ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k15_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: 1.2506
• Qwk: 0.0954
• Mse: 1.2506
• Rmse: 1.1183

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	0.0455	2	4.6479	-0.0020	4.6479	2.1559
No log	0.0909	4	2.8042	0.0066	2.8042	1.6746
No log	0.1364	6	2.5629	-0.0566	2.5629	1.6009
No log	0.1818	8	1.6482	-0.1009	1.6482	1.2838
No log	0.2273	10	1.2385	0.1110	1.2385	1.1129
No log	0.2727	12	1.2391	0.1812	1.2391	1.1131
No log	0.3182	14	1.3528	0.0319	1.3528	1.1631
No log	0.3636	16	1.1979	0.1693	1.1979	1.0945
No log	0.4091	18	1.1695	0.1952	1.1695	1.0814
No log	0.4545	20	1.1638	0.2520	1.1638	1.0788
No log	0.5	22	1.1670	0.2097	1.1670	1.0803
No log	0.5455	24	1.1760	0.1732	1.1760	1.0844
No log	0.5909	26	1.1952	0.2424	1.1952	1.0933
No log	0.6364	28	1.2331	0.1733	1.2331	1.1104
No log	0.6818	30	1.3394	0.1045	1.3394	1.1573
No log	0.7273	32	1.3618	0.0537	1.3618	1.1670
No log	0.7727	34	1.3753	0.0688	1.3753	1.1727
No log	0.8182	36	1.1898	0.2168	1.1898	1.0908
No log	0.8636	38	1.2015	0.1482	1.2015	1.0961
No log	0.9091	40	1.3730	0.0353	1.3730	1.1718
No log	0.9545	42	1.3862	0.0454	1.3862	1.1774
No log	1.0	44	1.2831	0.0353	1.2831	1.1327
No log	1.0455	46	1.1516	0.1546	1.1516	1.0731
No log	1.0909	48	1.2090	0.2245	1.2090	1.0996
No log	1.1364	50	1.3225	0.1639	1.3225	1.1500
No log	1.1818	52	1.1874	0.2342	1.1874	1.0897
No log	1.2273	54	1.1035	0.2938	1.1035	1.0505
No log	1.2727	56	1.0858	0.3145	1.0858	1.0420
No log	1.3182	58	1.1582	0.2072	1.1582	1.0762
No log	1.3636	60	1.2732	0.2381	1.2732	1.1284
No log	1.4091	62	1.2238	0.2298	1.2238	1.1063
No log	1.4545	64	1.1223	0.2800	1.1223	1.0594
No log	1.5	66	1.0874	0.3715	1.0874	1.0428
No log	1.5455	68	1.1541	0.3191	1.1541	1.0743
No log	1.5909	70	1.3220	0.3411	1.3220	1.1498
No log	1.6364	72	1.4302	0.3118	1.4302	1.1959
No log	1.6818	74	1.4971	0.2644	1.4971	1.2236
No log	1.7273	76	1.3124	0.3595	1.3124	1.1456
No log	1.7727	78	1.0845	0.3282	1.0845	1.0414
No log	1.8182	80	1.0993	0.2258	1.0993	1.0485
No log	1.8636	82	1.1282	0.2594	1.1282	1.0622
No log	1.9091	84	1.3970	0.3752	1.3970	1.1820
No log	1.9545	86	1.4414	0.3752	1.4414	1.2006
No log	2.0	88	1.4246	0.3818	1.4246	1.1936
No log	2.0455	90	1.1502	0.2515	1.1502	1.0725
No log	2.0909	92	1.1577	0.2558	1.1577	1.0760
No log	2.1364	94	1.1169	0.2144	1.1169	1.0569
No log	2.1818	96	1.1624	0.2275	1.1624	1.0781
No log	2.2273	98	1.2291	0.3316	1.2291	1.1087
No log	2.2727	100	1.1226	0.2313	1.1226	1.0595
No log	2.3182	102	1.0003	0.2640	1.0003	1.0001
No log	2.3636	104	0.9554	0.3796	0.9554	0.9774
No log	2.4091	106	1.1392	0.2958	1.1392	1.0673
No log	2.4545	108	1.7763	0.2289	1.7763	1.3328
No log	2.5	110	1.9624	0.0846	1.9624	1.4008
No log	2.5455	112	1.7964	0.1918	1.7964	1.3403
No log	2.5909	114	1.2375	0.3537	1.2375	1.1124
No log	2.6364	116	1.0387	0.3684	1.0387	1.0192
No log	2.6818	118	1.0445	0.4002	1.0445	1.0220
No log	2.7273	120	1.1255	0.2375	1.1255	1.0609
No log	2.7727	122	1.2989	0.2559	1.2989	1.1397
No log	2.8182	124	1.2847	0.2589	1.2847	1.1335
No log	2.8636	126	1.1646	0.2791	1.1646	1.0792
No log	2.9091	128	1.2437	0.2663	1.2437	1.1152
No log	2.9545	130	1.2249	0.2918	1.2249	1.1068
No log	3.0	132	1.2493	0.3232	1.2493	1.1177
No log	3.0455	134	1.4952	0.3510	1.4952	1.2228
No log	3.0909	136	1.5685	0.3345	1.5685	1.2524
No log	3.1364	138	1.4607	0.3238	1.4607	1.2086
No log	3.1818	140	1.2771	0.1703	1.2771	1.1301
No log	3.2273	142	1.1157	0.1211	1.1157	1.0563
No log	3.2727	144	1.0823	0.2142	1.0823	1.0403
No log	3.3182	146	1.1582	0.0700	1.1582	1.0762
No log	3.3636	148	1.2924	0.0607	1.2924	1.1369
No log	3.4091	150	1.3087	0.2046	1.3087	1.1440
No log	3.4545	152	1.2936	0.2046	1.2936	1.1373
No log	3.5	154	1.2619	0.2367	1.2619	1.1233
No log	3.5455	156	1.1976	0.2542	1.1976	1.0943
No log	3.5909	158	1.3165	0.3136	1.3165	1.1474
No log	3.6364	160	1.2762	0.2693	1.2762	1.1297
No log	3.6818	162	1.1117	0.1658	1.1117	1.0544
No log	3.7273	164	0.9964	0.2539	0.9964	0.9982
No log	3.7727	166	1.0239	0.1466	1.0239	1.0119
No log	3.8182	168	1.2053	0.2693	1.2053	1.0979
No log	3.8636	170	1.4094	0.2945	1.4094	1.1872
No log	3.9091	172	1.5210	0.3167	1.5210	1.2333
No log	3.9545	174	1.4240	0.2945	1.4240	1.1933
No log	4.0	176	1.2056	0.2664	1.2056	1.0980
No log	4.0455	178	1.0939	0.2810	1.0939	1.0459
No log	4.0909	180	1.1118	0.2904	1.1118	1.0544
No log	4.1364	182	1.2875	0.2341	1.2875	1.1347
No log	4.1818	184	1.4998	0.2851	1.4998	1.2247
No log	4.2273	186	1.4790	0.2851	1.4790	1.2161
No log	4.2727	188	1.3089	0.2959	1.3089	1.1441
No log	4.3182	190	1.1265	0.2343	1.1265	1.0614
No log	4.3636	192	1.1536	0.2665	1.1536	1.0741
No log	4.4091	194	1.2735	0.2410	1.2735	1.1285
No log	4.4545	196	1.2496	0.2817	1.2496	1.1179
No log	4.5	198	1.1933	0.2864	1.1933	1.0924
No log	4.5455	200	1.1123	0.2466	1.1123	1.0547
No log	4.5909	202	1.1488	0.2727	1.1488	1.0718
No log	4.6364	204	1.3118	0.2445	1.3118	1.1453
No log	4.6818	206	1.2825	0.1935	1.2825	1.1325
No log	4.7273	208	1.2654	0.1935	1.2654	1.1249
No log	4.7727	210	1.2386	0.1989	1.2386	1.1129
No log	4.8182	212	1.2787	0.1989	1.2787	1.1308
No log	4.8636	214	1.3166	0.1989	1.3166	1.1474
No log	4.9091	216	1.5623	0.2900	1.5623	1.2499
No log	4.9545	218	1.6007	0.2900	1.6007	1.2652
No log	5.0	220	1.3766	0.2494	1.3766	1.1733
No log	5.0455	222	1.2069	0.1466	1.2069	1.0986
No log	5.0909	224	1.1461	0.1528	1.1461	1.0705
No log	5.1364	226	1.1470	0.2206	1.1470	1.0710
No log	5.1818	228	1.3626	0.2857	1.3626	1.1673
No log	5.2273	230	1.5092	0.3615	1.5092	1.2285
No log	5.2727	232	1.4242	0.3377	1.4242	1.1934
No log	5.3182	234	1.2881	0.2833	1.2881	1.1349
No log	5.3636	236	1.2558	0.2503	1.2558	1.1206
No log	5.4091	238	1.3178	0.3004	1.3178	1.1480
No log	5.4545	240	1.5798	0.3099	1.5798	1.2569
No log	5.5	242	1.5689	0.3157	1.5689	1.2526
No log	5.5455	244	1.3981	0.2736	1.3981	1.1824
No log	5.5909	246	1.2006	0.1345	1.2006	1.0957
No log	5.6364	248	1.1577	0.0780	1.1577	1.0760
No log	5.6818	250	1.2496	0.1536	1.2496	1.1179
No log	5.7273	252	1.3314	0.1345	1.3314	1.1539
No log	5.7727	254	1.3340	0.2736	1.3340	1.1550
No log	5.8182	256	1.5176	0.3331	1.5176	1.2319
No log	5.8636	258	1.5019	0.3317	1.5019	1.2255
No log	5.9091	260	1.4378	0.3392	1.4378	1.1991
No log	5.9545	262	1.2622	0.3094	1.2622	1.1235
No log	6.0	264	1.2115	0.1903	1.2115	1.1007
No log	6.0455	266	1.0938	0.0721	1.0938	1.0458
No log	6.0909	268	1.0862	0.0810	1.0862	1.0422
No log	6.1364	270	1.1363	0.1211	1.1363	1.0660
No log	6.1818	272	1.2379	0.0980	1.2379	1.1126
No log	6.2273	274	1.3205	0.1894	1.3205	1.1491
No log	6.2727	276	1.5085	0.2660	1.5085	1.2282
No log	6.3182	278	1.7000	0.3063	1.7000	1.3038
No log	6.3636	280	1.7621	0.2803	1.7621	1.3275
No log	6.4091	282	1.7343	0.3093	1.7343	1.3169
No log	6.4545	284	1.6135	0.3173	1.6135	1.2703
No log	6.5	286	1.3652	0.2647	1.3652	1.1684
No log	6.5455	288	1.1689	0.1761	1.1689	1.0811
No log	6.5909	290	1.1965	0.1761	1.1965	1.0938
No log	6.6364	292	1.2878	0.1217	1.2878	1.1348
No log	6.6818	294	1.3170	0.0887	1.3170	1.1476
No log	6.7273	296	1.3698	0.0887	1.3698	1.1704
No log	6.7727	298	1.3433	0.0887	1.3433	1.1590
No log	6.8182	300	1.1913	0.1315	1.1913	1.0915
No log	6.8636	302	1.1403	0.1761	1.1403	1.0678
No log	6.9091	304	1.1853	0.1755	1.1853	1.0887
No log	6.9545	306	1.4325	0.2839	1.4325	1.1969
No log	7.0	308	1.8411	0.2632	1.8411	1.3569
No log	7.0455	310	1.9424	0.1814	1.9424	1.3937
No log	7.0909	312	1.7719	0.3205	1.7719	1.3311
No log	7.1364	314	1.4343	0.2985	1.4343	1.1976
No log	7.1818	316	1.3151	0.1850	1.3151	1.1468
No log	7.2273	318	1.3116	0.1316	1.3116	1.1452
No log	7.2727	320	1.3142	0.1316	1.3142	1.1464
No log	7.3182	322	1.3150	0.1316	1.3150	1.1467
No log	7.3636	324	1.3344	0.1894	1.3344	1.1552
No log	7.4091	326	1.2472	0.1896	1.2472	1.1168
No log	7.4545	328	1.1957	0.2173	1.1957	1.0935
No log	7.5	330	1.3697	0.2863	1.3697	1.1704
No log	7.5455	332	1.4841	0.3317	1.4841	1.2182
No log	7.5909	334	1.4507	0.3317	1.4507	1.2045
No log	7.6364	336	1.3030	0.2798	1.3030	1.1415
No log	7.6818	338	1.2536	0.3108	1.2536	1.1197
No log	7.7273	340	1.3010	0.3003	1.3010	1.1406
No log	7.7727	342	1.2569	0.1596	1.2569	1.1211
No log	7.8182	344	1.3032	0.1596	1.3032	1.1416
No log	7.8636	346	1.4332	0.2238	1.4332	1.1972
No log	7.9091	348	1.4627	0.2131	1.4627	1.2094
No log	7.9545	350	1.3374	0.1596	1.3374	1.1565
No log	8.0	352	1.2706	0.1405	1.2706	1.1272
No log	8.0455	354	1.3552	0.1500	1.3552	1.1641
No log	8.0909	356	1.4887	0.1191	1.4887	1.2201
No log	8.1364	358	1.6191	0.2331	1.6191	1.2724
No log	8.1818	360	1.5424	0.1655	1.5424	1.2419
No log	8.2273	362	1.3957	0.1692	1.3957	1.1814
No log	8.2727	364	1.4124	0.1692	1.4124	1.1884
No log	8.3182	366	1.4348	0.1692	1.4348	1.1978
No log	8.3636	368	1.5931	0.1498	1.5931	1.2622
No log	8.4091	370	1.8508	0.1678	1.8508	1.3604
No log	8.4545	372	1.8897	0.1713	1.8897	1.3746
No log	8.5	374	1.6983	0.2378	1.6983	1.3032
No log	8.5455	376	1.5115	0.1533	1.5115	1.2294
No log	8.5909	378	1.4022	0.1220	1.4022	1.1841
No log	8.6364	380	1.4556	0.1371	1.4556	1.2065
No log	8.6818	382	1.3728	0.1379	1.3728	1.1717
No log	8.7273	384	1.2615	0.0486	1.2615	1.1231
No log	8.7727	386	1.2430	0.0849	1.2430	1.1149
No log	8.8182	388	1.3282	0.1477	1.3282	1.1525
No log	8.8636	390	1.5823	0.1971	1.5823	1.2579
No log	8.9091	392	1.7739	0.1917	1.7739	1.3319
No log	8.9545	394	1.7180	0.2230	1.7180	1.3107
No log	9.0	396	1.5035	0.2377	1.5035	1.2262
No log	9.0455	398	1.4092	0.2377	1.4092	1.1871
No log	9.0909	400	1.4299	0.2377	1.4299	1.1958
No log	9.1364	402	1.5181	0.2228	1.5181	1.2321
No log	9.1818	404	1.5641	0.2228	1.5641	1.2506
No log	9.2273	406	1.4337	0.2479	1.4337	1.1974
No log	9.2727	408	1.2748	0.1894	1.2748	1.1291
No log	9.3182	410	1.1678	0.1479	1.1678	1.0806
No log	9.3636	412	1.1483	0.1379	1.1483	1.0716
No log	9.4091	414	1.1560	0.1850	1.1560	1.0752
No log	9.4545	416	1.2852	0.3348	1.2852	1.1337
No log	9.5	418	1.2962	0.3261	1.2962	1.1385
No log	9.5455	420	1.2357	0.2889	1.2357	1.1116
No log	9.5909	422	1.0937	0.1310	1.0937	1.0458
No log	9.6364	424	1.0444	0.1406	1.0444	1.0220
No log	9.6818	426	1.0441	0.1406	1.0441	1.0218
No log	9.7273	428	1.0909	0.0916	1.0909	1.0445
No log	9.7727	430	1.1896	0.1894	1.1896	1.0907
No log	9.8182	432	1.3930	0.2876	1.3930	1.1803
No log	9.8636	434	1.4194	0.3111	1.4194	1.1914
No log	9.9091	436	1.3412	0.2631	1.3412	1.1581
No log	9.9545	438	1.1500	0.1379	1.1500	1.0724
No log	10.0	440	1.0839	0.1969	1.0839	1.0411
No log	10.0455	442	1.0738	0.1667	1.0738	1.0362
No log	10.0909	444	1.1381	0.1602	1.1381	1.0668
No log	10.1364	446	1.3038	0.2895	1.3038	1.1418
No log	10.1818	448	1.4825	0.3201	1.4825	1.2176
No log	10.2273	450	1.4062	0.3462	1.4062	1.1858
No log	10.2727	452	1.3337	0.2982	1.3337	1.1549
No log	10.3182	454	1.1680	0.2000	1.1680	1.0807
No log	10.3636	456	1.0982	0.1504	1.0982	1.0480
No log	10.4091	458	1.1057	0.1344	1.1057	1.0515
No log	10.4545	460	1.1734	0.2056	1.1734	1.0833
No log	10.5	462	1.3205	0.2479	1.3205	1.1491
No log	10.5455	464	1.5385	0.3600	1.5385	1.2404
No log	10.5909	466	1.5619	0.3600	1.5619	1.2498
No log	10.6364	468	1.4394	0.2444	1.4394	1.1997
No log	10.6818	470	1.2428	0.2000	1.2428	1.1148
No log	10.7273	472	1.0790	0.1242	1.0790	1.0388
No log	10.7727	474	1.0550	0.1995	1.0550	1.0271
No log	10.8182	476	1.0713	0.1671	1.0713	1.0350
No log	10.8636	478	1.1511	0.0771	1.1511	1.0729
No log	10.9091	480	1.3155	0.0098	1.3155	1.1469
No log	10.9545	482	1.4640	0.1126	1.4640	1.2100
No log	11.0	484	1.5762	0.1364	1.5762	1.2555
No log	11.0455	486	1.5690	0.1882	1.5690	1.2526
No log	11.0909	488	1.4355	0.1655	1.4355	1.1981
No log	11.1364	490	1.2322	0.1997	1.2322	1.1101
No log	11.1818	492	1.1874	0.1755	1.1874	1.0897
No log	11.2273	494	1.2588	0.1750	1.2588	1.1220
No log	11.2727	496	1.4365	0.1126	1.4365	1.1985
No log	11.3182	498	1.5100	0.0798	1.5100	1.2288
0.3136	11.3636	500	1.4696	0.0798	1.4696	1.2123
0.3136	11.4091	502	1.4116	0.0798	1.4116	1.1881
0.3136	11.4545	504	1.4202	0.1011	1.4202	1.1917
0.3136	11.5	506	1.5720	0.2923	1.5720	1.2538
0.3136	11.5455	508	1.7288	0.2508	1.7288	1.3149
0.3136	11.5909	510	1.6481	0.2228	1.6481	1.2838
0.3136	11.6364	512	1.4866	0.2028	1.4866	1.2193
0.3136	11.6818	514	1.3244	0.0456	1.3244	1.1508
0.3136	11.7273	516	1.2388	0.0098	1.2388	1.1130
0.3136	11.7727	518	1.2095	0.0980	1.2095	1.0998
0.3136	11.8182	520	1.2118	0.0789	1.2118	1.1008
0.3136	11.8636	522	1.2676	0.0887	1.2676	1.1259
0.3136	11.9091	524	1.3895	0.1497	1.3895	1.1788
0.3136	11.9545	526	1.4793	0.2341	1.4793	1.2163
0.3136	12.0	528	1.4606	0.1497	1.4606	1.2086
0.3136	12.0455	530	1.3784	0.0702	1.3784	1.1740
0.3136	12.0909	532	1.2762	0.0887	1.2762	1.1297
0.3136	12.1364	534	1.2279	0.0596	1.2279	1.1081
0.3136	12.1818	536	1.2626	0.0692	1.2626	1.1237
0.3136	12.2273	538	1.4014	0.0702	1.4014	1.1838
0.3136	12.2727	540	1.5378	0.1191	1.5378	1.2401
0.3136	12.3182	542	1.5518	0.1191	1.5518	1.2457
0.3136	12.3636	544	1.5343	0.1497	1.5343	1.2387
0.3136	12.4091	546	1.4354	0.1497	1.4354	1.1981
0.3136	12.4545	548	1.2722	0.0887	1.2722	1.1279
0.3136	12.5	550	1.1417	0.0849	1.1417	1.0685
0.3136	12.5455	552	1.1116	0.0751	1.1116	1.0543
0.3136	12.5909	554	1.1111	0.0751	1.1111	1.0541
0.3136	12.6364	556	1.1689	0.0789	1.1689	1.0812
0.3136	12.6818	558	1.2520	0.1477	1.2520	1.1189
0.3136	12.7273	560	1.2886	0.1477	1.2886	1.1352
0.3136	12.7727	562	1.3029	0.1477	1.3029	1.1414
0.3136	12.8182	564	1.2413	0.0887	1.2413	1.1141
0.3136	12.8636	566	1.2192	0.0789	1.2192	1.1042
0.3136	12.9091	568	1.2889	0.1477	1.2889	1.1353
0.3136	12.9545	570	1.4388	0.1889	1.4388	1.1995
0.3136	13.0	572	1.5796	0.2740	1.5796	1.2568
0.3136	13.0455	574	1.7197	0.2453	1.7197	1.3114
0.3136	13.0909	576	1.7163	0.2453	1.7163	1.3101
0.3136	13.1364	578	1.5552	0.2987	1.5552	1.2471
0.3136	13.1818	580	1.4754	0.3220	1.4754	1.2146
0.3136	13.2273	582	1.3746	0.2479	1.3746	1.1724
0.3136	13.2727	584	1.2668	0.2046	1.2668	1.1255
0.3136	13.3182	586	1.2855	0.1943	1.2855	1.1338
0.3136	13.3636	588	1.4668	0.2574	1.4668	1.2111
0.3136	13.4091	590	1.5993	0.2659	1.5993	1.2646
0.3136	13.4545	592	1.6589	0.2618	1.6589	1.2880
0.3136	13.5	594	1.6376	0.2765	1.6376	1.2797
0.3136	13.5455	596	1.5608	0.2392	1.5608	1.2493
0.3136	13.5909	598	1.4123	0.2512	1.4123	1.1884
0.3136	13.6364	600	1.2947	0.2457	1.2947	1.1378
0.3136	13.6818	602	1.2665	0.2457	1.2665	1.1254
0.3136	13.7273	604	1.3366	0.2512	1.3366	1.1561
0.3136	13.7727	606	1.3544	0.2213	1.3544	1.1638
0.3136	13.8182	608	1.3430	0.1935	1.3430	1.1589
0.3136	13.8636	610	1.3483	0.1646	1.3483	1.1612
0.3136	13.9091	612	1.3664	0.1646	1.3664	1.1689
0.3136	13.9545	614	1.3599	0.1935	1.3599	1.1662
0.3136	14.0	616	1.2950	0.2131	1.2950	1.1380
0.3136	14.0455	618	1.2630	0.2213	1.2630	1.1238
0.3136	14.0909	620	1.3714	0.2544	1.3714	1.1711
0.3136	14.1364	622	1.5596	0.4094	1.5596	1.2488
0.3136	14.1818	624	1.6655	0.3233	1.6655	1.2906
0.3136	14.2273	626	1.6281	0.2688	1.6281	1.2760
0.3136	14.2727	628	1.4886	0.1058	1.4886	1.2201
0.3136	14.3182	630	1.3554	0.0887	1.3554	1.1642
0.3136	14.3636	632	1.2736	0.0541	1.2736	1.1285
0.3136	14.4091	634	1.2249	0.0612	1.2249	1.1068
0.3136	14.4545	636	1.2085	0.0612	1.2085	1.0993
0.3136	14.5	638	1.2356	0.0789	1.2356	1.1116
0.3136	14.5455	640	1.3201	0.2707	1.3201	1.1489
0.3136	14.5909	642	1.4312	0.3149	1.4312	1.1963
0.3136	14.6364	644	1.5041	0.3368	1.5041	1.2264
0.3136	14.6818	646	1.4573	0.3149	1.4573	1.2072
0.3136	14.7273	648	1.3271	0.2266	1.3271	1.1520
0.3136	14.7727	650	1.2229	0.0887	1.2229	1.1059
0.3136	14.8182	652	1.1779	0.0612	1.1779	1.0853
0.3136	14.8636	654	1.1734	0.0612	1.1734	1.0832
0.3136	14.9091	656	1.1943	0.0954	1.1943	1.0928
0.3136	14.9545	658	1.2280	0.0789	1.2280	1.1082
0.3136	15.0	660	1.2705	0.1477	1.2705	1.1272
0.3136	15.0455	662	1.2917	0.1498	1.2917	1.1365
0.3136	15.0909	664	1.3262	0.1795	1.3262	1.1516
0.3136	15.1364	666	1.3226	0.1795	1.3226	1.1501
0.3136	15.1818	668	1.2447	0.2141	1.2447	1.1156
0.3136	15.2273	670	1.2452	0.2184	1.2452	1.1159
0.3136	15.2727	672	1.3582	0.2512	1.3582	1.1654
0.3136	15.3182	674	1.4876	0.3220	1.4876	1.2197
0.3136	15.3636	676	1.5453	0.3435	1.5453	1.2431
0.3136	15.4091	678	1.4975	0.2736	1.4975	1.2237
0.3136	15.4545	680	1.3972	0.2173	1.3972	1.1820
0.3136	15.5	682	1.3578	0.2087	1.3578	1.1652
0.3136	15.5455	684	1.3386	0.1991	1.3386	1.1570
0.3136	15.5909	686	1.3520	0.1795	1.3520	1.1628
0.3136	15.6364	688	1.4059	0.1889	1.4059	1.1857
0.3136	15.6818	690	1.4401	0.2213	1.4401	1.2000
0.3136	15.7273	692	1.4410	0.2252	1.4410	1.2004
0.3136	15.7727	694	1.3889	0.1889	1.3889	1.1785
0.3136	15.8182	696	1.3372	0.1789	1.3372	1.1564
0.3136	15.8636	698	1.2498	0.0887	1.2498	1.1179
0.3136	15.9091	700	1.1600	0.0612	1.1600	1.0770
0.3136	15.9545	702	1.0942	0.0318	1.0942	1.0461
0.3136	16.0	704	1.0926	0.0318	1.0926	1.0453
0.3136	16.0455	706	1.1712	0.1538	1.1712	1.0822
0.3136	16.0909	708	1.2444	0.2553	1.2444	1.1155
0.3136	16.1364	710	1.3195	0.3026	1.3195	1.1487
0.3136	16.1818	712	1.4330	0.3893	1.4330	1.1971
0.3136	16.2273	714	1.3842	0.3254	1.3842	1.1765
0.3136	16.2727	716	1.2493	0.2938	1.2493	1.1177
0.3136	16.3182	718	1.2420	0.2664	1.2420	1.1144
0.3136	16.3636	720	1.2523	0.2184	1.2523	1.1191
0.3136	16.4091	722	1.2725	0.1440	1.2725	1.1281
0.3136	16.4545	724	1.3299	0.1283	1.3299	1.1532
0.3136	16.5	726	1.3590	0.1283	1.3590	1.1658
0.3136	16.5455	728	1.3417	0.1283	1.3417	1.1583
0.3136	16.5909	730	1.2997	0.1152	1.2997	1.1401
0.3136	16.6364	732	1.2425	0.0541	1.2425	1.1147
0.3136	16.6818	734	1.2491	0.0541	1.2491	1.1176
0.3136	16.7273	736	1.2914	0.1283	1.2914	1.1364
0.3136	16.7727	738	1.3110	0.0872	1.3110	1.1450
0.3136	16.8182	740	1.2801	0.1283	1.2801	1.1314
0.3136	16.8636	742	1.2133	0.1477	1.2133	1.1015
0.3136	16.9091	744	1.1716	0.1637	1.1716	1.0824
0.3136	16.9545	746	1.1363	0.1441	1.1363	1.0660
0.3136	17.0	748	1.1314	0.1441	1.1314	1.0637
0.3136	17.0455	750	1.1149	0.1853	1.1149	1.0559
0.3136	17.0909	752	1.1440	0.1441	1.1440	1.0696
0.3136	17.1364	754	1.1900	0.1379	1.1900	1.0909
0.3136	17.1818	756	1.2558	0.1283	1.2558	1.1206
0.3136	17.2273	758	1.3197	0.2445	1.3197	1.1488
0.3136	17.2727	760	1.3199	0.2445	1.3199	1.1489
0.3136	17.3182	762	1.3330	0.2736	1.3330	1.1546
0.3136	17.3636	764	1.2883	0.1935	1.2883	1.1350
0.3136	17.4091	766	1.2304	0.1477	1.2304	1.1093
0.3136	17.4545	768	1.2174	0.0887	1.2174	1.1034
0.3136	17.5	770	1.1482	0.0513	1.1482	1.0715
0.3136	17.5455	772	1.1387	0.0513	1.1387	1.0671
0.3136	17.5909	774	1.1842	0.0513	1.1842	1.0882
0.3136	17.6364	776	1.2256	0.0442	1.2256	1.1070
0.3136	17.6818	778	1.2246	0.0954	1.2246	1.1066
0.3136	17.7273	780	1.2441	0.0887	1.2441	1.1154
0.3136	17.7727	782	1.3358	0.1789	1.3358	1.1558
0.3136	17.8182	784	1.4010	0.2173	1.4010	1.1836
0.3136	17.8636	786	1.3975	0.2173	1.3975	1.1821
0.3136	17.9091	788	1.3577	0.1789	1.3577	1.1652
0.3136	17.9545	790	1.3496	0.1789	1.3496	1.1617
0.3136	18.0	792	1.3427	0.1889	1.3427	1.1588
0.3136	18.0455	794	1.3258	0.1991	1.3258	1.1515
0.3136	18.0909	796	1.3641	0.1840	1.3641	1.1680
0.3136	18.1364	798	1.3921	0.1789	1.3921	1.1799
0.3136	18.1818	800	1.4484	0.1789	1.4484	1.2035
0.3136	18.2273	802	1.5049	0.2252	1.5049	1.2267
0.3136	18.2727	804	1.4742	0.2173	1.4742	1.2142
0.3136	18.3182	806	1.3887	0.1789	1.3887	1.1784
0.3136	18.3636	808	1.3333	0.1637	1.3333	1.1547
0.3136	18.4091	810	1.3115	0.1637	1.3115	1.1452
0.3136	18.4545	812	1.3031	0.1637	1.3031	1.1415
0.3136	18.5	814	1.2992	0.1477	1.2992	1.1398
0.3136	18.5455	816	1.3013	0.1477	1.3013	1.1408
0.3136	18.5909	818	1.2834	0.1637	1.2834	1.1329
0.3136	18.6364	820	1.2776	0.1637	1.2776	1.1303
0.3136	18.6818	822	1.2598	0.1538	1.2598	1.1224
0.3136	18.7273	824	1.2611	0.1637	1.2611	1.1230
0.3136	18.7727	826	1.2799	0.1789	1.2799	1.1313
0.3136	18.8182	828	1.3015	0.2087	1.3015	1.1409
0.3136	18.8636	830	1.3357	0.2479	1.3357	1.1557
0.3136	18.9091	832	1.3543	0.2410	1.3543	1.1637
0.3136	18.9545	834	1.3010	0.1692	1.3010	1.1406
0.3136	19.0	836	1.2536	0.1538	1.2536	1.1196
0.3136	19.0455	838	1.2243	0.0954	1.2243	1.1065
0.3136	19.0909	840	1.2473	0.0954	1.2473	1.1168
0.3136	19.1364	842	1.2933	0.1538	1.2933	1.1372
0.3136	19.1818	844	1.3677	0.1789	1.3677	1.1695
0.3136	19.2273	846	1.4330	0.1497	1.4330	1.1971
0.3136	19.2727	848	1.4279	0.1497	1.4279	1.1950
0.3136	19.3182	850	1.4214	0.1379	1.4214	1.1922
0.3136	19.3636	852	1.4352	0.1687	1.4352	1.1980
0.3136	19.4091	854	1.4093	0.1379	1.4093	1.1871
0.3136	19.4545	856	1.3809	0.1058	1.3809	1.1751
0.3136	19.5	858	1.3467	0.0456	1.3467	1.1605
0.3136	19.5455	860	1.3298	0.1053	1.3298	1.1532
0.3136	19.5909	862	1.3451	0.2238	1.3451	1.1598
0.3136	19.6364	864	1.4042	0.2289	1.4042	1.1850
0.3136	19.6818	866	1.4628	0.2900	1.4628	1.2094
0.3136	19.7273	868	1.4571	0.2900	1.4571	1.2071
0.3136	19.7727	870	1.3790	0.2252	1.3790	1.1743
0.3136	19.8182	872	1.2913	0.2087	1.2913	1.1364
0.3136	19.8636	874	1.2210	0.1637	1.2210	1.1050
0.3136	19.9091	876	1.2033	0.1053	1.2033	1.0969
0.3136	19.9545	878	1.1767	0.0857	1.1767	1.0848
0.3136	20.0	880	1.1788	0.0857	1.1788	1.0857
0.3136	20.0455	882	1.2075	0.1053	1.2075	1.0989
0.3136	20.0909	884	1.2647	0.1477	1.2647	1.1246
0.3136	20.1364	886	1.3191	0.1379	1.3191	1.1485
0.3136	20.1818	888	1.3526	0.1687	1.3526	1.1630
0.3136	20.2273	890	1.3975	0.2028	1.3975	1.1822
0.3136	20.2727	892	1.4135	0.2028	1.4135	1.1889
0.3136	20.3182	894	1.3767	0.1497	1.3767	1.1733
0.3136	20.3636	896	1.3512	0.2087	1.3512	1.1624
0.3136	20.4091	898	1.3131	0.1789	1.3131	1.1459
0.3136	20.4545	900	1.2567	0.1637	1.2567	1.1210
0.3136	20.5	902	1.2049	0.0711	1.2049	1.0977
0.3136	20.5455	904	1.1982	0.0628	1.1982	1.0946
0.3136	20.5909	906	1.2093	0.0628	1.2093	1.0997
0.3136	20.6364	908	1.2412	0.0541	1.2412	1.1141
0.3136	20.6818	910	1.2731	0.1477	1.2731	1.1283
0.3136	20.7273	912	1.3057	0.1477	1.3057	1.1427
0.3136	20.7727	914	1.3468	0.2410	1.3468	1.1605
0.3136	20.8182	916	1.3488	0.2131	1.3488	1.1614
0.3136	20.8636	918	1.3340	0.1789	1.3340	1.1550
0.3136	20.9091	920	1.3353	0.1477	1.3353	1.1555
0.3136	20.9545	922	1.3152	0.1477	1.3152	1.1468
0.3136	21.0	924	1.3359	0.1477	1.3359	1.1558
0.3136	21.0455	926	1.3867	0.1789	1.3867	1.1776
0.3136	21.0909	928	1.4020	0.1840	1.4020	1.1841
0.3136	21.1364	930	1.3853	0.1692	1.3853	1.1770
0.3136	21.1818	932	1.3598	0.1379	1.3598	1.1661
0.3136	21.2273	934	1.3402	0.1379	1.3402	1.1577
0.3136	21.2727	936	1.3353	0.1477	1.3353	1.1555
0.3136	21.3182	938	1.3003	0.1477	1.3003	1.1403
0.3136	21.3636	940	1.2727	0.1379	1.2727	1.1282
0.3136	21.4091	942	1.2560	0.0789	1.2560	1.1207
0.3136	21.4545	944	1.2252	0.0442	1.2252	1.1069
0.3136	21.5	946	1.1883	0.0415	1.1883	1.0901
0.3136	21.5455	948	1.1854	0.0415	1.1854	1.0888
0.3136	21.5909	950	1.2244	0.0954	1.2244	1.1065
0.3136	21.6364	952	1.2958	0.1538	1.2958	1.1383
0.3136	21.6818	954	1.3273	0.1379	1.3273	1.1521
0.3136	21.7273	956	1.3566	0.1840	1.3566	1.1647
0.3136	21.7727	958	1.3516	0.1536	1.3516	1.1626
0.3136	21.8182	960	1.3241	0.1477	1.3241	1.1507
0.3136	21.8636	962	1.2846	0.1379	1.2846	1.1334
0.3136	21.9091	964	1.2630	0.1538	1.2630	1.1238
0.3136	21.9545	966	1.2398	0.1538	1.2398	1.1135
0.3136	22.0	968	1.2014	0.1248	1.2014	1.0961
0.3136	22.0455	970	1.1970	0.1559	1.1970	1.0941
0.3136	22.0909	972	1.2523	0.1750	1.2523	1.1191
0.3136	22.1364	974	1.3376	0.2037	1.3376	1.1566
0.3136	22.1818	976	1.3747	0.2037	1.3747	1.1725
0.3136	22.2273	978	1.3603	0.1692	1.3603	1.1663
0.3136	22.2727	980	1.2900	0.1379	1.2900	1.1358
0.3136	22.3182	982	1.2135	0.0789	1.2135	1.1016
0.3136	22.3636	984	1.1861	0.0500	1.1861	1.0891
0.3136	22.4091	986	1.2019	0.0596	1.2019	1.0963
0.3136	22.4545	988	1.2360	0.1185	1.2360	1.1118
0.3136	22.5	990	1.2396	0.1405	1.2396	1.1134
0.3136	22.5455	992	1.2362	0.1405	1.2362	1.1118
0.3136	22.5909	994	1.2603	0.2317	1.2603	1.1226
0.3136	22.6364	996	1.2436	0.1801	1.2436	1.1152
0.3136	22.6818	998	1.2461	0.1896	1.2461	1.1163
0.0647	22.7273	1000	1.2360	0.1896	1.2360	1.1118
0.0647	22.7727	1002	1.2732	0.2317	1.2732	1.1284
0.0647	22.8182	1004	1.3803	0.2201	1.3803	1.1749
0.0647	22.8636	1006	1.4064	0.2201	1.4064	1.1859
0.0647	22.9091	1008	1.3559	0.2201	1.3559	1.1644
0.0647	22.9545	1010	1.2687	0.2317	1.2687	1.1264
0.0647	23.0	1012	1.2108	0.0789	1.2108	1.1004
0.0647	23.0455	1014	1.1759	0.0857	1.1759	1.0844
0.0647	23.0909	1016	1.1793	0.0857	1.1793	1.0859
0.0647	23.1364	1018	1.1867	0.0857	1.1867	1.0894
0.0647	23.1818	1020	1.2506	0.0954	1.2506	1.1183

Framework versions

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