ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k20_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: 0.7587
• Qwk: 0.7082
• Mse: 0.7587
• Rmse: 0.8710

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: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0179	2	5.2652	0.0082	5.2652	2.2946
No log	0.0357	4	3.6085	0.0420	3.6085	1.8996
No log	0.0536	6	2.0508	0.1210	2.0508	1.4321
No log	0.0714	8	2.1907	-0.0142	2.1907	1.4801
No log	0.0893	10	2.5223	-0.1034	2.5223	1.5882
No log	0.1071	12	1.5264	0.0585	1.5264	1.2355
No log	0.125	14	1.2295	0.1895	1.2295	1.1088
No log	0.1429	16	1.2460	0.1218	1.2460	1.1162
No log	0.1607	18	1.1637	0.2421	1.1637	1.0788
No log	0.1786	20	1.1409	0.3337	1.1409	1.0681
No log	0.1964	22	1.0955	0.3656	1.0955	1.0466
No log	0.2143	24	1.1416	0.3391	1.1416	1.0684
No log	0.2321	26	1.2088	0.3697	1.2088	1.0994
No log	0.25	28	1.1700	0.4151	1.1700	1.0817
No log	0.2679	30	1.2659	0.3641	1.2659	1.1251
No log	0.2857	32	1.0348	0.5240	1.0348	1.0173
No log	0.3036	34	1.0337	0.5581	1.0337	1.0167
No log	0.3214	36	1.1818	0.4306	1.1818	1.0871
No log	0.3393	38	1.2491	0.4323	1.2491	1.1176
No log	0.3571	40	1.2678	0.4262	1.2678	1.1260
No log	0.375	42	1.2846	0.4302	1.2846	1.1334
No log	0.3929	44	1.0643	0.4370	1.0643	1.0316
No log	0.4107	46	0.9161	0.5945	0.9161	0.9571
No log	0.4286	48	0.9377	0.5904	0.9377	0.9683
No log	0.4464	50	0.9926	0.4750	0.9926	0.9963
No log	0.4643	52	1.2497	0.4601	1.2497	1.1179
No log	0.4821	54	1.5018	0.4061	1.5018	1.2255
No log	0.5	56	1.0929	0.5131	1.0929	1.0454
No log	0.5179	58	0.8373	0.5953	0.8373	0.9150
No log	0.5357	60	0.8094	0.5694	0.8094	0.8997
No log	0.5536	62	1.0072	0.5166	1.0072	1.0036
No log	0.5714	64	1.2326	0.3845	1.2326	1.1102
No log	0.5893	66	1.0915	0.4660	1.0915	1.0447
No log	0.6071	68	0.7297	0.5460	0.7297	0.8542
No log	0.625	70	0.7424	0.6557	0.7424	0.8616
No log	0.6429	72	0.7139	0.6677	0.7139	0.8450
No log	0.6607	74	0.7221	0.6550	0.7221	0.8497
No log	0.6786	76	0.7066	0.6592	0.7066	0.8406
No log	0.6964	78	0.6878	0.6734	0.6878	0.8294
No log	0.7143	80	0.7164	0.6603	0.7164	0.8464
No log	0.7321	82	0.7389	0.6819	0.7389	0.8596
No log	0.75	84	0.7832	0.6872	0.7832	0.8850
No log	0.7679	86	0.7522	0.7060	0.7522	0.8673
No log	0.7857	88	0.7852	0.6439	0.7852	0.8861
No log	0.8036	90	1.3356	0.5239	1.3356	1.1557
No log	0.8214	92	1.4710	0.4806	1.4710	1.2129
No log	0.8393	94	0.9635	0.6126	0.9635	0.9816
No log	0.8571	96	0.6933	0.7052	0.6933	0.8326
No log	0.875	98	0.8362	0.6226	0.8362	0.9144
No log	0.8929	100	0.7309	0.6795	0.7309	0.8549
No log	0.9107	102	0.6525	0.7078	0.6525	0.8078
No log	0.9286	104	0.6518	0.7047	0.6518	0.8073
No log	0.9464	106	0.6698	0.7302	0.6698	0.8184
No log	0.9643	108	1.0063	0.6319	1.0063	1.0031
No log	0.9821	110	1.2367	0.5875	1.2367	1.1121
No log	1.0	112	1.0078	0.6203	1.0078	1.0039
No log	1.0179	114	0.8228	0.6800	0.8228	0.9071
No log	1.0357	116	0.8732	0.6598	0.8732	0.9344
No log	1.0536	118	0.7489	0.6892	0.7489	0.8654
No log	1.0714	120	0.7291	0.7008	0.7291	0.8539
No log	1.0893	122	0.7340	0.6836	0.7340	0.8568
No log	1.1071	124	0.8027	0.6520	0.8027	0.8959
No log	1.125	126	0.8641	0.6442	0.8641	0.9296
No log	1.1429	128	1.1169	0.6291	1.1169	1.0568
No log	1.1607	130	1.0458	0.6281	1.0458	1.0227
No log	1.1786	132	0.8882	0.6684	0.8882	0.9424
No log	1.1964	134	0.8602	0.6648	0.8602	0.9275
No log	1.2143	136	0.9272	0.6560	0.9272	0.9629
No log	1.2321	138	0.7390	0.6930	0.7390	0.8597
No log	1.25	140	0.6532	0.6981	0.6532	0.8082
No log	1.2679	142	0.6526	0.7092	0.6526	0.8079
No log	1.2857	144	0.7376	0.7357	0.7376	0.8588
No log	1.3036	146	1.0336	0.6491	1.0336	1.0167
No log	1.3214	148	1.0565	0.6374	1.0565	1.0279
No log	1.3393	150	0.7676	0.7074	0.7676	0.8761
No log	1.3571	152	0.6220	0.7448	0.6220	0.7887
No log	1.375	154	0.6247	0.7488	0.6247	0.7904
No log	1.3929	156	0.6846	0.7443	0.6846	0.8274
No log	1.4107	158	0.7600	0.7342	0.7600	0.8718
No log	1.4286	160	0.7154	0.7377	0.7154	0.8458
No log	1.4464	162	0.7148	0.7443	0.7148	0.8455
No log	1.4643	164	0.7274	0.7437	0.7274	0.8529
No log	1.4821	166	0.8539	0.7138	0.8539	0.9241
No log	1.5	168	0.8831	0.6840	0.8831	0.9397
No log	1.5179	170	0.6927	0.7298	0.6927	0.8323
No log	1.5357	172	0.6683	0.6823	0.6683	0.8175
No log	1.5536	174	0.7568	0.6610	0.7568	0.8700
No log	1.5714	176	0.6528	0.6763	0.6528	0.8079
No log	1.5893	178	0.5959	0.7115	0.5959	0.7719
No log	1.6071	180	0.7469	0.6629	0.7469	0.8643
No log	1.625	182	0.8500	0.6568	0.8500	0.9220
No log	1.6429	184	0.7241	0.6784	0.7241	0.8510
No log	1.6607	186	0.6499	0.7026	0.6499	0.8061
No log	1.6786	188	0.6828	0.6712	0.6828	0.8263
No log	1.6964	190	0.6959	0.7505	0.6959	0.8342
No log	1.7143	192	0.7928	0.6805	0.7928	0.8904
No log	1.7321	194	0.9906	0.6524	0.9906	0.9953
No log	1.75	196	1.0193	0.6501	1.0193	1.0096
No log	1.7679	198	1.0380	0.6559	1.0380	1.0188
No log	1.7857	200	0.9960	0.6484	0.9960	0.9980
No log	1.8036	202	0.8782	0.6851	0.8782	0.9371
No log	1.8214	204	0.7673	0.7040	0.7673	0.8759
No log	1.8393	206	0.7335	0.6606	0.7335	0.8565
No log	1.8571	208	0.7742	0.6889	0.7742	0.8799
No log	1.875	210	0.7620	0.6831	0.7620	0.8729
No log	1.8929	212	0.7132	0.6847	0.7132	0.8445
No log	1.9107	214	0.7104	0.6901	0.7104	0.8428
No log	1.9286	216	0.7274	0.6816	0.7274	0.8529
No log	1.9464	218	0.6912	0.6899	0.6912	0.8314
No log	1.9643	220	0.7575	0.6779	0.7575	0.8703
No log	1.9821	222	0.9048	0.6480	0.9048	0.9512
No log	2.0	224	0.9045	0.6700	0.9045	0.9510
No log	2.0179	226	0.7504	0.6999	0.7504	0.8663
No log	2.0357	228	0.6845	0.7000	0.6845	0.8273
No log	2.0536	230	0.6888	0.7052	0.6888	0.8299
No log	2.0714	232	0.6984	0.6898	0.6984	0.8357
No log	2.0893	234	0.8269	0.6690	0.8269	0.9094
No log	2.1071	236	0.9564	0.6498	0.9564	0.9779
No log	2.125	238	0.8425	0.6682	0.8425	0.9179
No log	2.1429	240	0.7306	0.6831	0.7306	0.8547
No log	2.1607	242	0.7053	0.6663	0.7053	0.8398
No log	2.1786	244	0.6890	0.6778	0.6890	0.8301
No log	2.1964	246	0.7061	0.6856	0.7061	0.8403
No log	2.2143	248	0.7036	0.6958	0.7036	0.8388
No log	2.2321	250	0.6929	0.6823	0.6929	0.8324
No log	2.25	252	0.7075	0.6972	0.7075	0.8412
No log	2.2679	254	0.6873	0.7013	0.6873	0.8290
No log	2.2857	256	0.7265	0.7037	0.7265	0.8524
No log	2.3036	258	0.7503	0.6643	0.7503	0.8662
No log	2.3214	260	0.7380	0.6723	0.7380	0.8590
No log	2.3393	262	0.6504	0.6976	0.6504	0.8065
No log	2.3571	264	0.6672	0.6362	0.6672	0.8168
No log	2.375	266	0.7346	0.6382	0.7346	0.8571
No log	2.3929	268	0.6697	0.6662	0.6697	0.8184
No log	2.4107	270	0.6295	0.6861	0.6295	0.7934
No log	2.4286	272	0.9066	0.6142	0.9066	0.9521
No log	2.4464	274	1.2316	0.5697	1.2316	1.1098
No log	2.4643	276	1.2538	0.5694	1.2538	1.1197
No log	2.4821	278	1.0348	0.6001	1.0348	1.0173
No log	2.5	280	0.7390	0.6861	0.7390	0.8597
No log	2.5179	282	0.6414	0.7268	0.6414	0.8009
No log	2.5357	284	0.6337	0.6942	0.6337	0.7961
No log	2.5536	286	0.6903	0.7013	0.6903	0.8308
No log	2.5714	288	0.7973	0.6532	0.7973	0.8929
No log	2.5893	290	0.8089	0.6578	0.8089	0.8994
No log	2.6071	292	0.7304	0.7005	0.7304	0.8547
No log	2.625	294	0.6917	0.6861	0.6917	0.8317
No log	2.6429	296	0.6745	0.6814	0.6745	0.8213
No log	2.6607	298	0.7233	0.6453	0.7233	0.8504
No log	2.6786	300	0.7135	0.6564	0.7135	0.8447
No log	2.6964	302	0.6515	0.6853	0.6515	0.8072
No log	2.7143	304	0.6593	0.7009	0.6593	0.8120
No log	2.7321	306	0.7781	0.6903	0.7781	0.8821
No log	2.75	308	0.8827	0.6689	0.8827	0.9395
No log	2.7679	310	0.9409	0.6658	0.9409	0.9700
No log	2.7857	312	0.8815	0.6774	0.8815	0.9389
No log	2.8036	314	0.8229	0.7076	0.8229	0.9071
No log	2.8214	316	0.8774	0.6987	0.8774	0.9367
No log	2.8393	318	1.0274	0.6675	1.0274	1.0136
No log	2.8571	320	1.3127	0.6178	1.3127	1.1457
No log	2.875	322	1.3661	0.5949	1.3661	1.1688
No log	2.8929	324	1.2849	0.6041	1.2849	1.1336
No log	2.9107	326	1.1066	0.6438	1.1066	1.0520
No log	2.9286	328	0.8581	0.7162	0.8581	0.9263
No log	2.9464	330	0.7264	0.7039	0.7264	0.8523
No log	2.9643	332	0.7132	0.6872	0.7132	0.8445
No log	2.9821	334	0.7851	0.6911	0.7851	0.8860
No log	3.0	336	0.8841	0.6898	0.8841	0.9403
No log	3.0179	338	0.8526	0.6892	0.8526	0.9234
No log	3.0357	340	0.7437	0.6802	0.7437	0.8624
No log	3.0536	342	0.7016	0.6834	0.7016	0.8376
No log	3.0714	344	0.6947	0.6852	0.6947	0.8335
No log	3.0893	346	0.7160	0.6794	0.7160	0.8462
No log	3.1071	348	0.7987	0.6884	0.7987	0.8937
No log	3.125	350	0.8711	0.7035	0.8711	0.9333
No log	3.1429	352	0.8992	0.6837	0.8992	0.9482
No log	3.1607	354	0.8129	0.6855	0.8129	0.9016
No log	3.1786	356	0.6762	0.7089	0.6762	0.8223
No log	3.1964	358	0.6139	0.7121	0.6139	0.7835
No log	3.2143	360	0.6158	0.7143	0.6158	0.7848
No log	3.2321	362	0.6451	0.7009	0.6451	0.8032
No log	3.25	364	0.7941	0.6914	0.7941	0.8911
No log	3.2679	366	1.0757	0.6443	1.0757	1.0372
No log	3.2857	368	1.2349	0.5912	1.2349	1.1113
No log	3.3036	370	1.1606	0.6184	1.1606	1.0773
No log	3.3214	372	1.0701	0.6381	1.0701	1.0345
No log	3.3393	374	0.9664	0.6785	0.9664	0.9830
No log	3.3571	376	0.8179	0.7078	0.8179	0.9044
No log	3.375	378	0.7980	0.7147	0.7980	0.8933
No log	3.3929	380	0.7417	0.7108	0.7417	0.8612
No log	3.4107	382	0.7070	0.7288	0.7070	0.8409
No log	3.4286	384	0.6902	0.7324	0.6902	0.8308
No log	3.4464	386	0.7046	0.7191	0.7046	0.8394
No log	3.4643	388	0.7651	0.6986	0.7651	0.8747
No log	3.4821	390	0.7759	0.7021	0.7759	0.8808
No log	3.5	392	0.6897	0.7146	0.6897	0.8305
No log	3.5179	394	0.6315	0.7031	0.6315	0.7947
No log	3.5357	396	0.6570	0.6882	0.6570	0.8105
No log	3.5536	398	0.7207	0.6590	0.7207	0.8490
No log	3.5714	400	0.7285	0.6777	0.7285	0.8535
No log	3.5893	402	0.7340	0.7159	0.7340	0.8568
No log	3.6071	404	0.7510	0.7141	0.7510	0.8666
No log	3.625	406	0.7646	0.7293	0.7646	0.8744
No log	3.6429	408	0.7651	0.7254	0.7651	0.8747
No log	3.6607	410	0.7669	0.7389	0.7669	0.8757
No log	3.6786	412	0.7370	0.7271	0.7370	0.8585
No log	3.6964	414	0.6816	0.7397	0.6816	0.8256
No log	3.7143	416	0.6252	0.7273	0.6252	0.7907
No log	3.7321	418	0.6064	0.6973	0.6064	0.7787
No log	3.75	420	0.6036	0.7121	0.6036	0.7769
No log	3.7679	422	0.6421	0.7356	0.6421	0.8013
No log	3.7857	424	0.7487	0.7296	0.7487	0.8653
No log	3.8036	426	0.8026	0.7076	0.8026	0.8959
No log	3.8214	428	0.8421	0.7085	0.8421	0.9176
No log	3.8393	430	0.8112	0.7141	0.8112	0.9007
No log	3.8571	432	0.7554	0.7291	0.7554	0.8691
No log	3.875	434	0.6856	0.7170	0.6856	0.8280
No log	3.8929	436	0.6655	0.7366	0.6655	0.8158
No log	3.9107	438	0.6607	0.7268	0.6607	0.8128
No log	3.9286	440	0.6149	0.7489	0.6149	0.7841
No log	3.9464	442	0.6082	0.7179	0.6082	0.7799
No log	3.9643	444	0.6197	0.7204	0.6197	0.7872
No log	3.9821	446	0.5958	0.7051	0.5958	0.7719
No log	4.0	448	0.5797	0.6615	0.5797	0.7614
No log	4.0179	450	0.5764	0.6969	0.5764	0.7592
No log	4.0357	452	0.5839	0.7319	0.5839	0.7641
No log	4.0536	454	0.6213	0.7351	0.6213	0.7882
No log	4.0714	456	0.6469	0.7371	0.6469	0.8043
No log	4.0893	458	0.6611	0.7370	0.6611	0.8131
No log	4.1071	460	0.6715	0.7349	0.6715	0.8195
No log	4.125	462	0.6795	0.7173	0.6795	0.8243
No log	4.1429	464	0.6211	0.7487	0.6211	0.7881
No log	4.1607	466	0.5872	0.7394	0.5872	0.7663
No log	4.1786	468	0.5756	0.7235	0.5756	0.7587
No log	4.1964	470	0.5670	0.7228	0.5670	0.7530
No log	4.2143	472	0.5622	0.7186	0.5622	0.7498
No log	4.2321	474	0.5605	0.7205	0.5605	0.7487
No log	4.25	476	0.5553	0.7445	0.5553	0.7452
No log	4.2679	478	0.5774	0.7515	0.5774	0.7599
No log	4.2857	480	0.6159	0.7403	0.6159	0.7848
No log	4.3036	482	0.7125	0.7347	0.7125	0.8441
No log	4.3214	484	0.7137	0.7385	0.7137	0.8448
No log	4.3393	486	0.6855	0.7592	0.6855	0.8279
No log	4.3571	488	0.6681	0.7491	0.6681	0.8174
No log	4.375	490	0.6279	0.7552	0.6279	0.7924
No log	4.3929	492	0.5945	0.7625	0.5945	0.7710
No log	4.4107	494	0.6261	0.7523	0.6261	0.7913
No log	4.4286	496	0.6871	0.7423	0.6871	0.8289
No log	4.4464	498	0.7275	0.7217	0.7275	0.8529
0.4793	4.4643	500	0.6958	0.7264	0.6958	0.8341
0.4793	4.4821	502	0.7140	0.7421	0.7140	0.8450
0.4793	4.5	504	0.7683	0.7384	0.7683	0.8765
0.4793	4.5179	506	0.7372	0.7390	0.7372	0.8586
0.4793	4.5357	508	0.6827	0.7399	0.6827	0.8263
0.4793	4.5536	510	0.6568	0.7406	0.6568	0.8104
0.4793	4.5714	512	0.6551	0.7406	0.6551	0.8094
0.4793	4.5893	514	0.6253	0.7541	0.6253	0.7908
0.4793	4.6071	516	0.5852	0.7458	0.5852	0.7650
0.4793	4.625	518	0.5656	0.7326	0.5656	0.7520
0.4793	4.6429	520	0.5764	0.7515	0.5764	0.7592
0.4793	4.6607	522	0.6252	0.7493	0.6252	0.7907
0.4793	4.6786	524	0.7226	0.7317	0.7226	0.8500
0.4793	4.6964	526	0.8971	0.6834	0.8971	0.9472
0.4793	4.7143	528	1.0269	0.6344	1.0269	1.0133
0.4793	4.7321	530	1.0513	0.6219	1.0513	1.0253
0.4793	4.75	532	1.0059	0.6307	1.0059	1.0029
0.4793	4.7679	534	0.8952	0.6611	0.8952	0.9461
0.4793	4.7857	536	0.8142	0.6913	0.8142	0.9023
0.4793	4.8036	538	0.7300	0.7352	0.7300	0.8544
0.4793	4.8214	540	0.6531	0.7391	0.6531	0.8081
0.4793	4.8393	542	0.6497	0.7344	0.6497	0.8060
0.4793	4.8571	544	0.6546	0.7280	0.6546	0.8090
0.4793	4.875	546	0.6946	0.7311	0.6946	0.8334
0.4793	4.8929	548	0.7836	0.6942	0.7836	0.8852
0.4793	4.9107	550	0.7743	0.7056	0.7743	0.8800
0.4793	4.9286	552	0.7440	0.7082	0.7440	0.8625
0.4793	4.9464	554	0.7513	0.7140	0.7513	0.8668
0.4793	4.9643	556	0.7166	0.7143	0.7166	0.8465
0.4793	4.9821	558	0.7306	0.7201	0.7306	0.8547
0.4793	5.0	560	0.7131	0.7143	0.7131	0.8444
0.4793	5.0179	562	0.7239	0.7187	0.7239	0.8508
0.4793	5.0357	564	0.7133	0.7187	0.7133	0.8446
0.4793	5.0536	566	0.7396	0.7154	0.7396	0.8600
0.4793	5.0714	568	0.7928	0.7054	0.7928	0.8904
0.4793	5.0893	570	0.7871	0.7060	0.7871	0.8872
0.4793	5.1071	572	0.7403	0.7039	0.7403	0.8604
0.4793	5.125	574	0.7254	0.7058	0.7254	0.8517
0.4793	5.1429	576	0.6960	0.7281	0.6960	0.8343
0.4793	5.1607	578	0.6704	0.7328	0.6704	0.8188
0.4793	5.1786	580	0.6562	0.7313	0.6562	0.8100
0.4793	5.1964	582	0.6522	0.7350	0.6522	0.8076
0.4793	5.2143	584	0.6402	0.7242	0.6402	0.8001
0.4793	5.2321	586	0.6721	0.7117	0.6721	0.8198
0.4793	5.25	588	0.7132	0.7074	0.7132	0.8445
0.4793	5.2679	590	0.6893	0.7077	0.6893	0.8302
0.4793	5.2857	592	0.6832	0.7089	0.6832	0.8266
0.4793	5.3036	594	0.6508	0.7303	0.6508	0.8067
0.4793	5.3214	596	0.6260	0.7262	0.6260	0.7912
0.4793	5.3393	598	0.6119	0.7224	0.6119	0.7822
0.4793	5.3571	600	0.6290	0.7351	0.6290	0.7931
0.4793	5.375	602	0.6774	0.7328	0.6774	0.8230
0.4793	5.3929	604	0.6891	0.7100	0.6891	0.8301
0.4793	5.4107	606	0.6999	0.7133	0.6999	0.8366
0.4793	5.4286	608	0.7368	0.6963	0.7368	0.8584
0.4793	5.4464	610	0.7305	0.6975	0.7305	0.8547
0.4793	5.4643	612	0.6980	0.6994	0.6980	0.8355
0.4793	5.4821	614	0.7087	0.7088	0.7087	0.8419
0.4793	5.5	616	0.7591	0.7001	0.7591	0.8713
0.4793	5.5179	618	0.7462	0.7001	0.7462	0.8638
0.4793	5.5357	620	0.7655	0.7001	0.7655	0.8749
0.4793	5.5536	622	0.7867	0.6943	0.7867	0.8870
0.4793	5.5714	624	0.8073	0.6907	0.8073	0.8985
0.4793	5.5893	626	0.8480	0.6811	0.8480	0.9209
0.4793	5.6071	628	0.8240	0.6949	0.8240	0.9077
0.4793	5.625	630	0.7566	0.6909	0.7566	0.8698
0.4793	5.6429	632	0.6985	0.7144	0.6985	0.8358
0.4793	5.6607	634	0.6781	0.7253	0.6781	0.8235
0.4793	5.6786	636	0.7293	0.7091	0.7293	0.8540
0.4793	5.6964	638	0.8375	0.6606	0.8375	0.9151
0.4793	5.7143	640	0.9215	0.6369	0.9215	0.9600
0.4793	5.7321	642	0.8919	0.6464	0.8919	0.9444
0.4793	5.75	644	0.8257	0.6605	0.8257	0.9087
0.4793	5.7679	646	0.7475	0.7214	0.7475	0.8646
0.4793	5.7857	648	0.6826	0.7104	0.6826	0.8262
0.4793	5.8036	650	0.6878	0.7042	0.6878	0.8293
0.4793	5.8214	652	0.7470	0.7084	0.7470	0.8643
0.4793	5.8393	654	0.8842	0.6508	0.8842	0.9403
0.4793	5.8571	656	1.0165	0.6539	1.0165	1.0082
0.4793	5.875	658	1.1501	0.6241	1.1501	1.0724
0.4793	5.8929	660	1.2339	0.6199	1.2339	1.1108
0.4793	5.9107	662	1.3802	0.5894	1.3802	1.1748
0.4793	5.9286	664	1.4031	0.5708	1.4031	1.1845
0.4793	5.9464	666	1.3013	0.5927	1.3013	1.1407
0.4793	5.9643	668	1.1273	0.6241	1.1273	1.0618
0.4793	5.9821	670	0.9080	0.6497	0.9080	0.9529
0.4793	6.0	672	0.6925	0.7216	0.6925	0.8321
0.4793	6.0179	674	0.5838	0.7649	0.5838	0.7641
0.4793	6.0357	676	0.5636	0.7418	0.5636	0.7507
0.4793	6.0536	678	0.5715	0.7343	0.5715	0.7560
0.4793	6.0714	680	0.6064	0.7649	0.6064	0.7787
0.4793	6.0893	682	0.6988	0.7001	0.6988	0.8360
0.4793	6.1071	684	0.8403	0.6576	0.8403	0.9167
0.4793	6.125	686	0.9295	0.6343	0.9295	0.9641
0.4793	6.1429	688	0.9288	0.6389	0.9288	0.9638
0.4793	6.1607	690	0.8502	0.6427	0.8502	0.9221
0.4793	6.1786	692	0.7385	0.6897	0.7385	0.8593
0.4793	6.1964	694	0.6765	0.7167	0.6765	0.8225
0.4793	6.2143	696	0.6299	0.7368	0.6299	0.7936
0.4793	6.2321	698	0.6096	0.7419	0.6096	0.7808
0.4793	6.25	700	0.6187	0.7642	0.6187	0.7866
0.4793	6.2679	702	0.6470	0.7317	0.6470	0.8044
0.4793	6.2857	704	0.7045	0.7315	0.7045	0.8393
0.4793	6.3036	706	0.7709	0.7015	0.7709	0.8780
0.4793	6.3214	708	0.8628	0.6821	0.8628	0.9289
0.4793	6.3393	710	0.8952	0.6650	0.8952	0.9461
0.4793	6.3571	712	0.8749	0.6650	0.8749	0.9354
0.4793	6.375	714	0.8214	0.6840	0.8214	0.9063
0.4793	6.3929	716	0.7748	0.6897	0.7748	0.8802
0.4793	6.4107	718	0.7450	0.7100	0.7450	0.8631
0.4793	6.4286	720	0.7346	0.7097	0.7346	0.8571
0.4793	6.4464	722	0.7479	0.7100	0.7479	0.8648
0.4793	6.4643	724	0.7303	0.7033	0.7303	0.8546
0.4793	6.4821	726	0.7380	0.7033	0.7380	0.8590
0.4793	6.5	728	0.7190	0.7136	0.7190	0.8479
0.4793	6.5179	730	0.7109	0.7106	0.7109	0.8431
0.4793	6.5357	732	0.7111	0.7106	0.7111	0.8432
0.4793	6.5536	734	0.6909	0.7167	0.6909	0.8312
0.4793	6.5714	736	0.6970	0.7126	0.6970	0.8348
0.4793	6.5893	738	0.7217	0.6976	0.7217	0.8495
0.4793	6.6071	740	0.7350	0.6769	0.7350	0.8573
0.4793	6.625	742	0.7028	0.6947	0.7028	0.8384
0.4793	6.6429	744	0.6787	0.7077	0.6787	0.8238
0.4793	6.6607	746	0.6747	0.7143	0.6747	0.8214
0.4793	6.6786	748	0.6785	0.7165	0.6785	0.8237
0.4793	6.6964	750	0.6653	0.7292	0.6653	0.8157
0.4793	6.7143	752	0.6358	0.7484	0.6358	0.7974
0.4793	6.7321	754	0.6231	0.7484	0.6231	0.7894
0.4793	6.75	756	0.6398	0.7596	0.6398	0.7999
0.4793	6.7679	758	0.6451	0.7430	0.6451	0.8032
0.4793	6.7857	760	0.6667	0.7207	0.6667	0.8165
0.4793	6.8036	762	0.7349	0.7100	0.7349	0.8572
0.4793	6.8214	764	0.8026	0.6959	0.8026	0.8959
0.4793	6.8393	766	0.7977	0.7122	0.7977	0.8931
0.4793	6.8571	768	0.7891	0.6972	0.7891	0.8883
0.4793	6.875	770	0.7835	0.6972	0.7835	0.8852
0.4793	6.8929	772	0.7676	0.6990	0.7676	0.8761
0.4793	6.9107	774	0.7242	0.7023	0.7242	0.8510
0.4793	6.9286	776	0.7087	0.7064	0.7087	0.8419
0.4793	6.9464	778	0.7243	0.6945	0.7243	0.8511
0.4793	6.9643	780	0.7192	0.6903	0.7192	0.8481
0.4793	6.9821	782	0.7220	0.6903	0.7220	0.8497
0.4793	7.0	784	0.7559	0.6921	0.7559	0.8694
0.4793	7.0179	786	0.7674	0.6868	0.7674	0.8760
0.4793	7.0357	788	0.7409	0.6886	0.7409	0.8607
0.4793	7.0536	790	0.7201	0.7064	0.7201	0.8486
0.4793	7.0714	792	0.7269	0.6903	0.7269	0.8526
0.4793	7.0893	794	0.7492	0.6921	0.7492	0.8655
0.4793	7.1071	796	0.7449	0.6939	0.7449	0.8631
0.4793	7.125	798	0.7074	0.7023	0.7074	0.8411
0.4793	7.1429	800	0.6864	0.7181	0.6864	0.8285
0.4793	7.1607	802	0.6584	0.7516	0.6584	0.8114
0.4793	7.1786	804	0.6429	0.7482	0.6429	0.8018
0.4793	7.1964	806	0.6465	0.7538	0.6465	0.8040
0.4793	7.2143	808	0.6753	0.7313	0.6753	0.8218
0.4793	7.2321	810	0.7138	0.6921	0.7138	0.8449
0.4793	7.25	812	0.7459	0.6914	0.7459	0.8636
0.4793	7.2679	814	0.7713	0.6897	0.7713	0.8782
0.4793	7.2857	816	0.7912	0.6793	0.7912	0.8895
0.4793	7.3036	818	0.7790	0.6701	0.7790	0.8826
0.4793	7.3214	820	0.7494	0.6909	0.7494	0.8657
0.4793	7.3393	822	0.7436	0.7027	0.7436	0.8623
0.4793	7.3571	824	0.7385	0.7055	0.7385	0.8594
0.4793	7.375	826	0.7488	0.7090	0.7488	0.8653
0.4793	7.3929	828	0.7793	0.6914	0.7793	0.8828
0.4793	7.4107	830	0.8092	0.6767	0.8092	0.8995
0.4793	7.4286	832	0.8054	0.6783	0.8054	0.8975
0.4793	7.4464	834	0.7932	0.6897	0.7932	0.8906
0.4793	7.4643	836	0.7614	0.6926	0.7614	0.8726
0.4793	7.4821	838	0.7169	0.7136	0.7169	0.8467
0.4793	7.5	840	0.7033	0.7254	0.7033	0.8386
0.4793	7.5179	842	0.7142	0.7136	0.7142	0.8451
0.4793	7.5357	844	0.7455	0.7097	0.7455	0.8634
0.4793	7.5536	846	0.8016	0.6767	0.8016	0.8953
0.4793	7.5714	848	0.8535	0.6432	0.8535	0.9238
0.4793	7.5893	850	0.9193	0.6377	0.9193	0.9588
0.4793	7.6071	852	0.9378	0.6409	0.9378	0.9684
0.4793	7.625	854	0.9062	0.6464	0.9062	0.9520
0.4793	7.6429	856	0.8594	0.6671	0.8594	0.9270
0.4793	7.6607	858	0.8310	0.6703	0.8310	0.9116
0.4793	7.6786	860	0.8053	0.6719	0.8053	0.8974
0.4793	7.6964	862	0.8088	0.6719	0.8088	0.8994
0.4793	7.7143	864	0.8322	0.6712	0.8322	0.9123
0.4793	7.7321	866	0.8343	0.6488	0.8343	0.9134
0.4793	7.75	868	0.8136	0.6488	0.8136	0.9020
0.4793	7.7679	870	0.8073	0.6449	0.8073	0.8985
0.4793	7.7857	872	0.8171	0.6435	0.8171	0.9039
0.4793	7.8036	874	0.8073	0.6449	0.8073	0.8985
0.4793	7.8214	876	0.8163	0.6484	0.8163	0.9035
0.4793	7.8393	878	0.7871	0.6449	0.7871	0.8872
0.4793	7.8571	880	0.7428	0.7078	0.7428	0.8619
0.4793	7.875	882	0.7210	0.7104	0.7210	0.8491
0.4793	7.8929	884	0.7061	0.7097	0.7061	0.8403
0.4793	7.9107	886	0.7153	0.7155	0.7153	0.8458
0.4793	7.9286	888	0.7463	0.7193	0.7463	0.8639
0.4793	7.9464	890	0.7860	0.6823	0.7860	0.8866
0.4793	7.9643	892	0.8310	0.6767	0.8310	0.9116
0.4793	7.9821	894	0.8822	0.6511	0.8822	0.9393
0.4793	8.0	896	0.9467	0.6323	0.9467	0.9730
0.4793	8.0179	898	0.9814	0.6252	0.9814	0.9907
0.4793	8.0357	900	0.9722	0.6324	0.9722	0.9860
0.4793	8.0536	902	0.9357	0.6511	0.9357	0.9673
0.4793	8.0714	904	0.8886	0.6736	0.8886	0.9426
0.4793	8.0893	906	0.8309	0.6767	0.8309	0.9115
0.4793	8.1071	908	0.7827	0.6932	0.7827	0.8847
0.4793	8.125	910	0.7770	0.6932	0.7770	0.8815
0.4793	8.1429	912	0.7703	0.6932	0.7703	0.8777
0.4793	8.1607	914	0.7494	0.7100	0.7494	0.8657
0.4793	8.1786	916	0.7361	0.7081	0.7361	0.8579
0.4793	8.1964	918	0.7296	0.7077	0.7296	0.8542
0.4793	8.2143	920	0.7193	0.7077	0.7193	0.8481
0.4793	8.2321	922	0.7198	0.7077	0.7198	0.8484
0.4793	8.25	924	0.7283	0.7077	0.7283	0.8534
0.4793	8.2679	926	0.7320	0.7077	0.7320	0.8556
0.4793	8.2857	928	0.7401	0.7077	0.7401	0.8603
0.4793	8.3036	930	0.7569	0.7060	0.7569	0.8700
0.4793	8.3214	932	0.7755	0.7060	0.7755	0.8806
0.4793	8.3393	934	0.7738	0.7060	0.7738	0.8797
0.4793	8.3571	936	0.7695	0.6943	0.7695	0.8772
0.4793	8.375	938	0.7731	0.6978	0.7731	0.8793
0.4793	8.3929	940	0.7776	0.6810	0.7776	0.8818
0.4793	8.4107	942	0.7681	0.7037	0.7681	0.8764
0.4793	8.4286	944	0.7568	0.7039	0.7568	0.8699
0.4793	8.4464	946	0.7477	0.7058	0.7477	0.8647
0.4793	8.4643	948	0.7279	0.7064	0.7279	0.8532
0.4793	8.4821	950	0.7058	0.7203	0.7058	0.8401
0.4793	8.5	952	0.6986	0.7203	0.6986	0.8358
0.4793	8.5179	954	0.7053	0.7203	0.7053	0.8398
0.4793	8.5357	956	0.7128	0.7106	0.7128	0.8443
0.4793	8.5536	958	0.7258	0.7164	0.7258	0.8520
0.4793	8.5714	960	0.7633	0.6938	0.7633	0.8737
0.4793	8.5893	962	0.7905	0.6886	0.7905	0.8891
0.4793	8.6071	964	0.8036	0.6807	0.8036	0.8964
0.4793	8.625	966	0.8170	0.6791	0.8170	0.9039
0.4793	8.6429	968	0.8169	0.6791	0.8169	0.9038
0.4793	8.6607	970	0.8075	0.6853	0.8075	0.8986
0.4793	8.6786	972	0.7948	0.6870	0.7948	0.8915
0.4793	8.6964	974	0.7768	0.6886	0.7768	0.8813
0.4793	8.7143	976	0.7737	0.6995	0.7737	0.8796
0.4793	8.7321	978	0.7728	0.6840	0.7728	0.8791
0.4793	8.75	980	0.7858	0.6840	0.7858	0.8865
0.4793	8.7679	982	0.7989	0.6727	0.7989	0.8938
0.4793	8.7857	984	0.7996	0.6711	0.7996	0.8942
0.4793	8.8036	986	0.7941	0.6727	0.7941	0.8911
0.4793	8.8214	988	0.7813	0.6937	0.7813	0.8839
0.4793	8.8393	990	0.7557	0.7125	0.7557	0.8693
0.4793	8.8571	992	0.7389	0.7122	0.7389	0.8596
0.4793	8.875	994	0.7228	0.7122	0.7228	0.8502
0.4793	8.8929	996	0.7104	0.7169	0.7104	0.8428
0.4793	8.9107	998	0.7140	0.7169	0.7140	0.8450
0.0679	8.9286	1000	0.7275	0.7122	0.7275	0.8530
0.0679	8.9464	1002	0.7476	0.7122	0.7476	0.8646
0.0679	8.9643	1004	0.7649	0.6938	0.7649	0.8746
0.0679	8.9821	1006	0.7828	0.6870	0.7828	0.8848
0.0679	9.0	1008	0.8084	0.6824	0.8084	0.8991
0.0679	9.0179	1010	0.8329	0.6671	0.8329	0.9126
0.0679	9.0357	1012	0.8493	0.6543	0.8493	0.9216
0.0679	9.0536	1014	0.8430	0.6543	0.8430	0.9181
0.0679	9.0714	1016	0.8352	0.6631	0.8352	0.9139
0.0679	9.0893	1018	0.8145	0.6824	0.8145	0.9025
0.0679	9.1071	1020	0.7952	0.6853	0.7952	0.8918
0.0679	9.125	1022	0.7851	0.6870	0.7851	0.8861
0.0679	9.1429	1024	0.7869	0.6870	0.7869	0.8871
0.0679	9.1607	1026	0.7820	0.6886	0.7820	0.8843
0.0679	9.1786	1028	0.7785	0.6886	0.7785	0.8823
0.0679	9.1964	1030	0.7717	0.6977	0.7717	0.8785
0.0679	9.2143	1032	0.7771	0.6977	0.7771	0.8816
0.0679	9.2321	1034	0.7855	0.6886	0.7855	0.8863
0.0679	9.25	1036	0.7829	0.6886	0.7829	0.8848
0.0679	9.2679	1038	0.7727	0.6977	0.7727	0.8790
0.0679	9.2857	1040	0.7643	0.6977	0.7643	0.8742
0.0679	9.3036	1042	0.7585	0.7143	0.7585	0.8709
0.0679	9.3214	1044	0.7572	0.7088	0.7572	0.8702
0.0679	9.3393	1046	0.7641	0.6977	0.7641	0.8742
0.0679	9.3571	1048	0.7786	0.6977	0.7786	0.8824
0.0679	9.375	1050	0.7943	0.6823	0.7943	0.8912
0.0679	9.3929	1052	0.8022	0.6823	0.8022	0.8957
0.0679	9.4107	1054	0.8045	0.6823	0.8045	0.8970
0.0679	9.4286	1056	0.8070	0.6857	0.8070	0.8983
0.0679	9.4464	1058	0.8081	0.6857	0.8081	0.8989
0.0679	9.4643	1060	0.8145	0.6840	0.8145	0.9025
0.0679	9.4821	1062	0.8163	0.6727	0.8163	0.9035
0.0679	9.5	1064	0.8147	0.6840	0.8147	0.9026
0.0679	9.5179	1066	0.8134	0.6840	0.8134	0.9019
0.0679	9.5357	1068	0.8097	0.6857	0.8097	0.8998
0.0679	9.5536	1070	0.8018	0.6823	0.8018	0.8954
0.0679	9.5714	1072	0.7964	0.6886	0.7964	0.8924
0.0679	9.5893	1074	0.7920	0.6886	0.7920	0.8899
0.0679	9.6071	1076	0.7908	0.6823	0.7908	0.8893
0.0679	9.625	1078	0.7909	0.6823	0.7909	0.8893
0.0679	9.6429	1080	0.7919	0.6823	0.7919	0.8899
0.0679	9.6607	1082	0.7930	0.6857	0.7930	0.8905
0.0679	9.6786	1084	0.7922	0.6857	0.7922	0.8901
0.0679	9.6964	1086	0.7916	0.6857	0.7916	0.8897
0.0679	9.7143	1088	0.7919	0.6857	0.7919	0.8899
0.0679	9.7321	1090	0.7902	0.6857	0.7902	0.8890
0.0679	9.75	1092	0.7853	0.6857	0.7853	0.8862
0.0679	9.7679	1094	0.7795	0.6823	0.7795	0.8829
0.0679	9.7857	1096	0.7770	0.6823	0.7770	0.8815
0.0679	9.8036	1098	0.7753	0.6823	0.7753	0.8805
0.0679	9.8214	1100	0.7719	0.6823	0.7719	0.8786
0.0679	9.8393	1102	0.7685	0.6914	0.7685	0.8766
0.0679	9.8571	1104	0.7659	0.6914	0.7659	0.8751
0.0679	9.875	1106	0.7636	0.7082	0.7636	0.8738
0.0679	9.8929	1108	0.7608	0.7082	0.7608	0.8722
0.0679	9.9107	1110	0.7592	0.7082	0.7592	0.8713
0.0679	9.9286	1112	0.7585	0.7082	0.7585	0.8709
0.0679	9.9464	1114	0.7588	0.7082	0.7588	0.8711
0.0679	9.9643	1116	0.7589	0.7082	0.7589	0.8712
0.0679	9.9821	1118	0.7588	0.7082	0.7588	0.8711
0.0679	10.0	1120	0.7587	0.7082	0.7587	0.8710

Framework versions

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