ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k7_task1_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: 0.9723
• Qwk: 0.5411
• Mse: 0.9723
• Rmse: 0.9861

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	0.0556	2	5.4495	-0.0169	5.4495	2.3344
No log	0.1111	4	3.3856	0.0649	3.3856	1.8400
No log	0.1667	6	2.1434	0.0280	2.1434	1.4640
No log	0.2222	8	2.1548	-0.0570	2.1548	1.4679
No log	0.2778	10	1.6396	0.0267	1.6396	1.2804
No log	0.3333	12	1.2383	0.1778	1.2383	1.1128
No log	0.3889	14	1.1786	0.1928	1.1786	1.0856
No log	0.4444	16	1.1397	0.2773	1.1397	1.0676
No log	0.5	18	1.1188	0.2742	1.1188	1.0577
No log	0.5556	20	1.1219	0.2535	1.1219	1.0592
No log	0.6111	22	1.1964	0.2324	1.1964	1.0938
No log	0.6667	24	1.1325	0.2673	1.1325	1.0642
No log	0.7222	26	1.0841	0.2638	1.0841	1.0412
No log	0.7778	28	1.1416	0.1283	1.1416	1.0685
No log	0.8333	30	1.1426	0.1460	1.1426	1.0689
No log	0.8889	32	1.0883	0.2335	1.0883	1.0432
No log	0.9444	34	1.0894	0.2166	1.0894	1.0438
No log	1.0	36	1.1543	0.1634	1.1543	1.0744
No log	1.0556	38	1.1662	0.1733	1.1662	1.0799
No log	1.1111	40	1.0952	0.1959	1.0952	1.0465
No log	1.1667	42	1.0430	0.2926	1.0430	1.0213
No log	1.2222	44	1.1017	0.2773	1.1017	1.0496
No log	1.2778	46	1.0007	0.3299	1.0007	1.0004
No log	1.3333	48	0.9990	0.3852	0.9990	0.9995
No log	1.3889	50	1.0022	0.3326	1.0022	1.0011
No log	1.4444	52	0.9951	0.3326	0.9951	0.9975
No log	1.5	54	0.9883	0.3884	0.9883	0.9941
No log	1.5556	56	1.0050	0.3683	1.0050	1.0025
No log	1.6111	58	1.0332	0.3621	1.0332	1.0165
No log	1.6667	60	1.1172	0.4191	1.1172	1.0570
No log	1.7222	62	1.0918	0.4390	1.0918	1.0449
No log	1.7778	64	0.9880	0.4928	0.9880	0.9940
No log	1.8333	66	0.9350	0.5067	0.9350	0.9670
No log	1.8889	68	0.9873	0.4561	0.9873	0.9936
No log	1.9444	70	1.2036	0.3662	1.2036	1.0971
No log	2.0	72	1.5210	0.2282	1.5210	1.2333
No log	2.0556	74	1.5316	0.2379	1.5316	1.2376
No log	2.1111	76	1.1358	0.4476	1.1358	1.0657
No log	2.1667	78	0.9554	0.5392	0.9554	0.9774
No log	2.2222	80	1.1284	0.4442	1.1284	1.0622
No log	2.2778	82	1.3806	0.3624	1.3806	1.1750
No log	2.3333	84	1.2621	0.3059	1.2621	1.1235
No log	2.3889	86	1.2421	0.3327	1.2421	1.1145
No log	2.4444	88	1.5355	0.1162	1.5355	1.2392
No log	2.5	90	1.4817	0.1457	1.4817	1.2173
No log	2.5556	92	1.3647	0.2449	1.3647	1.1682
No log	2.6111	94	1.4348	0.3335	1.4348	1.1978
No log	2.6667	96	1.4039	0.3380	1.4039	1.1849
No log	2.7222	98	1.3518	0.3768	1.3518	1.1627
No log	2.7778	100	1.3751	0.3820	1.3751	1.1727
No log	2.8333	102	1.2997	0.4063	1.2997	1.1400
No log	2.8889	104	1.2134	0.4321	1.2134	1.1016
No log	2.9444	106	1.1260	0.4431	1.1260	1.0611
No log	3.0	108	0.9078	0.5472	0.9078	0.9528
No log	3.0556	110	0.8182	0.5614	0.8182	0.9045
No log	3.1111	112	0.7759	0.5881	0.7759	0.8809
No log	3.1667	114	0.7945	0.5570	0.7945	0.8913
No log	3.2222	116	0.8715	0.5356	0.8715	0.9336
No log	3.2778	118	1.1580	0.4971	1.1580	1.0761
No log	3.3333	120	1.3638	0.4332	1.3638	1.1678
No log	3.3889	122	1.5992	0.3730	1.5992	1.2646
No log	3.4444	124	1.5903	0.3916	1.5903	1.2611
No log	3.5	126	1.2716	0.3620	1.2716	1.1277
No log	3.5556	128	1.0990	0.4582	1.0990	1.0483
No log	3.6111	130	1.0995	0.5186	1.0995	1.0486
No log	3.6667	132	1.2576	0.4162	1.2576	1.1214
No log	3.7222	134	1.3601	0.4146	1.3601	1.1662
No log	3.7778	136	1.4060	0.3793	1.4060	1.1857
No log	3.8333	138	1.2070	0.4568	1.2070	1.0986
No log	3.8889	140	0.8998	0.6009	0.8998	0.9486
No log	3.9444	142	0.8489	0.5979	0.8489	0.9214
No log	4.0	144	0.9732	0.5178	0.9732	0.9865
No log	4.0556	146	1.2283	0.4803	1.2283	1.1083
No log	4.1111	148	1.4597	0.3643	1.4597	1.2082
No log	4.1667	150	1.4396	0.3529	1.4396	1.1998
No log	4.2222	152	1.2801	0.3665	1.2801	1.1314
No log	4.2778	154	1.0430	0.4104	1.0430	1.0213
No log	4.3333	156	0.9377	0.4495	0.9377	0.9683
No log	4.3889	158	0.9939	0.4969	0.9939	0.9970
No log	4.4444	160	1.1661	0.4650	1.1661	1.0799
No log	4.5	162	1.4355	0.3093	1.4355	1.1981
No log	4.5556	164	1.5326	0.2985	1.5326	1.2380
No log	4.6111	166	1.4383	0.3052	1.4383	1.1993
No log	4.6667	168	1.2965	0.4253	1.2965	1.1386
No log	4.7222	170	1.1504	0.4898	1.1504	1.0726
No log	4.7778	172	0.9637	0.5021	0.9637	0.9817
No log	4.8333	174	0.9780	0.5013	0.9780	0.9889
No log	4.8889	176	1.1069	0.4956	1.1069	1.0521
No log	4.9444	178	1.3014	0.4201	1.3014	1.1408
No log	5.0	180	1.3720	0.4064	1.3720	1.1713
No log	5.0556	182	1.2601	0.3946	1.2601	1.1226
No log	5.1111	184	1.1041	0.4591	1.1041	1.0508
No log	5.1667	186	1.0126	0.5045	1.0126	1.0063
No log	5.2222	188	0.9481	0.5428	0.9481	0.9737
No log	5.2778	190	1.0121	0.5127	1.0121	1.0060
No log	5.3333	192	1.2134	0.4062	1.2134	1.1016
No log	5.3889	194	1.5909	0.3902	1.5909	1.2613
No log	5.4444	196	1.6914	0.3617	1.6914	1.3005
No log	5.5	198	1.4528	0.3966	1.4528	1.2053
No log	5.5556	200	1.1355	0.4475	1.1355	1.0656
No log	5.6111	202	1.0290	0.4860	1.0290	1.0144
No log	5.6667	204	1.0149	0.5347	1.0149	1.0074
No log	5.7222	206	1.1761	0.4399	1.1761	1.0845
No log	5.7778	208	1.4854	0.3998	1.4854	1.2188
No log	5.8333	210	1.7154	0.3339	1.7154	1.3097
No log	5.8889	212	1.6156	0.3489	1.6156	1.2711
No log	5.9444	214	1.3391	0.4149	1.3391	1.1572
No log	6.0	216	1.0300	0.5133	1.0300	1.0149
No log	6.0556	218	0.9496	0.5591	0.9496	0.9745
No log	6.1111	220	1.0099	0.4641	1.0099	1.0049
No log	6.1667	222	1.0349	0.4752	1.0349	1.0173
No log	6.2222	224	0.9904	0.4896	0.9904	0.9952
No log	6.2778	226	0.9348	0.5055	0.9348	0.9668
No log	6.3333	228	0.8948	0.5234	0.8948	0.9459
No log	6.3889	230	0.9351	0.5618	0.9351	0.9670
No log	6.4444	232	1.1307	0.4732	1.1307	1.0633
No log	6.5	234	1.2328	0.4722	1.2328	1.1103
No log	6.5556	236	1.1711	0.4499	1.1710	1.0822
No log	6.6111	238	1.0230	0.4780	1.0230	1.0114
No log	6.6667	240	1.0933	0.5006	1.0933	1.0456
No log	6.7222	242	1.1342	0.4861	1.1342	1.0650
No log	6.7778	244	1.1379	0.4698	1.1379	1.0667
No log	6.8333	246	1.2230	0.4665	1.2230	1.1059
No log	6.8889	248	1.2759	0.4358	1.2759	1.1295
No log	6.9444	250	1.2295	0.4554	1.2295	1.1088
No log	7.0	252	1.2686	0.4393	1.2686	1.1263
No log	7.0556	254	1.2605	0.4462	1.2605	1.1227
No log	7.1111	256	1.0960	0.5091	1.0960	1.0469
No log	7.1667	258	0.8930	0.5492	0.8930	0.9450
No log	7.2222	260	0.9187	0.5619	0.9187	0.9585
No log	7.2778	262	1.1221	0.5000	1.1221	1.0593
No log	7.3333	264	1.5805	0.3884	1.5805	1.2572
No log	7.3889	266	1.8115	0.3457	1.8115	1.3459
No log	7.4444	268	1.6598	0.3697	1.6598	1.2884
No log	7.5	270	1.3486	0.3998	1.3486	1.1613
No log	7.5556	272	1.0668	0.4823	1.0668	1.0329
No log	7.6111	274	0.9389	0.6022	0.9389	0.9690
No log	7.6667	276	0.9185	0.5988	0.9185	0.9584
No log	7.7222	278	0.9179	0.5745	0.9179	0.9581
No log	7.7778	280	0.9258	0.5812	0.9258	0.9622
No log	7.8333	282	0.8915	0.5934	0.8915	0.9442
No log	7.8889	284	0.8737	0.6124	0.8737	0.9347
No log	7.9444	286	0.8795	0.6033	0.8795	0.9378
No log	8.0	288	0.9466	0.5838	0.9466	0.9730
No log	8.0556	290	1.1250	0.5248	1.1250	1.0607
No log	8.1111	292	1.2971	0.4962	1.2971	1.1389
No log	8.1667	294	1.2122	0.5201	1.2122	1.1010
No log	8.2222	296	0.9429	0.5746	0.9429	0.9710
No log	8.2778	298	0.7957	0.5785	0.7957	0.8920
No log	8.3333	300	0.7477	0.5640	0.7477	0.8647
No log	8.3889	302	0.7905	0.5968	0.7905	0.8891
No log	8.4444	304	0.9697	0.5397	0.9697	0.9847
No log	8.5	306	1.2562	0.4801	1.2562	1.1208
No log	8.5556	308	1.3317	0.4539	1.3317	1.1540
No log	8.6111	310	1.2313	0.4416	1.2313	1.1096
No log	8.6667	312	1.0874	0.4965	1.0874	1.0428
No log	8.7222	314	0.9531	0.5956	0.9531	0.9763
No log	8.7778	316	0.9250	0.5759	0.9250	0.9617
No log	8.8333	318	0.9686	0.5661	0.9686	0.9842
No log	8.8889	320	1.0033	0.5412	1.0033	1.0017
No log	8.9444	322	0.9675	0.5497	0.9675	0.9836
No log	9.0	324	0.9316	0.5523	0.9316	0.9652
No log	9.0556	326	0.8805	0.5856	0.8805	0.9383
No log	9.1111	328	0.8643	0.5715	0.8643	0.9297
No log	9.1667	330	0.9188	0.5778	0.9188	0.9585
No log	9.2222	332	1.0308	0.5620	1.0308	1.0153
No log	9.2778	334	1.2149	0.4546	1.2149	1.1022
No log	9.3333	336	1.2475	0.4414	1.2475	1.1169
No log	9.3889	338	1.1043	0.4979	1.1043	1.0508
No log	9.4444	340	1.0066	0.5307	1.0066	1.0033
No log	9.5	342	0.9430	0.5743	0.9430	0.9711
No log	9.5556	344	0.9470	0.5769	0.9470	0.9731
No log	9.6111	346	1.0029	0.5297	1.0029	1.0015
No log	9.6667	348	1.1114	0.4937	1.1114	1.0542
No log	9.7222	350	1.0904	0.5037	1.0904	1.0442
No log	9.7778	352	0.9417	0.5534	0.9417	0.9704
No log	9.8333	354	0.8240	0.6202	0.8240	0.9077
No log	9.8889	356	0.8410	0.5963	0.8410	0.9170
No log	9.9444	358	0.9217	0.5403	0.9217	0.9600
No log	10.0	360	1.0851	0.5533	1.0851	1.0417
No log	10.0556	362	1.3445	0.4293	1.3445	1.1595
No log	10.1111	364	1.3526	0.4244	1.3526	1.1630
No log	10.1667	366	1.1593	0.4875	1.1593	1.0767
No log	10.2222	368	1.0547	0.5283	1.0547	1.0270
No log	10.2778	370	1.0121	0.5330	1.0121	1.0061
No log	10.3333	372	1.0437	0.5428	1.0437	1.0216
No log	10.3889	374	1.2043	0.4820	1.2043	1.0974
No log	10.4444	376	1.2426	0.4625	1.2426	1.1147
No log	10.5	378	1.1498	0.5145	1.1498	1.0723
No log	10.5556	380	1.0296	0.5571	1.0296	1.0147
No log	10.6111	382	0.8834	0.5823	0.8834	0.9399
No log	10.6667	384	0.7599	0.6250	0.7599	0.8717
No log	10.7222	386	0.7432	0.6166	0.7432	0.8621
No log	10.7778	388	0.8297	0.5922	0.8297	0.9109
No log	10.8333	390	0.9771	0.5581	0.9771	0.9885
No log	10.8889	392	1.0850	0.5394	1.0850	1.0416
No log	10.9444	394	1.1654	0.5254	1.1654	1.0796
No log	11.0	396	1.1031	0.5459	1.1031	1.0503
No log	11.0556	398	0.9225	0.5884	0.9225	0.9605
No log	11.1111	400	0.8202	0.5771	0.8202	0.9057
No log	11.1667	402	0.8423	0.5560	0.8423	0.9177
No log	11.2222	404	0.8460	0.5856	0.8460	0.9198
No log	11.2778	406	0.9644	0.5875	0.9644	0.9820
No log	11.3333	408	1.0287	0.5531	1.0287	1.0143
No log	11.3889	410	1.0686	0.5423	1.0686	1.0337
No log	11.4444	412	1.0421	0.5423	1.0421	1.0208
No log	11.5	414	1.0477	0.5217	1.0477	1.0236
No log	11.5556	416	1.1181	0.5143	1.1181	1.0574
No log	11.6111	418	1.2309	0.5035	1.2309	1.1095
No log	11.6667	420	1.1169	0.5283	1.1169	1.0568
No log	11.7222	422	0.9275	0.5918	0.9275	0.9631
No log	11.7778	424	0.9232	0.5932	0.9232	0.9608
No log	11.8333	426	1.0085	0.5657	1.0085	1.0043
No log	11.8889	428	0.9830	0.5783	0.9830	0.9915
No log	11.9444	430	1.0360	0.5477	1.0360	1.0179
No log	12.0	432	1.1572	0.5317	1.1572	1.0757
No log	12.0556	434	1.1173	0.5193	1.1173	1.0570
No log	12.1111	436	0.9667	0.6013	0.9667	0.9832
No log	12.1667	438	0.8353	0.6063	0.8353	0.9139
No log	12.2222	440	0.7354	0.5985	0.7354	0.8575
No log	12.2778	442	0.6861	0.5912	0.6861	0.8283
No log	12.3333	444	0.6815	0.6295	0.6815	0.8255
No log	12.3889	446	0.7471	0.6127	0.7471	0.8644
No log	12.4444	448	0.8680	0.6047	0.8680	0.9317
No log	12.5	450	0.9423	0.5756	0.9423	0.9707
No log	12.5556	452	0.9863	0.5505	0.9863	0.9931
No log	12.6111	454	0.8910	0.5704	0.8910	0.9439
No log	12.6667	456	0.7838	0.5946	0.7838	0.8853
No log	12.7222	458	0.8037	0.5969	0.8037	0.8965
No log	12.7778	460	0.8837	0.5590	0.8837	0.9400
No log	12.8333	462	0.9587	0.5581	0.9587	0.9791
No log	12.8889	464	0.9316	0.5605	0.9316	0.9652
No log	12.9444	466	0.8427	0.5638	0.8427	0.9180
No log	13.0	468	0.8123	0.5799	0.8123	0.9013
No log	13.0556	470	0.8355	0.5757	0.8355	0.9141
No log	13.1111	472	0.8700	0.5858	0.8700	0.9327
No log	13.1667	474	0.8956	0.5962	0.8956	0.9464
No log	13.2222	476	0.9647	0.5771	0.9647	0.9822
No log	13.2778	478	0.9488	0.5918	0.9488	0.9741
No log	13.3333	480	0.9111	0.6025	0.9111	0.9545
No log	13.3889	482	0.9647	0.6020	0.9647	0.9822
No log	13.4444	484	0.9908	0.5827	0.9908	0.9954
No log	13.5	486	1.0323	0.5624	1.0323	1.0160
No log	13.5556	488	1.1567	0.5392	1.1567	1.0755
No log	13.6111	490	1.1940	0.5238	1.1940	1.0927
No log	13.6667	492	1.1240	0.5283	1.1240	1.0602
No log	13.7222	494	1.0499	0.5291	1.0499	1.0246
No log	13.7778	496	1.0093	0.5547	1.0093	1.0047
No log	13.8333	498	1.0465	0.5424	1.0465	1.0230
0.4342	13.8889	500	1.1595	0.5118	1.1595	1.0768
0.4342	13.9444	502	1.2246	0.5118	1.2246	1.1066
0.4342	14.0	504	1.3697	0.4611	1.3697	1.1704
0.4342	14.0556	506	1.3002	0.4905	1.3002	1.1402
0.4342	14.1111	508	1.2173	0.5080	1.2173	1.1033
0.4342	14.1667	510	1.1216	0.5141	1.1216	1.0591
0.4342	14.2222	512	1.0473	0.5620	1.0473	1.0234
0.4342	14.2778	514	1.0925	0.5279	1.0925	1.0452
0.4342	14.3333	516	1.0779	0.5330	1.0779	1.0382
0.4342	14.3889	518	1.0062	0.5574	1.0062	1.0031
0.4342	14.4444	520	0.9740	0.5574	0.9740	0.9869
0.4342	14.5	522	1.0195	0.5377	1.0195	1.0097
0.4342	14.5556	524	1.1838	0.4815	1.1838	1.0880
0.4342	14.6111	526	1.2464	0.4841	1.2464	1.1164
0.4342	14.6667	528	1.2292	0.4908	1.2292	1.1087
0.4342	14.7222	530	1.1169	0.5070	1.1169	1.0568
0.4342	14.7778	532	0.9810	0.5436	0.9810	0.9905
0.4342	14.8333	534	0.9244	0.5498	0.9244	0.9614
0.4342	14.8889	536	0.9059	0.5717	0.9059	0.9518
0.4342	14.9444	538	0.9810	0.5215	0.9810	0.9905
0.4342	15.0	540	0.9889	0.5220	0.9889	0.9944
0.4342	15.0556	542	1.0228	0.5220	1.0228	1.0113
0.4342	15.1111	544	1.0417	0.5170	1.0417	1.0206
0.4342	15.1667	546	1.0697	0.5170	1.0697	1.0343
0.4342	15.2222	548	0.9552	0.5595	0.9552	0.9773
0.4342	15.2778	550	0.8553	0.6181	0.8553	0.9248
0.4342	15.3333	552	0.8499	0.6363	0.8499	0.9219
0.4342	15.3889	554	0.9712	0.5633	0.9712	0.9855
0.4342	15.4444	556	1.2114	0.5136	1.2114	1.1006
0.4342	15.5	558	1.3300	0.4937	1.3300	1.1533
0.4342	15.5556	560	1.2845	0.5015	1.2845	1.1334
0.4342	15.6111	562	1.0806	0.5071	1.0806	1.0395
0.4342	15.6667	564	0.8460	0.6189	0.8460	0.9198
0.4342	15.7222	566	0.7673	0.6889	0.7673	0.8759
0.4342	15.7778	568	0.8157	0.6607	0.8157	0.9031
0.4342	15.8333	570	0.9554	0.5814	0.9554	0.9774
0.4342	15.8889	572	1.2177	0.5028	1.2177	1.1035
0.4342	15.9444	574	1.4631	0.4672	1.4631	1.2096
0.4342	16.0	576	1.4713	0.4498	1.4713	1.2130
0.4342	16.0556	578	1.3285	0.4550	1.3285	1.1526
0.4342	16.1111	580	1.1055	0.5235	1.1055	1.0514
0.4342	16.1667	582	0.9917	0.5871	0.9917	0.9959
0.4342	16.2222	584	0.9508	0.5882	0.9508	0.9751
0.4342	16.2778	586	1.0120	0.5819	1.0120	1.0060
0.4342	16.3333	588	1.1013	0.5231	1.1013	1.0494
0.4342	16.3889	590	1.1882	0.5037	1.1882	1.0901
0.4342	16.4444	592	1.2129	0.4947	1.2129	1.1013
0.4342	16.5	594	1.1252	0.5510	1.1252	1.0608
0.4342	16.5556	596	0.9594	0.5336	0.9594	0.9795
0.4342	16.6111	598	0.8717	0.6106	0.8717	0.9337
0.4342	16.6667	600	0.8946	0.5744	0.8946	0.9458
0.4342	16.7222	602	0.9570	0.5718	0.9570	0.9782
0.4342	16.7778	604	1.0196	0.5552	1.0196	1.0097
0.4342	16.8333	606	1.1215	0.5056	1.1215	1.0590
0.4342	16.8889	608	1.1052	0.4945	1.1052	1.0513
0.4342	16.9444	610	1.0606	0.5128	1.0606	1.0299
0.4342	17.0	612	0.9587	0.5679	0.9587	0.9791
0.4342	17.0556	614	0.8495	0.6008	0.8495	0.9217
0.4342	17.1111	616	0.8455	0.6117	0.8455	0.9195
0.4342	17.1667	618	0.9318	0.5588	0.9318	0.9653
0.4342	17.2222	620	1.0838	0.5141	1.0838	1.0411
0.4342	17.2778	622	1.1501	0.4975	1.1501	1.0724
0.4342	17.3333	624	1.0582	0.5202	1.0582	1.0287
0.4342	17.3889	626	0.9956	0.5427	0.9956	0.9978
0.4342	17.4444	628	0.9433	0.5782	0.9433	0.9712
0.4342	17.5	630	0.9492	0.5903	0.9492	0.9743
0.4342	17.5556	632	0.9663	0.5991	0.9663	0.9830
0.4342	17.6111	634	0.9436	0.5887	0.9436	0.9714
0.4342	17.6667	636	0.9798	0.5718	0.9798	0.9898
0.4342	17.7222	638	1.0469	0.5364	1.0469	1.0232
0.4342	17.7778	640	1.0362	0.5225	1.0362	1.0179
0.4342	17.8333	642	0.9160	0.5768	0.9160	0.9571
0.4342	17.8889	644	0.8044	0.6336	0.8044	0.8969
0.4342	17.9444	646	0.8062	0.6588	0.8062	0.8979
0.4342	18.0	648	0.8651	0.6241	0.8651	0.9301
0.4342	18.0556	650	0.9162	0.6044	0.9162	0.9572
0.4342	18.1111	652	0.9068	0.6217	0.9068	0.9522
0.4342	18.1667	654	0.9406	0.5965	0.9406	0.9699
0.4342	18.2222	656	0.9236	0.5790	0.9236	0.9610
0.4342	18.2778	658	0.8864	0.5957	0.8864	0.9415
0.4342	18.3333	660	0.8361	0.5938	0.8361	0.9144
0.4342	18.3889	662	0.8651	0.5807	0.8651	0.9301
0.4342	18.4444	664	0.8746	0.5807	0.8746	0.9352
0.4342	18.5	666	0.8303	0.6039	0.8303	0.9112
0.4342	18.5556	668	0.8802	0.6121	0.8802	0.9382
0.4342	18.6111	670	0.9180	0.6242	0.9180	0.9581
0.4342	18.6667	672	0.8879	0.6294	0.8879	0.9423
0.4342	18.7222	674	0.8953	0.6257	0.8953	0.9462
0.4342	18.7778	676	0.9209	0.5986	0.9209	0.9596
0.4342	18.8333	678	0.9513	0.5986	0.9513	0.9754
0.4342	18.8889	680	1.0063	0.5779	1.0063	1.0032
0.4342	18.9444	682	1.0902	0.5177	1.0902	1.0441
0.4342	19.0	684	1.1022	0.5380	1.1022	1.0498
0.4342	19.0556	686	1.0097	0.5824	1.0097	1.0048
0.4342	19.1111	688	0.8241	0.6142	0.8241	0.9078
0.4342	19.1667	690	0.7215	0.6543	0.7215	0.8494
0.4342	19.2222	692	0.7084	0.6402	0.7084	0.8417
0.4342	19.2778	694	0.7676	0.6372	0.7676	0.8761
0.4342	19.3333	696	0.8862	0.5694	0.8862	0.9414
0.4342	19.3889	698	0.9100	0.5870	0.9100	0.9539
0.4342	19.4444	700	0.8743	0.5767	0.8743	0.9350
0.4342	19.5	702	0.9057	0.5792	0.9057	0.9517
0.4342	19.5556	704	0.9476	0.5828	0.9476	0.9734
0.4342	19.6111	706	0.9831	0.5449	0.9831	0.9915
0.4342	19.6667	708	1.0303	0.5377	1.0303	1.0150
0.4342	19.7222	710	1.0611	0.5313	1.0611	1.0301
0.4342	19.7778	712	1.0556	0.5237	1.0556	1.0274
0.4342	19.8333	714	0.9371	0.5692	0.9371	0.9680
0.4342	19.8889	716	0.8829	0.5703	0.8829	0.9396
0.4342	19.9444	718	0.8751	0.5758	0.8751	0.9355
0.4342	20.0	720	0.9139	0.5664	0.9139	0.9560
0.4342	20.0556	722	0.9765	0.5600	0.9765	0.9882
0.4342	20.1111	724	1.1084	0.5310	1.1084	1.0528
0.4342	20.1667	726	1.2920	0.4647	1.2920	1.1367
0.4342	20.2222	728	1.3830	0.4615	1.3830	1.1760
0.4342	20.2778	730	1.3447	0.4498	1.3447	1.1596
0.4342	20.3333	732	1.2005	0.5289	1.2005	1.0957
0.4342	20.3889	734	0.9737	0.5664	0.9737	0.9868
0.4342	20.4444	736	0.8451	0.5829	0.8451	0.9193
0.4342	20.5	738	0.8150	0.6100	0.8150	0.9028
0.4342	20.5556	740	0.8487	0.5824	0.8487	0.9213
0.4342	20.6111	742	0.9506	0.5601	0.9506	0.9750
0.4342	20.6667	744	1.1637	0.5469	1.1637	1.0787
0.4342	20.7222	746	1.3104	0.5232	1.3104	1.1447
0.4342	20.7778	748	1.2767	0.5257	1.2767	1.1299
0.4342	20.8333	750	1.0723	0.5486	1.0723	1.0355
0.4342	20.8889	752	0.8686	0.5990	0.8686	0.9320
0.4342	20.9444	754	0.7941	0.6313	0.7941	0.8911
0.4342	21.0	756	0.7576	0.6543	0.7576	0.8704
0.4342	21.0556	758	0.7428	0.6676	0.7428	0.8618
0.4342	21.1111	760	0.7857	0.6366	0.7857	0.8864
0.4342	21.1667	762	0.8613	0.6128	0.8613	0.9281
0.4342	21.2222	764	0.8991	0.5883	0.8991	0.9482
0.4342	21.2778	766	0.9025	0.5832	0.9025	0.9500
0.4342	21.3333	768	0.8517	0.6017	0.8517	0.9229
0.4342	21.3889	770	0.8226	0.6051	0.8226	0.9070
0.4342	21.4444	772	0.8167	0.6104	0.8167	0.9037
0.4342	21.5	774	0.8430	0.6053	0.8430	0.9181
0.4342	21.5556	776	0.9451	0.5655	0.9451	0.9722
0.4342	21.6111	778	1.0254	0.5788	1.0254	1.0126
0.4342	21.6667	780	1.0106	0.5959	1.0106	1.0053
0.4342	21.7222	782	0.9720	0.6034	0.9720	0.9859
0.4342	21.7778	784	0.8593	0.6115	0.8593	0.9270
0.4342	21.8333	786	0.7879	0.6501	0.7879	0.8877
0.4342	21.8889	788	0.7944	0.6606	0.7944	0.8913
0.4342	21.9444	790	0.8865	0.6268	0.8865	0.9415
0.4342	22.0	792	0.9657	0.5895	0.9657	0.9827
0.4342	22.0556	794	0.9918	0.5743	0.9918	0.9959
0.4342	22.1111	796	0.9465	0.5965	0.9465	0.9729
0.4342	22.1667	798	0.8677	0.6189	0.8677	0.9315
0.4342	22.2222	800	0.7945	0.6359	0.7945	0.8913
0.4342	22.2778	802	0.7079	0.7049	0.7079	0.8413
0.4342	22.3333	804	0.6823	0.7173	0.6823	0.8260
0.4342	22.3889	806	0.7269	0.7177	0.7269	0.8526
0.4342	22.4444	808	0.8427	0.6613	0.8427	0.9180
0.4342	22.5	810	0.9839	0.6278	0.9839	0.9919
0.4342	22.5556	812	0.9897	0.6263	0.9897	0.9948
0.4342	22.6111	814	0.9161	0.6165	0.9161	0.9571
0.4342	22.6667	816	0.9212	0.6072	0.9212	0.9598
0.4342	22.7222	818	0.8908	0.5900	0.8908	0.9438
0.4342	22.7778	820	0.8798	0.6020	0.8798	0.9380
0.4342	22.8333	822	0.8663	0.6129	0.8663	0.9308
0.4342	22.8889	824	0.8130	0.6274	0.8130	0.9017
0.4342	22.9444	826	0.8012	0.6360	0.8012	0.8951
0.4342	23.0	828	0.8174	0.6436	0.8174	0.9041
0.4342	23.0556	830	0.8320	0.6279	0.8320	0.9121
0.4342	23.1111	832	0.9145	0.5920	0.9145	0.9563
0.4342	23.1667	834	0.9587	0.5980	0.9587	0.9792
0.4342	23.2222	836	0.8957	0.6227	0.8957	0.9464
0.4342	23.2778	838	0.8137	0.6495	0.8137	0.9021
0.4342	23.3333	840	0.8299	0.6328	0.8299	0.9110
0.4342	23.3889	842	0.8029	0.6442	0.8029	0.8961
0.4342	23.4444	844	0.7758	0.6495	0.7758	0.8808
0.4342	23.5	846	0.8341	0.6262	0.8341	0.9133
0.4342	23.5556	848	0.8749	0.5691	0.8749	0.9353
0.4342	23.6111	850	0.9268	0.5806	0.9268	0.9627
0.4342	23.6667	852	0.9683	0.5512	0.9683	0.9840
0.4342	23.7222	854	1.0315	0.5720	1.0315	1.0156
0.4342	23.7778	856	0.9735	0.6174	0.9735	0.9867
0.4342	23.8333	858	0.8588	0.6153	0.8588	0.9267
0.4342	23.8889	860	0.7694	0.6647	0.7694	0.8771
0.4342	23.9444	862	0.7702	0.6577	0.7702	0.8776
0.4342	24.0	864	0.7872	0.6558	0.7872	0.8873
0.4342	24.0556	866	0.8339	0.6125	0.8339	0.9132
0.4342	24.1111	868	0.9448	0.5985	0.9448	0.9720
0.4342	24.1667	870	0.9709	0.5975	0.9709	0.9853
0.4342	24.2222	872	0.8986	0.5922	0.8986	0.9480
0.4342	24.2778	874	0.8556	0.6097	0.8556	0.9250
0.4342	24.3333	876	0.8747	0.6225	0.8747	0.9352
0.4342	24.3889	878	0.8929	0.5894	0.8929	0.9449
0.4342	24.4444	880	0.9175	0.5706	0.9175	0.9579
0.4342	24.5	882	0.9197	0.5694	0.9197	0.9590
0.4342	24.5556	884	0.8671	0.5876	0.8671	0.9312
0.4342	24.6111	886	0.8327	0.5890	0.8327	0.9125
0.4342	24.6667	888	0.8020	0.6170	0.8020	0.8956
0.4342	24.7222	890	0.8107	0.6088	0.8107	0.9004
0.4342	24.7778	892	0.8100	0.6088	0.8100	0.9000
0.4342	24.8333	894	0.9003	0.5949	0.9003	0.9488
0.4342	24.8889	896	0.9583	0.5632	0.9583	0.9789
0.4342	24.9444	898	0.9646	0.5545	0.9646	0.9822
0.4342	25.0	900	0.9835	0.5454	0.9835	0.9917
0.4342	25.0556	902	0.9370	0.5693	0.9370	0.9680
0.4342	25.1111	904	0.9059	0.6114	0.9059	0.9518
0.4342	25.1667	906	0.9199	0.5917	0.9199	0.9591
0.4342	25.2222	908	0.9277	0.6047	0.9277	0.9632
0.4342	25.2778	910	0.9661	0.5745	0.9661	0.9829
0.4342	25.3333	912	0.9207	0.6047	0.9207	0.9595
0.4342	25.3889	914	0.8304	0.6269	0.8304	0.9113
0.4342	25.4444	916	0.7271	0.6505	0.7271	0.8527
0.4342	25.5	918	0.7294	0.6505	0.7294	0.8541
0.4342	25.5556	920	0.7973	0.6170	0.7973	0.8929
0.4342	25.6111	922	0.8927	0.6215	0.8927	0.9448
0.4342	25.6667	924	0.9061	0.6166	0.9061	0.9519
0.4342	25.7222	926	0.9045	0.6151	0.9045	0.9510
0.4342	25.7778	928	0.8472	0.6337	0.8472	0.9204
0.4342	25.8333	930	0.8583	0.6441	0.8583	0.9264
0.4342	25.8889	932	0.8746	0.6253	0.8746	0.9352
0.4342	25.9444	934	0.8433	0.6364	0.8433	0.9183
0.4342	26.0	936	0.7850	0.6209	0.7850	0.8860
0.4342	26.0556	938	0.7079	0.6505	0.7079	0.8414
0.4342	26.1111	940	0.6792	0.6505	0.6792	0.8242
0.4342	26.1667	942	0.7219	0.6505	0.7219	0.8497
0.4342	26.2222	944	0.8141	0.6478	0.8141	0.9023
0.4342	26.2778	946	0.9058	0.6248	0.9058	0.9517
0.4342	26.3333	948	0.9437	0.5968	0.9437	0.9714
0.4342	26.3889	950	0.8987	0.6326	0.8987	0.9480
0.4342	26.4444	952	0.8001	0.6578	0.8001	0.8945
0.4342	26.5	954	0.6878	0.6529	0.6878	0.8293
0.4342	26.5556	956	0.6657	0.6384	0.6657	0.8159
0.4342	26.6111	958	0.7119	0.6238	0.7119	0.8437
0.4342	26.6667	960	0.8316	0.6110	0.8316	0.9119
0.4342	26.7222	962	0.9524	0.6125	0.9524	0.9759
0.4342	26.7778	964	0.9819	0.6007	0.9819	0.9909
0.4342	26.8333	966	0.9133	0.6270	0.9133	0.9556
0.4342	26.8889	968	0.8097	0.6329	0.8097	0.8998
0.4342	26.9444	970	0.7197	0.6617	0.7197	0.8483
0.4342	27.0	972	0.7008	0.6795	0.7008	0.8371
0.4342	27.0556	974	0.7474	0.6915	0.7474	0.8645
0.4342	27.1111	976	0.8324	0.6438	0.8324	0.9123
0.4342	27.1667	978	0.8281	0.6294	0.8281	0.9100
0.4342	27.2222	980	0.8243	0.6246	0.8243	0.9079
0.4342	27.2778	982	0.7803	0.6476	0.7803	0.8834
0.4342	27.3333	984	0.7129	0.6809	0.7129	0.8443
0.4342	27.3889	986	0.6771	0.6929	0.6771	0.8228
0.4342	27.4444	988	0.6875	0.6907	0.6875	0.8292
0.4342	27.5	990	0.7410	0.6753	0.7410	0.8608
0.4342	27.5556	992	0.7908	0.6376	0.7908	0.8893
0.4342	27.6111	994	0.8010	0.6043	0.8010	0.8950
0.4342	27.6667	996	0.7882	0.6235	0.7882	0.8878
0.4342	27.7222	998	0.7770	0.6201	0.7770	0.8815
0.0753	27.7778	1000	0.8111	0.5944	0.8111	0.9006
0.0753	27.8333	1002	0.8826	0.5995	0.8826	0.9395
0.0753	27.8889	1004	0.9225	0.5719	0.9225	0.9605
0.0753	27.9444	1006	0.9005	0.5934	0.9005	0.9489
0.0753	28.0	1008	0.8714	0.6035	0.8714	0.9335
0.0753	28.0556	1010	0.8062	0.6061	0.8062	0.8979
0.0753	28.1111	1012	0.7962	0.6113	0.7962	0.8923
0.0753	28.1667	1014	0.7729	0.6257	0.7729	0.8792
0.0753	28.2222	1016	0.7745	0.6113	0.7745	0.8801
0.0753	28.2778	1018	0.8010	0.6113	0.8010	0.8950
0.0753	28.3333	1020	0.8608	0.6039	0.8608	0.9278
0.0753	28.3889	1022	0.9463	0.5660	0.9463	0.9728
0.0753	28.4444	1024	0.9601	0.5660	0.9601	0.9799
0.0753	28.5	1026	0.9089	0.5767	0.9089	0.9534
0.0753	28.5556	1028	0.8686	0.6023	0.8686	0.9320
0.0753	28.6111	1030	0.8274	0.6061	0.8274	0.9096
0.0753	28.6667	1032	0.8399	0.5953	0.8399	0.9165
0.0753	28.7222	1034	0.8424	0.5901	0.8424	0.9178
0.0753	28.7778	1036	0.8391	0.6049	0.8391	0.9160
0.0753	28.8333	1038	0.8657	0.6018	0.8657	0.9304
0.0753	28.8889	1040	0.9113	0.5416	0.9113	0.9546
0.0753	28.9444	1042	0.9231	0.5319	0.9231	0.9608
0.0753	29.0	1044	0.8712	0.5941	0.8712	0.9334
0.0753	29.0556	1046	0.8689	0.5947	0.8689	0.9321
0.0753	29.1111	1048	0.9318	0.5626	0.9318	0.9653
0.0753	29.1667	1050	1.0478	0.5494	1.0478	1.0236
0.0753	29.2222	1052	1.0769	0.5258	1.0769	1.0377
0.0753	29.2778	1054	1.0476	0.5494	1.0476	1.0235
0.0753	29.3333	1056	0.9723	0.5411	0.9723	0.9861

Framework versions

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