No log	11.0625	354	1.2689	0.1501	1.2689	1.1264
No log	11.125	356	1.3187	0.1748	1.3187	1.1483
No log	11.1875	358	1.4132	0.0990	1.4132	1.1888
No log	11.25	360	1.3899	0.1321	1.3899	1.1789
No log	11.3125	362	1.3074	0.1655	1.3074	1.1434
No log	11.375	364	1.2979	0.1655	1.2979	1.1392
No log	11.4375	366	1.3574	0.1321	1.3574	1.1651
No log	11.5	368	1.4046	0.1686	1.4046	1.1851
No log	11.5625	370	1.4020	0.1686	1.4020	1.1840
No log	11.625	372	1.3171	0.1706	1.3171	1.1477
No log	11.6875	374	1.3017	0.2035	1.3017	1.1409
No log	11.75	376	1.3568	0.2044	1.3568	1.1648
No log	11.8125	378	1.4212	0.1964	1.4212	1.1921
No log	11.875	380	1.4226	0.2012	1.4226	1.1927
No log	11.9375	382	1.3168	0.1201	1.3168	1.1475
No log	12.0	384	1.1917	0.1388	1.1917	1.0916
No log	12.0625	386	1.1626	0.1538	1.1626	1.0782
No log	12.125	388	1.1842	0.1354	1.1842	1.0882
No log	12.1875	390	1.2705	0.1598	1.2705	1.1272
No log	12.25	392	1.4071	0.1851	1.4071	1.1862
No log	12.3125	394	1.5144	0.2622	1.5144	1.2306
No log	12.375	396	1.4197	0.2444	1.4197	1.1915
No log	12.4375	398	1.2623	0.2653	1.2623	1.1235
No log	12.5	400	1.2032	0.2838	1.2032	1.0969
No log	12.5625	402	1.1816	0.2663	1.1816	1.0870
No log	12.625	404	1.2132	0.2112	1.2132	1.1015
No log	12.6875	406	1.3611	0.3071	1.3611	1.1667
No log	12.75	408	1.3848	0.2763	1.3848	1.1768
No log	12.8125	410	1.2816	0.2459	1.2816	1.1321
No log	12.875	412	1.1770	0.1354	1.1770	1.0849
No log	12.9375	414	1.1658	0.1446	1.1658	1.0797
No log	13.0	416	1.1783	0.1354	1.1783	1.0855
No log	13.0625	418	1.2209	0.2232	1.2209	1.1050
No log	13.125	420	1.2893	0.1636	1.2893	1.1355
No log	13.1875	422	1.3012	0.1958	1.3012	1.1407
No log	13.25	424	1.3111	0.1720	1.3111	1.1450
No log	13.3125	426	1.3605	0.1457	1.3605	1.1664
No log	13.375	428	1.4140	0.1147	1.4140	1.1891
No log	13.4375	430	1.3901	0.1030	1.3901	1.1790
No log	13.5	432	1.3348	0.0867	1.3348	1.1553
No log	13.5625	434	1.3161	0.1171	1.3161	1.1472
No log	13.625	436	1.3509	0.1584	1.3509	1.1623
No log	13.6875	438	1.4203	0.0933	1.4203	1.1918
No log	13.75	440	1.3820	0.1257	1.3820	1.1756
No log	13.8125	442	1.2985	0.0839	1.2985	1.1395
No log	13.875	444	1.2777	0.1262	1.2777	1.1304
No log	13.9375	446	1.2973	0.1262	1.2973	1.1390
No log	14.0	448	1.3822	0.1581	1.3822	1.1757
No log	14.0625	450	1.5161	0.0948	1.5161	1.2313
No log	14.125	452	1.5351	0.0948	1.5351	1.2390
No log	14.1875	454	1.4227	0.1002	1.4227	1.1928
No log	14.25	456	1.3603	0.0907	1.3603	1.1663
No log	14.3125	458	1.3707	0.0967	1.3707	1.1708
No log	14.375	460	1.3689	0.0269	1.3689	1.1700
No log	14.4375	462	1.3157	0.0534	1.3157	1.1470
No log	14.5	464	1.2944	0.1202	1.2944	1.1377
No log	14.5625	466	1.2926	0.1202	1.2926	1.1369
No log	14.625	468	1.2763	0.1202	1.2763	1.1298
No log	14.6875	470	1.2658	0.1050	1.2658	1.1251
No log	14.75	472	1.2878	0.1202	1.2878	1.1348
No log	14.8125	474	1.3438	0.1560	1.3438	1.1592
No log	14.875	476	1.3609	0.1232	1.3609	1.1666
No log	14.9375	478	1.4115	0.0879	1.4115	1.1881
No log	15.0	480	1.3786	0.1232	1.3786	1.1741
No log	15.0625	482	1.3423	0.1232	1.3423	1.1586
No log	15.125	484	1.2753	0.1538	1.2753	1.1293
No log	15.1875	486	1.2604	0.2278	1.2604	1.1227
No log	15.25	488	1.2629	0.2278	1.2629	1.1238
No log	15.3125	490	1.2928	0.1446	1.2928	1.1370
No log	15.375	492	1.3917	0.0598	1.3917	1.1797
No log	15.4375	494	1.4237	0.1379	1.4237	1.1932
No log	15.5	496	1.3854	0.0990	1.3854	1.1770
No log	15.5625	498	1.3285	0.0598	1.3285	1.1526
0.3037	15.625	500	1.3157	0.0598	1.3157	1.1470
0.3037	15.6875	502	1.2901	0.1264	1.2901	1.1358
0.3037	15.75	504	1.3081	0.1557	1.3081	1.1437
0.3037	15.8125	506	1.3835	0.0445	1.3835	1.1762
0.3037	15.875	508	1.5749	0.1031	1.5749	1.2549
0.3037	15.9375	510	1.7321	0.1765	1.7321	1.3161
0.3037	16.0	512	1.7440	0.2081	1.7440	1.3206
0.3037	16.0625	514	1.6109	0.1585	1.6109	1.2692
0.3037	16.125	516	1.5203	0.0933	1.5203	1.2330
0.3037	16.1875	518	1.4112	0.0398	1.4112	1.1880
0.3037	16.25	520	1.3039	0.1557	1.3039	1.1419
0.3037	16.3125	522	1.2586	0.1267	1.2586	1.1219
0.3037	16.375	524	1.2471	0.1296	1.2471	1.1167
0.3037	16.4375	526	1.2857	0.1562	1.2857	1.1339
0.3037	16.5	528	1.4177	0.0784	1.4177	1.1907
0.3037	16.5625	530	1.5177	0.1848	1.5177	1.2320
0.3037	16.625	532	1.5356	0.1481	1.5356	1.2392
0.3037	16.6875	534	1.4623	0.1141	1.4623	1.2093
0.3037	16.75	536	1.3604	0.0990	1.3604	1.1663
0.3037	16.8125	538	1.3254	0.1174	1.3254	1.1513
0.3037	16.875	540	1.3290	0.2060	1.3290	1.1528
0.3037	16.9375	542	1.3679	0.2159	1.3679	1.1696
0.3037	17.0	544	1.4196	0.1702	1.4196	1.1915
0.3037	17.0625	546	1.4774	0.1436	1.4774	1.2155
0.3037	17.125	548	1.4840	0.1563	1.4840	1.2182
0.3037	17.1875	550	1.5605	0.1855	1.5605	1.2492
0.3037	17.25	552	1.5257	0.1599	1.5257	1.2352
0.3037	17.3125	554	1.4145	0.1050	1.4145	1.1893
0.3037	17.375	556	1.3791	0.1199	1.3791	1.1743
0.3037	17.4375	558	1.3389	0.1379	1.3389	1.1571
0.3037	17.5	560	1.3335	0.1470	1.3335	1.1548
0.3037	17.5625	562	1.3651	0.1458	1.3651	1.1684
0.3037	17.625	564	1.3950	0.1545	1.3950	1.1811
0.3037	17.6875	566	1.3603	0.1773	1.3603	1.1663
0.3037	17.75	568	1.3356	0.0879	1.3356	1.1557
0.3037	17.8125	570	1.3230	0.1321	1.3230	1.1502
0.3037	17.875	572	1.3289	0.0929	1.3289	1.1528
0.3037	17.9375	574	1.3595	0.0661	1.3595	1.1660
0.3037	18.0	576	1.3744	0.1199	1.3744	1.1724
0.3037	18.0625	578	1.4020	0.1199	1.4020	1.1841
0.3037	18.125	580	1.3839	0.1199	1.3839	1.1764
0.3037	18.1875	582	1.2681	0.1711	1.2681	1.1261
0.3037	18.25	584	1.2030	0.2158	1.2030	1.0968
0.3037	18.3125	586	1.1926	0.2158	1.1926	1.0920
0.3037	18.375	588	1.2118	0.1235	1.2118	1.1008
0.3037	18.4375	590	1.2266	0.1841	1.2266	1.1075
0.3037	18.5	592	1.2463	0.2138	1.2463	1.1164
0.3037	18.5625	594	1.2896	0.1711	1.2896	1.1356
0.3037	18.625	596	1.2684	0.1803	1.2684	1.1262
0.3037	18.6875	598	1.2387	0.1935	1.2387	1.1130
0.3037	18.75	600	1.2975	0.1379	1.2975	1.1391
0.3037	18.8125	602	1.3907	0.1171	1.3907	1.1793
0.3037	18.875	604	1.4082	0.1059	1.4082	1.1867
0.3037	18.9375	606	1.3474	0.1562	1.3474	1.1608
0.3037	19.0	608	1.3443	0.1230	1.3443	1.1595
0.3037	19.0625	610	1.3877	0.1050	1.3877	1.1780
0.3037	19.125	612	1.3880	0.1199	1.3880	1.1781
0.3037	19.1875	614	1.3661	0.1584	1.3661	1.1688
0.3037	19.25	616	1.4201	0.1493	1.4201	1.1917
0.3037	19.3125	618	1.4281	0.1493	1.4281	1.1950
0.3037	19.375	620	1.3706	0.1584	1.3706	1.1707
0.3037	19.4375	622	1.3031	0.1379	1.3031	1.1415
0.3037	19.5	624	1.2437	0.1205	1.2437	1.1152
0.3037	19.5625	626	1.2433	0.1480	1.2433	1.1150
0.3037	19.625	628	1.2905	0.1264	1.2905	1.1360
0.3037	19.6875	630	1.3936	0.1599	1.3936	1.1805
0.3037	19.75	632	1.4988	0.2012	1.4988	1.2243
0.3037	19.8125	634	1.4635	0.2012	1.4635	1.2097
0.3037	19.875	636	1.3655	0.1525	1.3655	1.1686
0.3037	19.9375	638	1.2770	0.1935	1.2770	1.1301
0.3037	20.0	640	1.2816	0.1852	1.2816	1.1321
0.3037	20.0625	642	1.3228	0.1026	1.3228	1.1501
0.3037	20.125	644	1.3678	0.1601	1.3678	1.1695
0.3037	20.1875	646	1.3651	0.1601	1.3651	1.1684
0.3037	20.25	648	1.3460	0.1084	1.3460	1.1602
0.3037	20.3125	650	1.2945	0.1413	1.2945	1.1377
0.3037	20.375	652	1.2839	0.1447	1.2839	1.1331
0.3037	20.4375	654	1.2844	0.1142	1.2844	1.1333
0.3037	20.5	656	1.3587	0.0623	1.3587	1.1656
0.3037	20.5625	658	1.4947	0.1316	1.4947	1.2226
0.3037	20.625	660	1.5032	0.0945	1.5032	1.2260
0.3037	20.6875	662	1.4977	0.1316	1.4977	1.2238
0.3037	20.75	664	1.3999	0.0623	1.3999	1.1832
0.3037	20.8125	666	1.3540	0.0623	1.3540	1.1636
0.3037	20.875	668	1.3147	0.0988	1.3147	1.1466
0.3037	20.9375	670	1.3330	0.0598	1.3330	1.1546
0.3037	21.0	672	1.4301	0.0766	1.4301	1.1959
0.3037	21.0625	674	1.4615	0.1284	1.4615	1.2089
0.3037	21.125	676	1.3894	0.1050	1.3894	1.1787
0.3037	21.1875	678	1.3057	0.0929	1.3057	1.1427
0.3037	21.25	680	1.2838	0.0988	1.2838	1.1331
0.3037	21.3125	682	1.2891	0.1205	1.2891	1.1354
0.3037	21.375	684	1.2951	0.1354	1.2951	1.1380
0.3037	21.4375	686	1.3126	0.1413	1.3126	1.1457
0.3037	21.5	688	1.3204	0.0990	1.3204	1.1491
0.3037	21.5625	690	1.3664	0.1921	1.3664	1.1689
0.3037	21.625	692	1.4016	0.1284	1.4016	1.1839
0.3037	21.6875	694	1.3749	0.1921	1.3749	1.1726
0.3037	21.75	696	1.2981	0.1321	1.2981	1.1393
0.3037	21.8125	698	1.2713	0.1264	1.2713	1.1275
0.3037	21.875	700	1.2811	0.1264	1.2811	1.1318
0.3037	21.9375	702	1.3006	0.1671	1.3006	1.1404
0.3037	22.0	704	1.3193	0.1671	1.3193	1.1486
0.3037	22.0625	706	1.2875	0.1615	1.2875	1.1347
0.3037	22.125	708	1.2498	0.1538	1.2498	1.1179
0.3037	22.1875	710	1.2609	0.1882	1.2609	1.1229
0.3037	22.25	712	1.2954	0.1706	1.2954	1.1382
0.3037	22.3125	714	1.3328	0.1671	1.3328	1.1545
0.3037	22.375	716	1.3685	0.1347	1.3685	1.1698
0.3037	22.4375	718	1.3416	0.1671	1.3417	1.1583
0.3037	22.5	720	1.3160	0.1671	1.3160	1.1471
0.3037	22.5625	722	1.3949	0.1403	1.3949	1.1811
0.3037	22.625	724	1.4596	0.1459	1.4596	1.2082
0.3037	22.6875	726	1.6422	0.1400	1.6422	1.2815
0.3037	22.75	728	1.6486	0.0823	1.6486	1.2840
0.3037	22.8125	730	1.4774	0.1565	1.4774	1.2155
0.3037	22.875	732	1.3271	0.1436	1.3271	1.1520
0.3037	22.9375	734	1.2904	0.1388	1.2904	1.1359
0.3037	23.0	736	1.2753	0.1388	1.2753	1.1293
0.3037	23.0625	738	1.2776	0.1354	1.2776	1.1303
0.3037	23.125	740	1.3141	0.1379	1.3141	1.1463
0.3037	23.1875	742	1.4129	0.0933	1.4129	1.1886
0.3037	23.25	744	1.4449	0.0845	1.4449	1.2020
0.3037	23.3125	746	1.3990	0.0933	1.3990	1.1828
0.3037	23.375	748	1.3448	0.0839	1.3448	1.1597
0.3037	23.4375	750	1.3198	0.0867	1.3198	1.1488
0.3037	23.5	752	1.3416	0.0687	1.3416	1.1583
0.3037	23.5625	754	1.3582	0.0687	1.3582	1.1654
0.3037	23.625	756	1.3876	0.0687	1.3876	1.1780
0.3037	23.6875	758	1.3825	0.0687	1.3825	1.1758
0.3037	23.75	760	1.4232	0.1201	1.4232	1.1930
0.3037	23.8125	762	1.4475	0.1201	1.4475	1.2031
0.3037	23.875	764	1.4488	0.1201	1.4488	1.2037
0.3037	23.9375	766	1.5133	0.1347	1.5133	1.2302
0.3037	24.0	768	1.5828	0.1026	1.5828	1.2581
0.3037	24.0625	770	1.6232	0.1257	1.6232	1.2740
0.3037	24.125	772	1.6260	0.0975	1.6260	1.2752
0.3037	24.1875	774	1.5007	0.1201	1.5007	1.2250
0.3037	24.25	776	1.4339	0.0839	1.4339	1.1974
0.3037	24.3125	778	1.4493	0.1050	1.4493	1.2039
0.3037	24.375	780	1.5089	0.1168	1.5089	1.2284
0.3037	24.4375	782	1.4775	0.1021	1.4775	1.2155
0.3037	24.5	784	1.3837	0.1289	1.3837	1.1763
0.3037	24.5625	786	1.3417	0.1619	1.3417	1.1583
0.3037	24.625	788	1.2867	0.0839	1.2867	1.1343
0.3037	24.6875	790	1.2596	0.1080	1.2596	1.1223
0.3037	24.75	792	1.2793	0.0833	1.2793	1.1311
0.3037	24.8125	794	1.3360	0.0650	1.3360	1.1559
0.3037	24.875	796	1.4564	0.0534	1.4564	1.2068
0.3037	24.9375	798	1.5473	0.1312	1.5473	1.2439
0.3037	25.0	800	1.5414	0.1312	1.5414	1.2415
0.3037	25.0625	802	1.4905	0.0486	1.4905	1.2209
0.3037	25.125	804	1.4066	0.0907	1.4066	1.1860
0.3037	25.1875	806	1.2955	0.1080	1.2955	1.1382
0.3037	25.25	808	1.2358	0.1422	1.2358	1.1116
0.3037	25.3125	810	1.2385	0.1235	1.2385	1.1129
0.3037	25.375	812	1.2729	0.1447	1.2729	1.1282
0.3037	25.4375	814	1.3416	0.1437	1.3416	1.1583
0.3037	25.5	816	1.4164	0.1921	1.4164	1.1901
0.3037	25.5625	818	1.4267	0.2242	1.4267	1.1944
0.3037	25.625	820	1.4136	0.2100	1.4136	1.1890
0.3037	25.6875	822	1.3746	0.1201	1.3746	1.1724
0.3037	25.75	824	1.3117	0.0929	1.3117	1.1453
0.3037	25.8125	826	1.2821	0.0804	1.2821	1.1323
0.3037	25.875	828	1.3144	0.0990	1.3144	1.1465
0.3037	25.9375	830	1.3990	0.1912	1.3990	1.1828
0.3037	26.0	832	1.4037	0.1912	1.4037	1.1848
0.3037	26.0625	834	1.3653	0.1766	1.3653	1.1685
0.3037	26.125	836	1.3177	0.0839	1.3177	1.1479
0.3037	26.1875	838	1.2705	0.1142	1.2705	1.1272
0.3037	26.25	840	1.2554	0.1235	1.2554	1.1205
0.3037	26.3125	842	1.2676	0.0804	1.2676	1.1259
0.3037	26.375	844	1.2994	0.0839	1.2994	1.1399
0.3037	26.4375	846	1.3514	0.0839	1.3514	1.1625
0.3037	26.5	848	1.3938	0.1581	1.3938	1.1806
0.3037	26.5625	850	1.4702	0.2100	1.4702	1.2125
0.3037	26.625	852	1.4864	0.2242	1.4864	1.2192
0.3037	26.6875	854	1.4450	0.2100	1.4450	1.2021
0.3037	26.75	856	1.3950	0.0839	1.3950	1.1811
0.3037	26.8125	858	1.3605	0.0839	1.3605	1.1664
0.3037	26.875	860	1.3391	0.0380	1.3391	1.1572
0.3037	26.9375	862	1.3229	0.0469	1.3229	1.1502
0.3037	27.0	864	1.3435	0.0469	1.3435	1.1591
0.3037	27.0625	866	1.3795	0.0380	1.3795	1.1745
0.3037	27.125	868	1.4300	0.0839	1.4300	1.1958
0.3037	27.1875	870	1.4875	0.0872	1.4875	1.2196
0.3037	27.25	872	1.5249	0.1080	1.5249	1.2349
0.3037	27.3125	874	1.5115	0.0933	1.5115	1.2294
0.3037	27.375	876	1.4413	0.0334	1.4413	1.2006
0.3037	27.4375	878	1.3798	0.0929	1.3798	1.1747
0.3037	27.5	880	1.3263	0.0777	1.3263	1.1517
0.3037	27.5625	882	1.3177	0.1230	1.3177	1.1479
0.3037	27.625	884	1.3627	0.0933	1.3627	1.1674
0.3037	27.6875	886	1.3963	0.0758	1.3963	1.1816
0.3037	27.75	888	1.4088	0.1257	1.4088	1.1869
0.3037	27.8125	890	1.4191	0.1347	1.4191	1.1913
0.3037	27.875	892	1.4377	0.1143	1.4377	1.1991
0.3037	27.9375	894	1.4060	0.0935	1.4060	1.1858
0.3037	28.0	896	1.3676	0.1422	1.3676	1.1694
0.3037	28.0625	898	1.3466	0.1422	1.3466	1.1604
0.3037	28.125	900	1.3480	0.1422	1.3480	1.1610
0.3037	28.1875	902	1.3910	0.0559	1.3910	1.1794
0.3037	28.25	904	1.4148	0.0687	1.4148	1.1895
0.3037	28.3125	906	1.4068	0.0687	1.4068	1.1861
0.3037	28.375	908	1.3815	0.0687	1.3815	1.1754
0.3037	28.4375	910	1.3898	0.0687	1.3898	1.1789
0.3037	28.5	912	1.3571	0.1295	1.3571	1.1649
0.3037	28.5625	914	1.3487	0.0896	1.3487	1.1613
0.3037	28.625	916	1.3490	0.0896	1.3490	1.1614
0.3037	28.6875	918	1.3569	0.0867	1.3569	1.1649
0.3037	28.75	920	1.3601	0.0867	1.3601	1.1662
0.3037	28.8125	922	1.3854	0.0687	1.3854	1.1770
0.3037	28.875	924	1.4143	0.1055	1.4143	1.1893
0.3037	28.9375	926	1.3887	0.1055	1.3887	1.1784
0.3037	29.0	928	1.3735	0.0777	1.3735	1.1720
0.3037	29.0625	930	1.3858	0.0687	1.3858	1.1772
0.3037	29.125	932	1.3899	0.0687	1.3899	1.1789
0.3037	29.1875	934	1.3738	0.0777	1.3738	1.1721
0.3037	29.25	936	1.3430	0.0380	1.3430	1.1589
0.3037	29.3125	938	1.3371	0.1050	1.3371	1.1563
0.3037	29.375	940	1.3451	0.1050	1.3451	1.1598
0.3037	29.4375	942	1.3795	0.0291	1.3795	1.1745
0.3037	29.5	944	1.4687	0.1257	1.4687	1.2119
0.3037	29.5625	946	1.5622	0.1027	1.5622	1.2499
0.3037	29.625	948	1.6059	0.0774	1.6059	1.2672
0.3037	29.6875	950	1.5945	0.0416	1.5945	1.2627
0.3037	29.75	952	1.5232	0.0416	1.5232	1.2342
0.3037	29.8125	954	1.4149	0.0610	1.4149	1.1895
0.3037	29.875	956	1.3378	0.1050	1.3378	1.1566
0.3037	29.9375	958	1.3282	0.0445	1.3282	1.1525
0.3037	30.0	960	1.3491	0.0509	1.3491	1.1615
0.3037	30.0625	962	1.3879	0.1050	1.3879	1.1781
0.3037	30.125	964	1.4457	0.0784	1.4457	1.2024
0.3037	30.1875	966	1.4853	0.0784	1.4853	1.2187
0.3037	30.25	968	1.4949	0.0784	1.4949	1.2227
0.3037	30.3125	970	1.5096	0.0784	1.5096	1.2287
0.3037	30.375	972	1.5271	0.0784	1.5271	1.2358
0.3037	30.4375	974	1.5277	0.0462	1.5277	1.2360
0.3037	30.5	976	1.4802	0.0784	1.4802	1.2166
0.3037	30.5625	978	1.4102	0.0661	1.4102	1.1875
0.3037	30.625	980	1.3232	0.0534	1.3232	1.1503
0.3037	30.6875	982	1.2812	0.1328	1.2812	1.1319
0.3037	30.75	984	1.2724	0.1328	1.2724	1.1280
0.3037	30.8125	986	1.2713	0.1328	1.2713	1.1275
0.3037	30.875	988	1.3094	0.0650	1.3094	1.1443
0.3037	30.9375	990	1.3939	0.0687	1.3939	1.1806
0.3037	31.0	992	1.4664	0.0990	1.4664	1.2109
0.3037	31.0625	994	1.5465	0.0462	1.5465	1.2436
0.3037	31.125	996	1.5459	0.0462	1.5459	1.2433
0.3037	31.1875	998	1.4836	0.0334	1.4836	1.2180
0.0617	31.25	1000	1.4274	0.0990	1.4274	1.1947
0.0617	31.3125	1002	1.3536	0.0291	1.3536	1.1635
0.0617	31.375	1004	1.3306	0.0291	1.3306	1.1535
0.0617	31.4375	1006	1.3198	0.1054	1.3198	1.1488
0.0617	31.5	1008	1.3363	0.0964	1.3363	1.1560
0.0617	31.5625	1010	1.3866	0.0687	1.3866	1.1775
0.0617	31.625	1012	1.4576	0.0990	1.4576	1.2073
0.0617	31.6875	1014	1.5366	0.0990	1.5366	1.2396
0.0617	31.75	1016	1.5957	0.0666	1.5957	1.2632

Framework versions

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