ArabicNewSplits7_B_usingWellWrittenEssays_FineTuningAraBERT_run2_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: 1.4140
• Qwk: 0.1076
• Mse: 1.4140
• Rmse: 1.1891

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	0.0435	2	4.7088	0.0010	4.7088	2.1700
No log	0.0870	4	2.7999	0.0193	2.7999	1.6733
No log	0.1304	6	1.8844	-0.0303	1.8844	1.3727
No log	0.1739	8	1.3712	0.1711	1.3712	1.1710
No log	0.2174	10	1.3215	0.0650	1.3215	1.1496
No log	0.2609	12	1.4018	0.1321	1.4018	1.1840
No log	0.3043	14	1.4465	0.0077	1.4465	1.2027
No log	0.3478	16	1.3151	0.0481	1.3151	1.1468
No log	0.3913	18	1.2818	0.1495	1.2818	1.1322
No log	0.4348	20	1.2625	0.1911	1.2625	1.1236
No log	0.4783	22	1.2680	0.0439	1.2680	1.1261
No log	0.5217	24	1.4684	0.0537	1.4684	1.2118
No log	0.5652	26	1.5935	0.0275	1.5935	1.2624
No log	0.6087	28	1.4918	0.0600	1.4918	1.2214
No log	0.6522	30	1.3095	-0.0304	1.3095	1.1443
No log	0.6957	32	1.2733	0.1042	1.2733	1.1284
No log	0.7391	34	1.3530	0.0711	1.3530	1.1632
No log	0.7826	36	1.2785	0.1582	1.2785	1.1307
No log	0.8261	38	1.2660	0.0982	1.2660	1.1252
No log	0.8696	40	1.2689	0.0186	1.2689	1.1264
No log	0.9130	42	1.3060	0.0385	1.3060	1.1428
No log	0.9565	44	1.2242	0.1848	1.2242	1.1065
No log	1.0	46	1.1819	0.1407	1.1819	1.0871
No log	1.0435	48	1.1882	0.1711	1.1882	1.0900
No log	1.0870	50	1.1821	0.1773	1.1821	1.0873
No log	1.1304	52	1.1836	0.1791	1.1836	1.0879
No log	1.1739	54	1.1858	0.1791	1.1858	1.0890
No log	1.2174	56	1.1871	0.2086	1.1871	1.0895
No log	1.2609	58	1.2165	0.0948	1.2165	1.1029
No log	1.3043	60	1.2411	0.2000	1.2411	1.1140
No log	1.3478	62	1.1347	0.3139	1.1347	1.0652
No log	1.3913	64	1.1571	0.2417	1.1571	1.0757
No log	1.4348	66	1.1761	0.2844	1.1761	1.0845
No log	1.4783	68	1.1042	0.2358	1.1042	1.0508
No log	1.5217	70	1.0737	0.2822	1.0737	1.0362
No log	1.5652	72	1.0689	0.2386	1.0689	1.0339
No log	1.6087	74	1.0285	0.3337	1.0285	1.0141
No log	1.6522	76	1.0140	0.3337	1.0140	1.0070
No log	1.6957	78	1.0311	0.2574	1.0311	1.0154
No log	1.7391	80	1.0752	0.2029	1.0752	1.0369
No log	1.7826	82	1.2591	0.1957	1.2591	1.1221
No log	1.8261	84	1.6802	0.1055	1.6802	1.2962
No log	1.8696	86	1.5489	0.1055	1.5489	1.2445
No log	1.9130	88	1.1792	0.3173	1.1792	1.0859
No log	1.9565	90	1.0655	0.3756	1.0655	1.0323
No log	2.0	92	1.0959	0.3533	1.0959	1.0469
No log	2.0435	94	1.1575	0.3113	1.1575	1.0759
No log	2.0870	96	1.4205	0.1222	1.4205	1.1918
No log	2.1304	98	1.5122	0.0952	1.5122	1.2297
No log	2.1739	100	1.3706	0.0946	1.3706	1.1707
No log	2.2174	102	1.1630	0.2065	1.1630	1.0784
No log	2.2609	104	1.0769	0.1977	1.0769	1.0377
No log	2.3043	106	1.0844	0.2371	1.0844	1.0414
No log	2.3478	108	1.2084	0.1959	1.2084	1.0993
No log	2.3913	110	1.2836	0.1658	1.2836	1.1330
No log	2.4348	112	1.1556	0.2650	1.1556	1.0750
No log	2.4783	114	1.1182	0.3514	1.1182	1.0574
No log	2.5217	116	1.1279	0.3318	1.1279	1.0620
No log	2.5652	118	1.4903	0.4128	1.4903	1.2208
No log	2.6087	120	1.7180	0.3179	1.7180	1.3107
No log	2.6522	122	1.5401	0.3778	1.5401	1.2410
No log	2.6957	124	1.2528	0.3632	1.2528	1.1193
No log	2.7391	126	1.3512	0.3785	1.3512	1.1624
No log	2.7826	128	1.4057	0.3785	1.4057	1.1856
No log	2.8261	130	1.5161	0.3224	1.5161	1.2313
No log	2.8696	132	1.6168	0.3077	1.6168	1.2715
No log	2.9130	134	1.5053	0.2634	1.5053	1.2269
No log	2.9565	136	1.3917	0.3201	1.3917	1.1797
No log	3.0	138	1.2353	0.3144	1.2353	1.1114
No log	3.0435	140	1.2320	0.38	1.2320	1.1100
No log	3.0870	142	1.4297	0.3131	1.4297	1.1957
No log	3.1304	144	1.8344	0.1686	1.8344	1.3544
No log	3.1739	146	1.7457	0.2241	1.7457	1.3212
No log	3.2174	148	1.5800	0.3024	1.5800	1.2570
No log	3.2609	150	1.6804	0.2958	1.6804	1.2963
No log	3.3043	152	1.6618	0.3267	1.6618	1.2891
No log	3.3478	154	1.4985	0.3317	1.4985	1.2241
No log	3.3913	156	1.4494	0.3388	1.4494	1.2039
No log	3.4348	158	1.4709	0.3339	1.4709	1.2128
No log	3.4783	160	1.5417	0.3188	1.5417	1.2417
No log	3.5217	162	1.5840	0.1929	1.5840	1.2586
No log	3.5652	164	1.5224	0.1796	1.5224	1.2339
No log	3.6087	166	1.2893	0.1707	1.2893	1.1355
No log	3.6522	168	1.1365	0.2843	1.1365	1.0661
No log	3.6957	170	1.1405	0.2692	1.1405	1.0679
No log	3.7391	172	1.1894	0.1466	1.1894	1.0906
No log	3.7826	174	1.3464	0.2201	1.3464	1.1604
No log	3.8261	176	1.6996	0.2867	1.6996	1.3037
No log	3.8696	178	1.9037	0.2011	1.9037	1.3798
No log	3.9130	180	1.8232	0.0767	1.8232	1.3502
No log	3.9565	182	1.6402	0.0362	1.6402	1.2807
No log	4.0	184	1.3982	0.1903	1.3982	1.1825
No log	4.0435	186	1.2910	0.1631	1.2910	1.1362
No log	4.0870	188	1.3193	0.1631	1.3193	1.1486
No log	4.1304	190	1.4481	0.2173	1.4481	1.2034
No log	4.1739	192	1.6554	0.1498	1.6554	1.2866
No log	4.2174	194	1.7210	0.1689	1.7210	1.3119
No log	4.2609	196	1.7827	0.1664	1.7827	1.3352
No log	4.3043	198	1.6863	0.2105	1.6863	1.2986
No log	4.3478	200	1.5404	0.2105	1.5404	1.2411
No log	4.3913	202	1.3878	0.1986	1.3878	1.1781
No log	4.4348	204	1.2178	0.2123	1.2178	1.1035
No log	4.4783	206	1.2067	0.2783	1.2067	1.0985
No log	4.5217	208	1.3146	0.2474	1.3146	1.1465
No log	4.5652	210	1.6119	0.1960	1.6119	1.2696
No log	4.6087	212	1.6842	0.1465	1.6842	1.2978
No log	4.6522	214	1.5614	0.1371	1.5614	1.2496
No log	4.6957	216	1.4902	0.1011	1.4902	1.2207
No log	4.7391	218	1.4418	0.2807	1.4418	1.2008
No log	4.7826	220	1.2683	0.1864	1.2683	1.1262
No log	4.8261	222	1.2483	0.2345	1.2483	1.1173
No log	4.8696	224	1.2414	0.2539	1.2414	1.1142
No log	4.9130	226	1.3672	0.3339	1.3672	1.1693
No log	4.9565	228	1.6587	0.2691	1.6587	1.2879
No log	5.0	230	1.7525	0.2148	1.7525	1.3238
No log	5.0435	232	1.6267	0.2921	1.6267	1.2754
No log	5.0870	234	1.4470	0.3339	1.4470	1.2029
No log	5.1304	236	1.4017	0.1989	1.4017	1.1839
No log	5.1739	238	1.3909	0.1943	1.3909	1.1794
No log	5.2174	240	1.5237	0.1395	1.5237	1.2344
No log	5.2609	242	1.6614	0.1531	1.6614	1.2890
No log	5.3043	244	1.6447	0.1204	1.6447	1.2825
No log	5.3478	246	1.4745	0.1109	1.4745	1.2143
No log	5.3913	248	1.3357	0.1521	1.3357	1.1557
No log	5.4348	250	1.3186	0.1521	1.3186	1.1483
No log	5.4783	252	1.3933	0.1280	1.3933	1.1804
No log	5.5217	254	1.6610	0.0824	1.6610	1.2888
No log	5.5652	256	1.9528	0.1586	1.9528	1.3974
No log	5.6087	258	1.9726	0.1941	1.9726	1.4045
No log	5.6522	260	1.7971	0.1879	1.7971	1.3406
No log	5.6957	262	1.5437	0.0275	1.5437	1.2425
No log	5.7391	264	1.3083	0.0612	1.3083	1.1438
No log	5.7826	266	1.2100	0.1278	1.2100	1.1000
No log	5.8261	268	1.2248	0.0653	1.2248	1.1067
No log	5.8696	270	1.2753	0.0415	1.2753	1.1293
No log	5.9130	272	1.4350	0.0607	1.4350	1.1979
No log	5.9565	274	1.5899	0.0273	1.5899	1.2609
No log	6.0	276	1.7185	0.0283	1.7185	1.3109
No log	6.0435	278	1.8463	0.0354	1.8463	1.3588
No log	6.0870	280	1.8374	0.1947	1.8374	1.3555
No log	6.1304	282	1.5364	0.2550	1.5364	1.2395
No log	6.1739	284	1.1576	0.1864	1.1576	1.0759
No log	6.2174	286	1.0805	0.1470	1.0805	1.0395
No log	6.2609	288	1.0847	0.1470	1.0847	1.0415
No log	6.3043	290	1.1638	0.1042	1.1638	1.0788
No log	6.3478	292	1.3080	0.0095	1.3080	1.1437
No log	6.3913	294	1.3774	0.0444	1.3774	1.1736
No log	6.4348	296	1.4027	0.0526	1.4027	1.1844
No log	6.4783	298	1.5092	0.0987	1.5092	1.2285
No log	6.5217	300	1.6415	0.1395	1.6415	1.2812
No log	6.5652	302	1.6204	0.1929	1.6204	1.2729
No log	6.6087	304	1.5926	0.1395	1.5926	1.2620
No log	6.6522	306	1.5577	0.0512	1.5577	1.2481
No log	6.6957	308	1.4309	0.1500	1.4309	1.1962
No log	6.7391	310	1.3706	0.0703	1.3706	1.1707
No log	6.7826	312	1.4244	0.0999	1.4244	1.1935
No log	6.8261	314	1.3552	0.0466	1.3552	1.1641
No log	6.8696	316	1.3018	0.1071	1.3018	1.1410
No log	6.9130	318	1.4285	0.1109	1.4285	1.1952
No log	6.9565	320	1.5277	0.1935	1.5277	1.2360
No log	7.0	322	1.5674	0.2328	1.5674	1.2520
No log	7.0435	324	1.3793	0.2227	1.3793	1.1744
No log	7.0870	326	1.2751	0.1585	1.2751	1.1292
No log	7.1304	328	1.3156	0.2191	1.3156	1.1470
No log	7.1739	330	1.4272	0.2227	1.4272	1.1946
No log	7.2174	332	1.4832	0.3556	1.4832	1.2179
No log	7.2609	334	1.4867	0.3566	1.4867	1.2193
No log	7.3043	336	1.5187	0.2967	1.5187	1.2324
No log	7.3478	338	1.4356	0.2437	1.4356	1.1982
No log	7.3913	340	1.2101	0.1857	1.2101	1.1000
No log	7.4348	342	1.1194	0.2219	1.1194	1.0580
No log	7.4783	344	1.1631	0.2065	1.1631	1.0785
No log	7.5217	346	1.3102	0.1105	1.3102	1.1446
No log	7.5652	348	1.5106	0.1970	1.5106	1.2291
No log	7.6087	350	1.5514	0.2455	1.5514	1.2456
No log	7.6522	352	1.4204	0.1718	1.4204	1.1918
No log	7.6957	354	1.2513	0.1906	1.2513	1.1186
No log	7.7391	356	1.2511	0.1906	1.2511	1.1185
No log	7.7826	358	1.3528	0.2354	1.3528	1.1631
No log	7.8261	360	1.4852	0.2903	1.4852	1.2187
No log	7.8696	362	1.4680	0.2520	1.4680	1.2116
No log	7.9130	364	1.3302	0.1753	1.3302	1.1534
No log	7.9565	366	1.2492	0.1345	1.2492	1.1177
No log	8.0	368	1.2086	0.1441	1.2086	1.0994
No log	8.0435	370	1.2067	0.1846	1.2067	1.0985
No log	8.0870	372	1.2936	0.2163	1.2936	1.1374
No log	8.1304	374	1.3464	0.2881	1.3464	1.1603
No log	8.1739	376	1.1917	0.2875	1.1917	1.0916
No log	8.2174	378	1.1009	0.2558	1.1009	1.0492
No log	8.2609	380	1.1503	0.3197	1.1503	1.0725
No log	8.3043	382	1.3371	0.3730	1.3371	1.1563
No log	8.3478	384	1.7227	0.2943	1.7227	1.3125
No log	8.3913	386	1.8607	0.2250	1.8607	1.3641
No log	8.4348	388	1.6929	0.2960	1.6929	1.3011
No log	8.4783	390	1.3526	0.2731	1.3526	1.1630
No log	8.5217	392	1.1299	0.1801	1.1299	1.0629
No log	8.5652	394	1.0826	0.1482	1.0826	1.0405
No log	8.6087	396	1.1050	0.1585	1.1050	1.0512
No log	8.6522	398	1.2630	0.1570	1.2630	1.1238
No log	8.6957	400	1.5226	0.3829	1.5226	1.2339
No log	8.7391	402	1.6019	0.3311	1.6019	1.2657
No log	8.7826	404	1.6719	0.3219	1.6719	1.2930
No log	8.8261	406	1.5451	0.3105	1.5451	1.2430
No log	8.8696	408	1.3350	0.1461	1.3350	1.1554
No log	8.9130	410	1.2033	0.0711	1.2032	1.0969
No log	8.9565	412	1.1827	0.0880	1.1827	1.0875
No log	9.0	414	1.2218	0.0541	1.2218	1.1053
No log	9.0435	416	1.3059	0.0444	1.3059	1.1428
No log	9.0870	418	1.3833	0.1404	1.3833	1.1762
No log	9.1304	420	1.3763	0.1404	1.3763	1.1732
No log	9.1739	422	1.3766	0.1345	1.3766	1.1733
No log	9.2174	424	1.3157	0.0778	1.3157	1.1470
No log	9.2609	426	1.2393	0.1094	1.2393	1.1132
No log	9.3043	428	1.2727	0.1094	1.2727	1.1282
No log	9.3478	430	1.4114	0.2144	1.4114	1.1880
No log	9.3913	432	1.4316	0.2144	1.4316	1.1965
No log	9.4348	434	1.5551	0.3157	1.5551	1.2470
No log	9.4783	436	1.5975	0.3132	1.5975	1.2639
No log	9.5217	438	1.5693	0.3173	1.5693	1.2527
No log	9.5652	440	1.3729	0.2153	1.3729	1.1717
No log	9.6087	442	1.1968	0.1850	1.1968	1.0940
No log	9.6522	444	1.1881	0.1500	1.1881	1.0900
No log	9.6957	446	1.2830	0.1801	1.2830	1.1327
No log	9.7391	448	1.4728	0.2359	1.4728	1.2136
No log	9.7826	450	1.5688	0.2331	1.5688	1.2525
No log	9.8261	452	1.4848	0.1427	1.4848	1.2185
No log	9.8696	454	1.3277	0.0607	1.3277	1.1523
No log	9.9130	456	1.1485	0.1961	1.1485	1.0717
No log	9.9565	458	1.1059	0.1585	1.1059	1.0516
No log	10.0	460	1.1790	0.1961	1.1790	1.0858
No log	10.0435	462	1.2836	0.0607	1.2836	1.1330
No log	10.0870	464	1.2813	0.0607	1.2813	1.1320
No log	10.1304	466	1.2002	0.1902	1.2002	1.0955
No log	10.1739	468	1.1036	0.1585	1.1036	1.0505
No log	10.2174	470	1.0917	0.1585	1.0917	1.0449
No log	10.2609	472	1.1462	0.1910	1.1462	1.0706
No log	10.3043	474	1.2901	0.0937	1.2901	1.1358
No log	10.3478	476	1.5595	0.1674	1.5595	1.2488
No log	10.3913	478	1.7666	0.2739	1.7666	1.3291
No log	10.4348	480	1.7960	0.2957	1.7960	1.3401
No log	10.4783	482	1.6609	0.3233	1.6609	1.2888
No log	10.5217	484	1.4841	0.1480	1.4841	1.2182
No log	10.5652	486	1.3937	0.0843	1.3937	1.1805
No log	10.6087	488	1.3576	0.0843	1.3576	1.1652
No log	10.6522	490	1.3541	0.0444	1.3541	1.1636
No log	10.6957	492	1.3118	0.0769	1.3118	1.1454
No log	10.7391	494	1.2863	0.0430	1.2863	1.1341
No log	10.7826	496	1.3086	0.0843	1.3086	1.1439
No log	10.8261	498	1.3566	0.0685	1.3566	1.1647
0.3587	10.8696	500	1.4124	0.0112	1.4124	1.1884
0.3587	10.9130	502	1.4162	0.0447	1.4162	1.1900
0.3587	10.9565	504	1.3692	0.0851	1.3692	1.1701
0.3587	11.0	506	1.3291	0.1005	1.3291	1.1529
0.3587	11.0435	508	1.3067	0.0685	1.3067	1.1431
0.3587	11.0870	510	1.2890	0.0685	1.2890	1.1354
0.3587	11.1304	512	1.2948	0.0273	1.2948	1.1379
0.3587	11.1739	514	1.3303	0.0768	1.3303	1.1534
0.3587	11.2174	516	1.3458	0.0768	1.3458	1.1601
0.3587	11.2609	518	1.3059	0.0433	1.3059	1.1428
0.3587	11.3043	520	1.2780	0.0769	1.2780	1.1305
0.3587	11.3478	522	1.2917	0.0769	1.2917	1.1365
0.3587	11.3913	524	1.3601	0.0592	1.3601	1.1662
0.3587	11.4348	526	1.5010	0.1198	1.5010	1.2251
0.3587	11.4783	528	1.5744	0.1480	1.5744	1.2548
0.3587	11.5217	530	1.5572	0.1480	1.5572	1.2479
0.3587	11.5652	532	1.4531	0.0282	1.4531	1.2055
0.3587	11.6087	534	1.3152	0.0607	1.3152	1.1468
0.3587	11.6522	536	1.2540	0.0607	1.2540	1.1198
0.3587	11.6957	538	1.2085	0.0769	1.2085	1.0993
0.3587	11.7391	540	1.2176	0.0769	1.2176	1.1034
0.3587	11.7826	542	1.2355	0.1462	1.2355	1.1115
0.3587	11.8261	544	1.3239	0.1713	1.3239	1.1506
0.3587	11.8696	546	1.4570	0.2835	1.4570	1.2071
0.3587	11.9130	548	1.5369	0.3263	1.5369	1.2397
0.3587	11.9565	550	1.5569	0.3456	1.5569	1.2478
0.3587	12.0	552	1.4522	0.3552	1.4522	1.2051
0.3587	12.0435	554	1.2821	0.3745	1.2821	1.1323
0.3587	12.0870	556	1.1450	0.4153	1.1450	1.0701
0.3587	12.1304	558	1.1170	0.4153	1.1170	1.0569
0.3587	12.1739	560	1.1725	0.3475	1.1725	1.0828
0.3587	12.2174	562	1.1798	0.3093	1.1798	1.0862
0.3587	12.2609	564	1.2334	0.3093	1.2334	1.1106
0.3587	12.3043	566	1.2251	0.2424	1.2251	1.1068
0.3587	12.3478	568	1.1258	0.2238	1.1258	1.0611
0.3587	12.3913	570	1.0744	0.2097	1.0744	1.0366
0.3587	12.4348	572	1.0208	0.2175	1.0208	1.0103
0.3587	12.4783	574	1.0436	0.2617	1.0436	1.0216
0.3587	12.5217	576	1.0272	0.1747	1.0272	1.0135
0.3587	12.5652	578	1.0293	0.2061	1.0293	1.0145
0.3587	12.6087	580	1.1024	0.2348	1.1024	1.0500
0.3587	12.6522	582	1.1764	0.1379	1.1764	1.0846
0.3587	12.6957	584	1.2311	0.2131	1.2311	1.1096
0.3587	12.7391	586	1.3204	0.2289	1.3204	1.1491
0.3587	12.7826	588	1.2963	0.2325	1.2963	1.1385
0.3587	12.8261	590	1.2072	0.2410	1.2072	1.0987
0.3587	12.8696	592	1.1038	0.2905	1.1038	1.0506
0.3587	12.9130	594	1.0675	0.3669	1.0675	1.0332
0.3587	12.9565	596	1.0299	0.2363	1.0299	1.0148
0.3587	13.0	598	1.0409	0.2363	1.0409	1.0202
0.3587	13.0435	600	1.0911	0.1952	1.0911	1.0446
0.3587	13.0870	602	1.1780	0.1219	1.1780	1.0853
0.3587	13.1304	604	1.2225	0.0887	1.2225	1.1057
0.3587	13.1739	606	1.2143	0.0454	1.2143	1.1019
0.3587	13.2174	608	1.1780	0.0454	1.1780	1.0853
0.3587	13.2609	610	1.1471	0.0628	1.1471	1.0710
0.3587	13.3043	612	1.1229	0.1076	1.1229	1.0597
0.3587	13.3478	614	1.1127	0.1148	1.1127	1.0549
0.3587	13.3913	616	1.1486	0.1596	1.1486	1.0717
0.3587	13.4348	618	1.1925	0.2424	1.1925	1.0920
0.3587	13.4783	620	1.1785	0.2141	1.1785	1.0856
0.3587	13.5217	622	1.1445	0.1952	1.1445	1.0698
0.3587	13.5652	624	1.1309	0.1747	1.1309	1.0634
0.3587	13.6087	626	1.1470	0.1247	1.1470	1.0710
0.3587	13.6522	628	1.1870	0.1795	1.1870	1.0895
0.3587	13.6957	630	1.2062	0.2535	1.2062	1.0983
0.3587	13.7391	632	1.2649	0.2074	1.2649	1.1247
0.3587	13.7826	634	1.3812	0.2343	1.3812	1.1752
0.3587	13.8261	636	1.3807	0.2343	1.3807	1.1750
0.3587	13.8696	638	1.3349	0.2309	1.3349	1.1554
0.3587	13.9130	640	1.2888	0.2224	1.2888	1.1353
0.3587	13.9565	642	1.2233	0.1557	1.2233	1.1060
0.3587	14.0	644	1.1632	0.1048	1.1632	1.0785
0.3587	14.0435	646	1.1627	0.0974	1.1627	1.0783
0.3587	14.0870	648	1.2176	0.125	1.2176	1.1035
0.3587	14.1304	650	1.2921	0.1252	1.2921	1.1367
0.3587	14.1739	652	1.3368	0.1608	1.3368	1.1562
0.3587	14.2174	654	1.3344	0.1891	1.3344	1.1552
0.3587	14.2609	656	1.2085	0.2367	1.2085	1.0993
0.3587	14.3043	658	1.1472	0.2857	1.1472	1.0711
0.3587	14.3478	660	1.1441	0.3237	1.1441	1.0696
0.3587	14.3913	662	1.1724	0.2978	1.1724	1.0828
0.3587	14.4348	664	1.3128	0.1935	1.3128	1.1458
0.3587	14.4783	666	1.4551	0.2632	1.4551	1.2063
0.3587	14.5217	668	1.6157	0.2693	1.6157	1.2711
0.3587	14.5652	670	1.6444	0.2693	1.6444	1.2823
0.3587	14.6087	672	1.5615	0.2264	1.5615	1.2496
0.3587	14.6522	674	1.4233	0.1796	1.4233	1.1930
0.3587	14.6957	676	1.3243	0.0887	1.3243	1.1508
0.3587	14.7391	678	1.2389	0.0711	1.2389	1.1131
0.3587	14.7826	680	1.1883	0.0700	1.1883	1.0901
0.3587	14.8261	682	1.1749	0.0700	1.1749	1.0839
0.3587	14.8696	684	1.1992	0.0628	1.1992	1.0951
0.3587	14.9130	686	1.2598	0.0454	1.2598	1.1224
0.3587	14.9565	688	1.2837	0.0541	1.2837	1.1330
0.3587	15.0	690	1.2854	0.0541	1.2854	1.1338
0.3587	15.0435	692	1.2455	0.0628	1.2455	1.1160
0.3587	15.0870	694	1.1966	0.0628	1.1966	1.0939
0.3587	15.1304	696	1.1825	0.1148	1.1825	1.0874
0.3587	15.1739	698	1.1775	0.1048	1.1775	1.0851
0.3587	15.2174	700	1.2258	0.1053	1.2258	1.1072
0.3587	15.2609	702	1.3092	0.1536	1.3092	1.1442
0.3587	15.3043	704	1.3669	0.1516	1.3669	1.1692
0.3587	15.3478	706	1.3136	0.1313	1.3136	1.1461
0.3587	15.3913	708	1.2061	0.1696	1.2061	1.0982
0.3587	15.4348	710	1.1600	0.1541	1.1600	1.0770
0.3587	15.4783	712	1.1834	0.1541	1.1834	1.0878
0.3587	15.5217	714	1.2122	0.1379	1.2122	1.1010
0.3587	15.5652	716	1.1981	0.1048	1.1981	1.0946
0.3587	15.6087	718	1.2069	0.1048	1.2069	1.0986
0.3587	15.6522	720	1.2429	0.0954	1.2429	1.1149
0.3587	15.6957	722	1.2850	0.1053	1.2850	1.1336
0.3587	15.7391	724	1.2654	0.0711	1.2654	1.1249
0.3587	15.7826	726	1.2302	0.0711	1.2302	1.1091
0.3587	15.8261	728	1.1756	0.0974	1.1756	1.0842
0.3587	15.8696	730	1.1375	0.1417	1.1375	1.0666
0.3587	15.9130	732	1.1434	0.0974	1.1434	1.0693
0.3587	15.9565	734	1.1539	0.0974	1.1539	1.0742
0.3587	16.0	736	1.1614	0.0974	1.1614	1.0777
0.3587	16.0435	738	1.1554	0.0974	1.1554	1.0749
0.3587	16.0870	740	1.1359	0.1144	1.1359	1.0658
0.3587	16.1304	742	1.0842	0.1585	1.0842	1.0413
0.3587	16.1739	744	1.0528	0.1443	1.0528	1.0260
0.3587	16.2174	746	1.0575	0.1443	1.0575	1.0284
0.3587	16.2609	748	1.1008	0.2263	1.1008	1.0492
0.3587	16.3043	750	1.1568	0.2800	1.1568	1.0756
0.3587	16.3478	752	1.1380	0.1961	1.1380	1.0668
0.3587	16.3913	754	1.0524	0.1443	1.0524	1.0259
0.3587	16.4348	756	1.0196	0.2503	1.0196	1.0098
0.3587	16.4783	758	1.0353	0.2503	1.0353	1.0175
0.3587	16.5217	760	1.1145	0.1214	1.1145	1.0557
0.3587	16.5652	762	1.2397	0.1053	1.2397	1.1134
0.3587	16.6087	764	1.2776	0.1053	1.2776	1.1303
0.3587	16.6522	766	1.2475	0.1053	1.2475	1.1169
0.3587	16.6957	768	1.1940	0.1479	1.1940	1.0927
0.3587	16.7391	770	1.1374	0.1952	1.1374	1.0665
0.3587	16.7826	772	1.1133	0.2263	1.1133	1.0551
0.3587	16.8261	774	1.1120	0.2164	1.1120	1.0545
0.3587	16.8696	776	1.1841	0.2602	1.1841	1.0882
0.3587	16.9130	778	1.2952	0.2725	1.2952	1.1381
0.3587	16.9565	780	1.2949	0.2080	1.2949	1.1379
0.3587	17.0	782	1.2080	0.1795	1.2080	1.0991
0.3587	17.0435	784	1.1117	0.1645	1.1117	1.0544
0.3587	17.0870	786	1.0901	0.1543	1.0901	1.0441
0.3587	17.1304	788	1.0964	0.1543	1.0964	1.0471
0.3587	17.1739	790	1.1339	0.1961	1.1339	1.0648
0.3587	17.2174	792	1.2291	0.1479	1.2291	1.1087
0.3587	17.2609	794	1.3008	0.1659	1.3008	1.1405
0.3587	17.3043	796	1.2981	0.2301	1.2981	1.1394
0.3587	17.3478	798	1.2717	0.2301	1.2717	1.1277
0.3587	17.3913	800	1.2854	0.2301	1.2854	1.1338
0.3587	17.4348	802	1.3216	0.2807	1.3216	1.1496
0.3587	17.4783	804	1.3070	0.2807	1.3070	1.1432
0.3587	17.5217	806	1.2780	0.2559	1.2780	1.1305
0.3587	17.5652	808	1.2778	0.2301	1.2778	1.1304
0.3587	17.6087	810	1.3033	0.1659	1.3033	1.1416
0.3587	17.6522	812	1.3488	0.0678	1.3488	1.1614
0.3587	17.6957	814	1.3514	0.0798	1.3514	1.1625
0.3587	17.7391	816	1.3604	0.0798	1.3604	1.1664
0.3587	17.7826	818	1.3225	0.0887	1.3225	1.1500
0.3587	17.8261	820	1.2742	0.1053	1.2742	1.1288
0.3587	17.8696	822	1.2743	0.1053	1.2743	1.1289
0.3587	17.9130	824	1.2793	0.1379	1.2793	1.1310
0.3587	17.9565	826	1.2556	0.1479	1.2556	1.1205
0.3587	18.0	828	1.2456	0.1479	1.2456	1.1161
0.3587	18.0435	830	1.3015	0.2037	1.3015	1.1408
0.3587	18.0870	832	1.3686	0.2213	1.3686	1.1699
0.3587	18.1304	834	1.4442	0.2959	1.4442	1.2018
0.3587	18.1739	836	1.4263	0.2959	1.4263	1.1943
0.3587	18.2174	838	1.3476	0.2935	1.3476	1.1608
0.3587	18.2609	840	1.2433	0.2141	1.2433	1.1150
0.3587	18.3043	842	1.1748	0.1315	1.1748	1.0839
0.3587	18.3478	844	1.1312	0.1747	1.1312	1.0636
0.3587	18.3913	846	1.1087	0.1747	1.1087	1.0529
0.3587	18.4348	848	1.0892	0.1747	1.0892	1.0436
0.3587	18.4783	850	1.0973	0.1747	1.0973	1.0475
0.3587	18.5217	852	1.1575	0.2953	1.1575	1.0759
0.3587	18.5652	854	1.2425	0.2438	1.2425	1.1147
0.3587	18.6087	856	1.3083	0.2201	1.3083	1.1438
0.3587	18.6522	858	1.2749	0.2301	1.2749	1.1291
0.3587	18.6957	860	1.1819	0.1641	1.1819	1.0872
0.3587	18.7391	862	1.1226	0.1747	1.1226	1.0595
0.3587	18.7826	864	1.1136	0.1585	1.1136	1.0553
0.3587	18.8261	866	1.1562	0.1315	1.1562	1.0753
0.3587	18.8696	868	1.2382	0.1148	1.2382	1.1128
0.3587	18.9130	870	1.2946	0.0865	1.2946	1.1378
0.3587	18.9565	872	1.3094	0.0702	1.3094	1.1443
0.3587	19.0	874	1.3311	0.0887	1.3311	1.1537
0.3587	19.0435	876	1.3398	0.0887	1.3398	1.1575
0.3587	19.0870	878	1.3139	0.0887	1.3139	1.1462
0.3587	19.1304	880	1.2808	0.1479	1.2808	1.1317
0.3587	19.1739	882	1.3214	0.1316	1.3214	1.1495
0.3587	19.2174	884	1.4051	0.0798	1.4051	1.1854
0.3587	19.2609	886	1.4837	0.0199	1.4837	1.2181
0.3587	19.3043	888	1.5721	0.1971	1.5721	1.2538
0.3587	19.3478	890	1.6256	0.2444	1.6256	1.2750
0.3587	19.3913	892	1.6348	0.2740	1.6348	1.2786
0.3587	19.4348	894	1.5867	0.2476	1.5867	1.2597
0.3587	19.4783	896	1.4648	0.1427	1.4648	1.2103
0.3587	19.5217	898	1.3729	0.0525	1.3729	1.1717
0.3587	19.5652	900	1.3391	0.0798	1.3391	1.1572
0.3587	19.6087	902	1.3450	0.0456	1.3450	1.1597
0.3587	19.6522	904	1.3976	0.1126	1.3976	1.1822
0.3587	19.6957	906	1.4054	0.0525	1.4054	1.1855
0.3587	19.7391	908	1.3616	0.1126	1.3616	1.1669
0.3587	19.7826	910	1.2966	0.0098	1.2966	1.1387
0.3587	19.8261	912	1.2653	0.0098	1.2653	1.1248
0.3587	19.8696	914	1.2284	0.1148	1.2284	1.1083
0.3587	19.9130	916	1.2300	0.1479	1.2300	1.1091
0.3587	19.9565	918	1.2548	0.1896	1.2548	1.1202
0.3587	20.0	920	1.3393	0.2122	1.3393	1.1573
0.3587	20.0435	922	1.4083	0.1884	1.4083	1.1867
0.3587	20.0870	924	1.4998	0.2152	1.4998	1.2247
0.3587	20.1304	926	1.5715	0.2152	1.5715	1.2536
0.3587	20.1739	928	1.5372	0.1604	1.5372	1.2398
0.3587	20.2174	930	1.4384	0.0619	1.4384	1.1993
0.3587	20.2609	932	1.3492	0.0098	1.3492	1.1616
0.3587	20.3043	934	1.3155	0.0541	1.3155	1.1469
0.3587	20.3478	936	1.3118	0.0098	1.3118	1.1453
0.3587	20.3913	938	1.3321	0.0098	1.3321	1.1542
0.3587	20.4348	940	1.3598	0.0619	1.3598	1.1661
0.3587	20.4783	942	1.3504	0.0619	1.3504	1.1621
0.3587	20.5217	944	1.3306	0.1031	1.3306	1.1535
0.3587	20.5652	946	1.3085	0.1031	1.3085	1.1439
0.3587	20.6087	948	1.2832	0.0887	1.2832	1.1328
0.3587	20.6522	950	1.2791	0.0541	1.2791	1.1310
0.3587	20.6957	952	1.3089	0.0887	1.3089	1.1441
0.3587	20.7391	954	1.3528	0.0456	1.3528	1.1631
0.3587	20.7826	956	1.4014	0.0456	1.4014	1.1838
0.3587	20.8261	958	1.4121	0.0456	1.4121	1.1883
0.3587	20.8696	960	1.3835	0.0456	1.3835	1.1762
0.3587	20.9130	962	1.3335	0.0887	1.3335	1.1548
0.3587	20.9565	964	1.3002	0.1219	1.3002	1.1403
0.3587	21.0	966	1.2668	0.1345	1.2668	1.1255
0.3587	21.0435	968	1.2131	0.1440	1.2131	1.1014
0.3587	21.0870	970	1.2220	0.1440	1.2220	1.1055
0.3587	21.1304	972	1.2896	0.1889	1.2896	1.1356
0.3587	21.1739	974	1.3738	0.2028	1.3738	1.1721
0.3587	21.2174	976	1.4027	0.2028	1.4027	1.1844
0.3587	21.2609	978	1.3820	0.1497	1.3820	1.1756
0.3587	21.3043	980	1.3920	0.2028	1.3920	1.1798
0.3587	21.3478	982	1.3383	0.1592	1.3383	1.1568
0.3587	21.3913	984	1.2774	0.1789	1.2774	1.1302
0.3587	21.4348	986	1.2180	0.1316	1.2180	1.1036
0.3587	21.4783	988	1.1680	0.1315	1.1680	1.0807
0.3587	21.5217	990	1.1658	0.1315	1.1658	1.0797
0.3587	21.5652	992	1.2277	0.1596	1.2277	1.1080
0.3587	21.6087	994	1.3484	0.1889	1.3484	1.1612
0.3587	21.6522	996	1.4378	0.2028	1.4378	1.1991
0.3587	21.6957	998	1.4786	0.1604	1.4786	1.2160
0.0661	21.7391	1000	1.4543	0.1497	1.4543	1.2059
0.0661	21.7826	1002	1.3819	0.0619	1.3819	1.1755
0.0661	21.8261	1004	1.3195	0.0456	1.3195	1.1487
0.0661	21.8696	1006	1.3024	0.0456	1.3024	1.1412
0.0661	21.9130	1008	1.3516	0.1191	1.3516	1.1626
0.0661	21.9565	1010	1.4140	0.1076	1.4140	1.1891

Framework versions

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