ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k19_task5_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: 1.3225
• Qwk: 0.0
• Mse: 1.3225
• Rmse: 1.1500

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	3.9365	-0.0232	3.9365	1.9841
No log	0.0870	4	2.7213	-0.0305	2.7213	1.6496
No log	0.1304	6	2.3416	-0.0372	2.3416	1.5302
No log	0.1739	8	1.4991	0.0854	1.4991	1.2244
No log	0.2174	10	1.1113	0.2268	1.1113	1.0542
No log	0.2609	12	1.1950	0.0731	1.1950	1.0932
No log	0.3043	14	1.1082	0.2094	1.1082	1.0527
No log	0.3478	16	1.2264	0.0884	1.2264	1.1074
No log	0.3913	18	1.6641	-0.0661	1.6641	1.2900
No log	0.4348	20	1.5899	-0.1122	1.5899	1.2609
No log	0.4783	22	1.3669	0.0519	1.3669	1.1692
No log	0.5217	24	1.3565	-0.0417	1.3565	1.1647
No log	0.5652	26	1.3698	-0.0032	1.3698	1.1704
No log	0.6087	28	1.3109	-0.0497	1.3109	1.1450
No log	0.6522	30	1.0949	0.1589	1.0949	1.0464
No log	0.6957	32	1.0503	0.2114	1.0503	1.0248
No log	0.7391	34	1.1274	0.1160	1.1274	1.0618
No log	0.7826	36	1.4414	-0.0881	1.4414	1.2006
No log	0.8261	38	1.6338	-0.1445	1.6338	1.2782
No log	0.8696	40	1.2646	0.0622	1.2646	1.1245
No log	0.9130	42	1.0736	0.1864	1.0736	1.0361
No log	0.9565	44	1.0625	0.2911	1.0625	1.0308
No log	1.0	46	1.1263	0.2647	1.1263	1.0613
No log	1.0435	48	1.3547	-0.0249	1.3547	1.1639
No log	1.0870	50	1.6222	-0.1135	1.6222	1.2737
No log	1.1304	52	1.4905	-0.0623	1.4905	1.2209
No log	1.1739	54	1.2550	0.0911	1.2550	1.1203
No log	1.2174	56	1.0641	0.1857	1.0641	1.0315
No log	1.2609	58	1.0561	0.2179	1.0561	1.0277
No log	1.3043	60	1.1071	0.1761	1.1071	1.0522
No log	1.3478	62	1.2148	0.2021	1.2148	1.1022
No log	1.3913	64	1.3043	0.1489	1.3043	1.1421
No log	1.4348	66	1.2530	0.1609	1.2530	1.1194
No log	1.4783	68	1.1703	0.2312	1.1703	1.0818
No log	1.5217	70	1.1921	0.1801	1.1921	1.0918
No log	1.5652	72	1.2234	0.1370	1.2234	1.1061
No log	1.6087	74	1.4115	0.0939	1.4115	1.1881
No log	1.6522	76	1.5486	0.1111	1.5486	1.2444
No log	1.6957	78	1.4303	0.0861	1.4303	1.1959
No log	1.7391	80	1.2314	0.1500	1.2314	1.1097
No log	1.7826	82	1.0416	0.2226	1.0416	1.0206
No log	1.8261	84	0.9985	0.2818	0.9985	0.9993
No log	1.8696	86	1.0136	0.2251	1.0136	1.0068
No log	1.9130	88	1.1889	0.0961	1.1889	1.0904
No log	1.9565	90	1.3523	0.0541	1.3523	1.1629
No log	2.0	92	1.3806	0.0541	1.3806	1.1750
No log	2.0435	94	1.2957	0.1170	1.2957	1.1383
No log	2.0870	96	1.2446	0.2577	1.2446	1.1156
No log	2.1304	98	1.2931	0.2934	1.2931	1.1371
No log	2.1739	100	1.3752	0.2647	1.3752	1.1727
No log	2.2174	102	1.5603	0.2239	1.5603	1.2491
No log	2.2609	104	1.5673	0.1943	1.5673	1.2519
No log	2.3043	106	1.3581	0.1880	1.3581	1.1654
No log	2.3478	108	1.2639	0.2203	1.2639	1.1242
No log	2.3913	110	1.3721	0.1744	1.3721	1.1713
No log	2.4348	112	1.3828	0.1744	1.3828	1.1759
No log	2.4783	114	1.3706	0.0931	1.3706	1.1707
No log	2.5217	116	1.3150	0.0278	1.3150	1.1467
No log	2.5652	118	1.3244	0.0278	1.3244	1.1508
No log	2.6087	120	1.3610	0.0571	1.3610	1.1666
No log	2.6522	122	1.4379	0.1438	1.4379	1.1991
No log	2.6957	124	1.5829	0.2084	1.5829	1.2581
No log	2.7391	126	1.6933	0.1630	1.6933	1.3013
No log	2.7826	128	1.7564	0.1565	1.7564	1.3253
No log	2.8261	130	1.6753	0.1531	1.6753	1.2943
No log	2.8696	132	1.5731	0.2084	1.5731	1.2542
No log	2.9130	134	1.3438	0.1935	1.3438	1.1592
No log	2.9565	136	1.1707	0.3322	1.1707	1.0820
No log	3.0	138	1.1864	0.2986	1.1864	1.0892
No log	3.0435	140	1.3843	0.1727	1.3843	1.1765
No log	3.0870	142	1.3959	0.2026	1.3959	1.1815
No log	3.1304	144	1.2520	0.1750	1.2520	1.1189
No log	3.1739	146	1.0363	0.2836	1.0363	1.0180
No log	3.2174	148	1.0039	0.2814	1.0039	1.0020
No log	3.2609	150	1.0200	0.2747	1.0200	1.0099
No log	3.3043	152	1.1611	0.1751	1.1611	1.0775
No log	3.3478	154	1.2712	0.2241	1.2712	1.1275
No log	3.3913	156	1.3275	0.2026	1.3275	1.1522
No log	3.4348	158	1.3712	0.2015	1.3712	1.1710
No log	3.4783	160	1.4292	0.2126	1.4292	1.1955
No log	3.5217	162	1.3521	0.1744	1.3521	1.1628
No log	3.5652	164	1.2403	0.1052	1.2403	1.1137
No log	3.6087	166	1.2213	0.1052	1.2213	1.1051
No log	3.6522	168	1.2553	0.1407	1.2553	1.1204
No log	3.6957	170	1.3345	0.1744	1.3345	1.1552
No log	3.7391	172	1.3148	0.1407	1.3148	1.1467
No log	3.7826	174	1.2434	0.1407	1.2434	1.1151
No log	3.8261	176	1.1953	0.1744	1.1953	1.0933
No log	3.8696	178	1.1782	0.1838	1.1782	1.0855
No log	3.9130	180	1.2119	0.2372	1.2119	1.1009
No log	3.9565	182	1.2574	0.1952	1.2574	1.1213
No log	4.0	184	1.2950	0.1288	1.2950	1.1380
No log	4.0435	186	1.2514	0.1952	1.2514	1.1187
No log	4.0870	188	1.0793	0.1628	1.0793	1.0389
No log	4.1304	190	0.9864	0.0990	0.9864	0.9932
No log	4.1739	192	1.0281	0.1654	1.0281	1.0139
No log	4.2174	194	1.2053	0.1943	1.2053	1.0979
No log	4.2609	196	1.4822	0.2733	1.4822	1.2174
No log	4.3043	198	1.6190	0.2733	1.6190	1.2724
No log	4.3478	200	1.5802	0.2568	1.5802	1.2571
No log	4.3913	202	1.4305	0.2089	1.4305	1.1961
No log	4.4348	204	1.2446	0.1654	1.2446	1.1156
No log	4.4783	206	1.1579	0.1226	1.1579	1.0761
No log	4.5217	208	1.2399	-0.0929	1.2399	1.1135
No log	4.5652	210	1.3674	-0.0263	1.3674	1.1693
No log	4.6087	212	1.4571	0.0935	1.4571	1.2071
No log	4.6522	214	1.6547	0.1565	1.6547	1.2864
No log	4.6957	216	1.7420	0.1476	1.7420	1.3198
No log	4.7391	218	1.6654	0.1423	1.6654	1.2905
No log	4.7826	220	1.4261	0.2062	1.4261	1.1942
No log	4.8261	222	1.1989	0.2038	1.1989	1.0950
No log	4.8696	224	1.1364	0.1976	1.1364	1.0660
No log	4.9130	226	1.1866	0.2126	1.1866	1.0893
No log	4.9565	228	1.3037	0.2126	1.3037	1.1418
No log	5.0	230	1.4564	0.2342	1.4564	1.2068
No log	5.0435	232	1.5256	0.2694	1.5256	1.2352
No log	5.0870	234	1.5762	0.2940	1.5762	1.2555
No log	5.1304	236	1.5906	0.2940	1.5906	1.2612
No log	5.1739	238	1.6182	0.2974	1.6182	1.2721
No log	5.2174	240	1.6432	0.2974	1.6432	1.2819
No log	5.2609	242	1.5135	0.2694	1.5135	1.2302
No log	5.3043	244	1.3818	0.2170	1.3818	1.1755
No log	5.3478	246	1.2951	0.2123	1.2951	1.1380
No log	5.3913	248	1.2601	0.1850	1.2601	1.1225
No log	5.4348	250	1.2575	0.2170	1.2574	1.1214
No log	5.4783	252	1.2783	0.2117	1.2783	1.1306
No log	5.5217	254	1.3535	0.2117	1.3535	1.1634
No log	5.5652	256	1.4060	0.2391	1.4060	1.1857
No log	5.6087	258	1.3457	0.2117	1.3457	1.1600
No log	5.6522	260	1.2294	0.2170	1.2294	1.1088
No log	5.6957	262	1.2760	0.2170	1.2760	1.1296
No log	5.7391	264	1.4787	0.2653	1.4787	1.2160
No log	5.7826	266	1.5640	0.2391	1.5640	1.2506
No log	5.8261	268	1.5706	0.2062	1.5706	1.2532
No log	5.8696	270	1.4463	0.2239	1.4463	1.2026
No log	5.9130	272	1.2451	0.1407	1.2451	1.1158
No log	5.9565	274	1.1629	0.0401	1.1629	1.0784
No log	6.0	276	1.1448	0.0401	1.1448	1.0699
No log	6.0435	278	1.1363	0.0	1.1363	1.0660
No log	6.0870	280	1.2335	0.0781	1.2335	1.1106
No log	6.1304	282	1.4538	0.1814	1.4538	1.2057
No log	6.1739	284	1.6059	0.2694	1.6059	1.2673
No log	6.2174	286	1.5940	0.2315	1.5940	1.2625
No log	6.2609	288	1.5500	0.2270	1.5500	1.2450
No log	6.3043	290	1.4412	0.1850	1.4412	1.2005
No log	6.3478	292	1.3873	0.1769	1.3873	1.1778
No log	6.3913	294	1.2601	0.0	1.2601	1.1226
No log	6.4348	296	1.2080	0.0	1.2080	1.0991
No log	6.4783	298	1.2249	0.0	1.2249	1.1067
No log	6.5217	300	1.2305	0.0	1.2305	1.1093
No log	6.5652	302	1.2659	0.0033	1.2659	1.1251
No log	6.6087	304	1.3705	0.1255	1.3705	1.1707
No log	6.6522	306	1.5111	0.1370	1.5111	1.2293
No log	6.6957	308	1.6192	0.2342	1.6192	1.2725
No log	6.7391	310	1.5472	0.2424	1.5472	1.2439
No log	6.7826	312	1.4260	0.1113	1.4260	1.1942
No log	6.8261	314	1.3601	0.0	1.3601	1.1662
No log	6.8696	316	1.4354	0.0	1.4354	1.1981
No log	6.9130	318	1.4593	0.0	1.4593	1.2080
No log	6.9565	320	1.5025	0.0661	1.5025	1.2258
No log	7.0	322	1.5379	0.1052	1.5379	1.2401
No log	7.0435	324	1.5436	0.1744	1.5436	1.2424
No log	7.0870	326	1.5589	0.0661	1.5589	1.2486
No log	7.1304	328	1.5395	0.0883	1.5395	1.2408
No log	7.1739	330	1.5589	0.1734	1.5589	1.2485
No log	7.2174	332	1.7114	0.1808	1.7114	1.3082
No log	7.2609	334	1.8738	0.1002	1.8738	1.3689
No log	7.3043	336	1.9387	0.1002	1.9387	1.3924
No log	7.3478	338	1.8955	0.1807	1.8955	1.3768
No log	7.3913	340	1.6579	0.2117	1.6579	1.2876
No log	7.4348	342	1.4418	0.1288	1.4418	1.2008
No log	7.4783	344	1.3060	0.0931	1.3060	1.1428
No log	7.5217	346	1.3268	0.0541	1.3268	1.1519
No log	7.5652	348	1.3956	0.1744	1.3956	1.1813
No log	7.6087	350	1.5431	0.2474	1.5431	1.2422
No log	7.6522	352	1.6069	0.2611	1.6069	1.2676
No log	7.6957	354	1.6304	0.2174	1.6304	1.2769
No log	7.7391	356	1.5382	0.2123	1.5382	1.2402
No log	7.7826	358	1.3799	0.1727	1.3799	1.1747
No log	7.8261	360	1.2919	0.1316	1.2919	1.1366
No log	7.8696	362	1.3619	0.1024	1.3619	1.1670
No log	7.9130	364	1.4500	0.2239	1.4500	1.2041
No log	7.9565	366	1.4819	0.2342	1.4819	1.2173
No log	8.0	368	1.3776	0.1197	1.3776	1.1737
No log	8.0435	370	1.1953	0.1019	1.1953	1.0933
No log	8.0870	372	1.1063	0.0406	1.1063	1.0518
No log	8.1304	374	1.1168	0.0406	1.1168	1.0568
No log	8.1739	376	1.2230	0.1705	1.2230	1.1059
No log	8.2174	378	1.4200	0.1370	1.4200	1.1916
No log	8.2609	380	1.4560	0.0931	1.4560	1.2066
No log	8.3043	382	1.4686	0.0931	1.4686	1.2119
No log	8.3478	384	1.4976	0.1744	1.4976	1.2237
No log	8.3913	386	1.4849	0.1744	1.4849	1.2186
No log	8.4348	388	1.5288	0.2665	1.5288	1.2365
No log	8.4783	390	1.5550	0.2752	1.5550	1.2470
No log	8.5217	392	1.4539	0.2372	1.4539	1.2058
No log	8.5652	394	1.3677	0.2065	1.3677	1.1695
No log	8.6087	396	1.3685	0.1407	1.3685	1.1698
No log	8.6522	398	1.4109	0.1744	1.4109	1.1878
No log	8.6957	400	1.5116	0.2424	1.5116	1.2295
No log	8.7391	402	1.5118	0.2474	1.5118	1.2295
No log	8.7826	404	1.5575	0.2522	1.5575	1.2480
No log	8.8261	406	1.5527	0.2126	1.5527	1.2461
No log	8.8696	408	1.4464	0.1407	1.4464	1.2027
No log	8.9130	410	1.4063	0.0	1.4063	1.1859
No log	8.9565	412	1.3768	0.0	1.3768	1.1734
No log	9.0	414	1.3550	-0.0411	1.3550	1.1641
No log	9.0435	416	1.3643	0.0	1.3643	1.1680
No log	9.0870	418	1.4810	0.0401	1.4810	1.2170
No log	9.1304	420	1.6359	0.2126	1.6359	1.2790
No log	9.1739	422	1.7412	0.1892	1.7412	1.3196
No log	9.2174	424	1.8050	0.1487	1.8050	1.3435
No log	9.2609	426	1.7355	0.1955	1.7355	1.3174
No log	9.3043	428	1.5760	0.2653	1.5760	1.2554
No log	9.3478	430	1.4390	0.2015	1.4390	1.1996
No log	9.3913	432	1.3894	0.1700	1.3894	1.1787
No log	9.4348	434	1.3953	0.1744	1.3953	1.1812
No log	9.4783	436	1.4498	0.1744	1.4498	1.2041
No log	9.5217	438	1.4705	0.1744	1.4705	1.2126
No log	9.5652	440	1.3951	0.1744	1.3951	1.1811
No log	9.6087	442	1.2963	0.1052	1.2963	1.1385
No log	9.6522	444	1.2880	0.1052	1.2880	1.1349
No log	9.6957	446	1.3230	0.1407	1.3230	1.1502
No log	9.7391	448	1.3931	0.1407	1.3931	1.1803
No log	9.7826	450	1.4239	0.1052	1.4239	1.1933
No log	9.8261	452	1.4655	0.1744	1.4655	1.2106
No log	9.8696	454	1.4982	0.2372	1.4982	1.2240
No log	9.9130	456	1.5002	0.2372	1.5002	1.2248
No log	9.9565	458	1.4132	0.2372	1.4132	1.1888
No log	10.0	460	1.2400	0.0	1.2400	1.1135
No log	10.0435	462	1.1297	0.0155	1.1297	1.0629
No log	10.0870	464	1.1569	0.0155	1.1569	1.0756
No log	10.1304	466	1.2550	0.0	1.2550	1.1203
No log	10.1739	468	1.2879	0.1113	1.2879	1.1348
No log	10.2174	470	1.3146	0.0390	1.3146	1.1466
No log	10.2609	472	1.3950	0.0781	1.3950	1.1811
No log	10.3043	474	1.4311	0.0781	1.4311	1.1963
No log	10.3478	476	1.4025	0.0781	1.4025	1.1843
No log	10.3913	478	1.3441	0.0	1.3441	1.1593
No log	10.4348	480	1.3662	0.0	1.3662	1.1689
No log	10.4783	482	1.4121	0.1370	1.4121	1.1883
No log	10.5217	484	1.5203	0.2015	1.5203	1.2330
No log	10.5652	486	1.7276	0.1963	1.7276	1.3144
No log	10.6087	488	1.8236	0.2056	1.8236	1.3504
No log	10.6522	490	1.7907	0.2317	1.7907	1.3382
No log	10.6957	492	1.6974	0.2391	1.6974	1.3028
No log	10.7391	494	1.5156	0.1744	1.5156	1.2311
No log	10.7826	496	1.4285	0.0390	1.4285	1.1952
No log	10.8261	498	1.3874	0.0390	1.3874	1.1779
0.2613	10.8696	500	1.3506	0.0	1.3506	1.1622
0.2613	10.9130	502	1.3637	0.0661	1.3637	1.1678
0.2613	10.9565	504	1.4279	0.1370	1.4279	1.1950
0.2613	11.0	506	1.5500	0.2315	1.5500	1.2450
0.2613	11.0435	508	1.6369	0.2465	1.6369	1.2794
0.2613	11.0870	510	1.7018	0.2832	1.7018	1.3045
0.2613	11.1304	512	1.6085	0.2665	1.6085	1.2683
0.2613	11.1739	514	1.4327	0.1744	1.4327	1.1969
0.2613	11.2174	516	1.3146	0.0401	1.3146	1.1466
0.2613	11.2609	518	1.2902	0.0401	1.2902	1.1359
0.2613	11.3043	520	1.3147	0.0401	1.3147	1.1466
0.2613	11.3478	522	1.3176	0.1407	1.3176	1.1479
0.2613	11.3913	524	1.3261	0.1744	1.3261	1.1516
0.2613	11.4348	526	1.2363	0.2206	1.2363	1.1119
0.2613	11.4783	528	1.2522	0.2313	1.2522	1.1190
0.2613	11.5217	530	1.4130	0.2431	1.4130	1.1887
0.2613	11.5652	532	1.7543	0.1911	1.7543	1.3245
0.2613	11.6087	534	1.8516	0.2406	1.8516	1.3607
0.2613	11.6522	536	1.7143	0.1892	1.7143	1.3093
0.2613	11.6957	538	1.5454	0.1288	1.5454	1.2431
0.2613	11.7391	540	1.4371	0.0781	1.4371	1.1988
0.2613	11.7826	542	1.3778	0.1370	1.3778	1.1738
0.2613	11.8261	544	1.3337	0.1370	1.3337	1.1549
0.2613	11.8696	546	1.3540	0.1700	1.3540	1.1636
0.2613	11.9130	548	1.4217	0.2126	1.4217	1.1924
0.2613	11.9565	550	1.3881	0.2065	1.3881	1.1782
0.2613	12.0	552	1.2795	0.0781	1.2795	1.1312
0.2613	12.0435	554	1.1736	0.0155	1.1736	1.0834
0.2613	12.0870	556	1.1141	0.0587	1.1141	1.0555
0.2613	12.1304	558	1.0583	0.0618	1.0583	1.0288
0.2613	12.1739	560	1.0693	0.1407	1.0693	1.0341
0.2613	12.2174	562	1.1314	0.0961	1.1314	1.0637
0.2613	12.2609	564	1.2606	0.1769	1.2606	1.1228
0.2613	12.3043	566	1.3739	0.2126	1.3739	1.1721
0.2613	12.3478	568	1.4466	0.2126	1.4466	1.2028
0.2613	12.3913	570	1.4543	0.2126	1.4543	1.2060
0.2613	12.4348	572	1.5068	0.2424	1.5068	1.2275
0.2613	12.4783	574	1.6092	0.2832	1.6092	1.2685
0.2613	12.5217	576	1.7369	0.2940	1.7369	1.3179
0.2613	12.5652	578	1.7533	0.2940	1.7533	1.3241
0.2613	12.6087	580	1.6560	0.2474	1.6560	1.2868
0.2613	12.6522	582	1.5699	0.1228	1.5699	1.2530
0.2613	12.6957	584	1.5091	0.0781	1.5091	1.2285
0.2613	12.7391	586	1.4348	0.0401	1.4348	1.1978
0.2613	12.7826	588	1.3822	0.0401	1.3822	1.1757
0.2613	12.8261	590	1.3843	0.0401	1.3843	1.1766
0.2613	12.8696	592	1.4302	0.1407	1.4302	1.1959
0.2613	12.9130	594	1.4860	0.2424	1.4860	1.2190
0.2613	12.9565	596	1.5159	0.2474	1.5159	1.2312
0.2613	13.0	598	1.5296	0.2793	1.5296	1.2368
0.2613	13.0435	600	1.6018	0.2832	1.6018	1.2656
0.2613	13.0870	602	1.5336	0.2832	1.5336	1.2384
0.2613	13.1304	604	1.4550	0.2474	1.4550	1.2062
0.2613	13.1739	606	1.4058	0.2424	1.4058	1.1856
0.2613	13.2174	608	1.3353	0.2075	1.3353	1.1556
0.2613	13.2609	610	1.3624	0.2075	1.3624	1.1672
0.2613	13.3043	612	1.3326	0.1769	1.3326	1.1544
0.2613	13.3478	614	1.3241	0.1769	1.3241	1.1507
0.2613	13.3913	616	1.3316	0.1769	1.3316	1.1539
0.2613	13.4348	618	1.3209	0.1769	1.3209	1.1493
0.2613	13.4783	620	1.3151	0.1769	1.3151	1.1468
0.2613	13.5217	622	1.3106	0.1769	1.3106	1.1448
0.2613	13.5652	624	1.3274	0.2424	1.3274	1.1521
0.2613	13.6087	626	1.4479	0.2752	1.4479	1.2033
0.2613	13.6522	628	1.5377	0.2568	1.5377	1.2400
0.2613	13.6957	630	1.5216	0.2568	1.5216	1.2336
0.2613	13.7391	632	1.5517	0.2568	1.5517	1.2457
0.2613	13.7826	634	1.6063	0.2568	1.6063	1.2674
0.2613	13.8261	636	1.5487	0.2752	1.5487	1.2445
0.2613	13.8696	638	1.4303	0.2065	1.4303	1.1960
0.2613	13.9130	640	1.3684	0.2065	1.3684	1.1698
0.2613	13.9565	642	1.3211	0.0401	1.3211	1.1494
0.2613	14.0	644	1.3409	0.0401	1.3409	1.1580
0.2613	14.0435	646	1.4071	0.0781	1.4071	1.1862
0.2613	14.0870	648	1.4992	0.2065	1.4992	1.2244
0.2613	14.1304	650	1.6000	0.2709	1.6000	1.2649
0.2613	14.1739	652	1.6450	0.2752	1.6450	1.2826
0.2613	14.2174	654	1.6421	0.2752	1.6421	1.2814
0.2613	14.2609	656	1.6102	0.2417	1.6102	1.2689
0.2613	14.3043	658	1.5413	0.2372	1.5413	1.2415
0.2613	14.3478	660	1.5115	0.2372	1.5115	1.2294
0.2613	14.3913	662	1.5279	0.2372	1.5279	1.2361
0.2613	14.4348	664	1.5128	0.2372	1.5128	1.2300
0.2613	14.4783	666	1.5337	0.2424	1.5337	1.2384
0.2613	14.5217	668	1.5367	0.2752	1.5367	1.2397
0.2613	14.5652	670	1.5846	0.2752	1.5846	1.2588
0.2613	14.6087	672	1.6122	0.2832	1.6122	1.2697
0.2613	14.6522	674	1.5983	0.2752	1.5983	1.2642
0.2613	14.6957	676	1.5849	0.2752	1.5849	1.2589
0.2613	14.7391	678	1.5418	0.2752	1.5418	1.2417
0.2613	14.7826	680	1.4476	0.1744	1.4476	1.2032
0.2613	14.8261	682	1.3866	0.1142	1.3866	1.1776
0.2613	14.8696	684	1.3755	0.0401	1.3755	1.1728
0.2613	14.9130	686	1.3934	0.0781	1.3934	1.1804
0.2613	14.9565	688	1.4456	0.1142	1.4456	1.2023
0.2613	15.0	690	1.5034	0.1769	1.5034	1.2261
0.2613	15.0435	692	1.5961	0.2752	1.5961	1.2634
0.2613	15.0870	694	1.7191	0.2832	1.7191	1.3111
0.2613	15.1304	696	1.8074	0.2406	1.8074	1.3444
0.2613	15.1739	698	1.7995	0.2770	1.7995	1.3414
0.2613	15.2174	700	1.6816	0.2752	1.6816	1.2968
0.2613	15.2609	702	1.5217	0.1142	1.5217	1.2336
0.2613	15.3043	704	1.3637	0.0401	1.3637	1.1678
0.2613	15.3478	706	1.2650	0.0	1.2650	1.1247
0.2613	15.3913	708	1.2534	0.0	1.2534	1.1196
0.2613	15.4348	710	1.2924	0.0	1.2924	1.1368
0.2613	15.4783	712	1.3811	0.0401	1.3811	1.1752
0.2613	15.5217	714	1.5260	0.0781	1.5260	1.2353
0.2613	15.5652	716	1.6227	0.2065	1.6227	1.2738
0.2613	15.6087	718	1.6985	0.2709	1.6985	1.3033
0.2613	15.6522	720	1.7279	0.2709	1.7279	1.3145
0.2613	15.6957	722	1.6787	0.0781	1.6787	1.2956
0.2613	15.7391	724	1.5888	0.0401	1.5888	1.2605
0.2613	15.7826	726	1.5083	0.0	1.5083	1.2281
0.2613	15.8261	728	1.4668	0.0	1.4668	1.2111
0.2613	15.8696	730	1.4395	0.0	1.4395	1.1998
0.2613	15.9130	732	1.4284	0.0401	1.4284	1.1952
0.2613	15.9565	734	1.4698	0.0401	1.4698	1.2123
0.2613	16.0	736	1.4808	0.0781	1.4808	1.2169
0.2613	16.0435	738	1.4348	0.0401	1.4348	1.1978
0.2613	16.0870	740	1.3826	0.0401	1.3826	1.1758
0.2613	16.1304	742	1.3705	0.0401	1.3705	1.1707
0.2613	16.1739	744	1.4221	0.0401	1.4221	1.1925
0.2613	16.2174	746	1.5149	0.0781	1.5149	1.2308
0.2613	16.2609	748	1.6344	0.1142	1.6344	1.2785
0.2613	16.3043	750	1.6958	0.1142	1.6958	1.3022
0.2613	16.3478	752	1.7174	0.1744	1.7174	1.3105
0.2613	16.3913	754	1.6890	0.1744	1.6890	1.2996
0.2613	16.4348	756	1.6066	0.1142	1.6066	1.2675
0.2613	16.4783	758	1.5513	0.0390	1.5513	1.2455
0.2613	16.5217	760	1.5064	0.0390	1.5064	1.2273
0.2613	16.5652	762	1.4922	0.0390	1.4922	1.2215
0.2613	16.6087	764	1.4445	0.0390	1.4445	1.2019
0.2613	16.6522	766	1.4327	0.1407	1.4327	1.1970
0.2613	16.6957	768	1.4487	0.2065	1.4487	1.2036
0.2613	16.7391	770	1.3882	0.0781	1.3882	1.1782
0.2613	16.7826	772	1.2968	0.0781	1.2968	1.1388
0.2613	16.8261	774	1.2913	0.0781	1.2913	1.1363
0.2613	16.8696	776	1.3576	0.2372	1.3576	1.1652
0.2613	16.9130	778	1.4646	0.2424	1.4646	1.2102
0.2613	16.9565	780	1.4935	0.2522	1.4935	1.2221
0.2613	17.0	782	1.4955	0.2709	1.4955	1.2229
0.2613	17.0435	784	1.4958	0.2075	1.4958	1.2230
0.2613	17.0870	786	1.4286	0.1113	1.4286	1.1952
0.2613	17.1304	788	1.3892	0.0155	1.3892	1.1786
0.2613	17.1739	790	1.3827	0.0155	1.3827	1.1759
0.2613	17.2174	792	1.3759	0.0155	1.3759	1.1730
0.2613	17.2609	794	1.4105	0.0155	1.4105	1.1876
0.2613	17.3043	796	1.4572	0.1113	1.4572	1.2071
0.2613	17.3478	798	1.4896	0.2424	1.4896	1.2205
0.2613	17.3913	800	1.4728	0.2424	1.4728	1.2136
0.2613	17.4348	802	1.4114	0.2126	1.4114	1.1880
0.2613	17.4783	804	1.3548	0.0781	1.3548	1.1640
0.2613	17.5217	806	1.3085	0.0401	1.3085	1.1439
0.2613	17.5652	808	1.2499	0.0	1.2499	1.1180
0.2613	17.6087	810	1.2468	0.0	1.2468	1.1166
0.2613	17.6522	812	1.3334	0.0401	1.3334	1.1547
0.2613	17.6957	814	1.4046	0.2424	1.4046	1.1852
0.2613	17.7391	816	1.4401	0.2424	1.4401	1.2000
0.2613	17.7826	818	1.4071	0.2075	1.4071	1.1862
0.2613	17.8261	820	1.4065	0.2367	1.4065	1.1860
0.2613	17.8696	822	1.3824	0.2367	1.3824	1.1758
0.2613	17.9130	824	1.3945	0.2367	1.3945	1.1809
0.2613	17.9565	826	1.4377	0.2647	1.4377	1.1990
0.2613	18.0	828	1.4406	0.2015	1.4406	1.2002
0.2613	18.0435	830	1.4659	0.1370	1.4659	1.2108
0.2613	18.0870	832	1.4324	0.1370	1.4324	1.1968
0.2613	18.1304	834	1.3917	0.0390	1.3917	1.1797
0.2613	18.1739	836	1.3690	0.1024	1.3690	1.1700
0.2613	18.2174	838	1.3763	0.1370	1.3763	1.1732
0.2613	18.2609	840	1.4114	0.1449	1.4114	1.1880
0.2613	18.3043	842	1.4059	0.1769	1.4059	1.1857
0.2613	18.3478	844	1.4071	0.2038	1.4071	1.1862
0.2613	18.3913	846	1.4425	0.1663	1.4425	1.2010
0.2613	18.4348	848	1.5222	0.2291	1.5222	1.2338
0.2613	18.4783	850	1.4608	0.1769	1.4608	1.2086
0.2613	18.5217	852	1.3935	0.0390	1.3935	1.1805
0.2613	18.5652	854	1.3725	0.0	1.3725	1.1715
0.2613	18.6087	856	1.3666	0.0390	1.3666	1.1690
0.2613	18.6522	858	1.3549	0.0760	1.3549	1.1640
0.2613	18.6957	860	1.3186	0.0760	1.3186	1.1483
0.2613	18.7391	862	1.2866	0.0760	1.2866	1.1343
0.2613	18.7826	864	1.2285	0.0390	1.2285	1.1084
0.2613	18.8261	866	1.2261	0.0	1.2261	1.1073
0.2613	18.8696	868	1.2744	0.0	1.2744	1.1289
0.2613	18.9130	870	1.3796	0.2065	1.3796	1.1746
0.2613	18.9565	872	1.4450	0.2065	1.4450	1.2021
0.2613	19.0	874	1.4751	0.2126	1.4751	1.2146
0.2613	19.0435	876	1.5427	0.2424	1.5427	1.2420
0.2613	19.0870	878	1.5107	0.2424	1.5107	1.2291
0.2613	19.1304	880	1.4398	0.2065	1.4398	1.1999
0.2613	19.1739	882	1.3891	0.2065	1.3891	1.1786
0.2613	19.2174	884	1.3882	0.2065	1.3882	1.1782
0.2613	19.2609	886	1.3677	0.2372	1.3677	1.1695
0.2613	19.3043	888	1.3458	0.2372	1.3458	1.1601
0.2613	19.3478	890	1.3543	0.2065	1.3543	1.1638
0.2613	19.3913	892	1.4147	0.2065	1.4147	1.1894
0.2613	19.4348	894	1.4954	0.2065	1.4954	1.2229
0.2613	19.4783	896	1.5624	0.2372	1.5624	1.2500
0.2613	19.5217	898	1.5194	0.2065	1.5194	1.2326
0.2613	19.5652	900	1.4135	0.1142	1.4135	1.1889
0.2613	19.6087	902	1.3467	0.0760	1.3467	1.1605
0.2613	19.6522	904	1.3329	0.0760	1.3329	1.1545
0.2613	19.6957	906	1.3788	0.0760	1.3788	1.1742
0.2613	19.7391	908	1.3941	0.1142	1.3941	1.1807
0.2613	19.7826	910	1.3446	0.0760	1.3446	1.1596
0.2613	19.8261	912	1.3464	0.0781	1.3464	1.1603
0.2613	19.8696	914	1.3786	0.0781	1.3786	1.1741
0.2613	19.9130	916	1.3890	0.0781	1.3890	1.1786
0.2613	19.9565	918	1.4255	0.1142	1.4255	1.1940
0.2613	20.0	920	1.4037	0.1142	1.4037	1.1848
0.2613	20.0435	922	1.3277	0.0760	1.3277	1.1523
0.2613	20.0870	924	1.3014	0.1700	1.3014	1.1408
0.2613	20.1304	926	1.3892	0.2075	1.3892	1.1786
0.2613	20.1739	928	1.5929	0.2317	1.5929	1.2621
0.2613	20.2174	930	1.6970	0.2317	1.6970	1.3027
0.2613	20.2609	932	1.7191	0.2363	1.7191	1.3112
0.2613	20.3043	934	1.6680	0.2568	1.6680	1.2915
0.2613	20.3478	936	1.6164	0.2239	1.6164	1.2714
0.2613	20.3913	938	1.5876	0.2372	1.5876	1.2600
0.2613	20.4348	940	1.5170	0.1744	1.5170	1.2317
0.2613	20.4783	942	1.4762	0.0781	1.4762	1.2150
0.2613	20.5217	944	1.4673	0.0781	1.4673	1.2113
0.2613	20.5652	946	1.4335	0.0781	1.4335	1.1973
0.2613	20.6087	948	1.4069	0.0390	1.4069	1.1861
0.2613	20.6522	950	1.3963	0.0390	1.3963	1.1816
0.2613	20.6957	952	1.3900	0.0781	1.3900	1.1790
0.2613	20.7391	954	1.4040	0.0781	1.4040	1.1849
0.2613	20.7826	956	1.4156	0.1142	1.4156	1.1898
0.2613	20.8261	958	1.4111	0.2126	1.4111	1.1879
0.2613	20.8696	960	1.4425	0.2474	1.4425	1.2011
0.2613	20.9130	962	1.4642	0.2474	1.4642	1.2100
0.2613	20.9565	964	1.4979	0.2474	1.4979	1.2239
0.2613	21.0	966	1.4797	0.2474	1.4797	1.2164
0.2613	21.0435	968	1.4519	0.0878	1.4519	1.2049
0.2613	21.0870	970	1.4357	0.0401	1.4357	1.1982
0.2613	21.1304	972	1.4458	0.0510	1.4458	1.2024
0.2613	21.1739	974	1.4380	0.1228	1.4380	1.1992
0.2613	21.2174	976	1.4340	0.0781	1.4340	1.1975
0.2613	21.2609	978	1.4431	0.0781	1.4431	1.2013
0.2613	21.3043	980	1.4430	0.0781	1.4430	1.2012
0.2613	21.3478	982	1.4556	0.0781	1.4556	1.2065
0.2613	21.3913	984	1.4817	0.1142	1.4817	1.2172
0.2613	21.4348	986	1.4795	0.1142	1.4795	1.2164
0.2613	21.4783	988	1.4291	0.0390	1.4291	1.1955
0.2613	21.5217	990	1.3709	0.0	1.3709	1.1709
0.2613	21.5652	992	1.3485	0.0	1.3485	1.1613
0.2613	21.6087	994	1.3507	0.0	1.3507	1.1622
0.2613	21.6522	996	1.3278	0.0	1.3278	1.1523
0.2613	21.6957	998	1.3225	0.0	1.3225	1.1500

Framework versions

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