ArabicNewSplits5_FineTuningAraBERT_run3_AugV5_k18_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: 0.6401
• Qwk: 0.5629
• Mse: 0.6401
• Rmse: 0.8000

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	3.9999	-0.0131	3.9999	2.0000
No log	0.0357	4	2.2506	0.0424	2.2506	1.5002
No log	0.0536	6	1.3105	0.0602	1.3105	1.1448
No log	0.0714	8	1.1672	0.0220	1.1672	1.0804
No log	0.0893	10	1.2998	0.0260	1.2998	1.1401
No log	0.1071	12	1.4588	0.0458	1.4588	1.2078
No log	0.125	14	1.3044	0.0296	1.3044	1.1421
No log	0.1429	16	1.0444	0.0500	1.0444	1.0220
No log	0.1607	18	0.9536	0.1289	0.9536	0.9765
No log	0.1786	20	1.0052	0.0864	1.0052	1.0026
No log	0.1964	22	1.1576	0.0	1.1576	1.0759
No log	0.2143	24	1.3167	0.0	1.3167	1.1475
No log	0.2321	26	1.2517	0.0296	1.2517	1.1188
No log	0.25	28	0.9430	0.0630	0.9430	0.9711
No log	0.2679	30	0.7797	0.1821	0.7797	0.8830
No log	0.2857	32	0.7778	0.1684	0.7778	0.8819
No log	0.3036	34	0.8105	0.2093	0.8105	0.9003
No log	0.3214	36	0.8924	0.1676	0.8924	0.9447
No log	0.3393	38	1.1885	0.1565	1.1885	1.0902
No log	0.3571	40	1.4526	0.1778	1.4526	1.2052
No log	0.375	42	1.7103	0.1922	1.7103	1.3078
No log	0.3929	44	1.6840	0.1844	1.6840	1.2977
No log	0.4107	46	1.7276	0.1844	1.7276	1.3144
No log	0.4286	48	1.7646	0.1830	1.7646	1.3284
No log	0.4464	50	1.7343	0.1723	1.7343	1.3169
No log	0.4643	52	1.5911	0.1674	1.5911	1.2614
No log	0.4821	54	1.2072	0.2393	1.2072	1.0987
No log	0.5	56	0.8971	0.2165	0.8971	0.9472
No log	0.5179	58	0.6995	0.3191	0.6995	0.8364
No log	0.5357	60	0.6085	0.3826	0.6085	0.7800
No log	0.5536	62	0.6245	0.3722	0.6245	0.7903
No log	0.5714	64	0.7595	0.2801	0.7595	0.8715
No log	0.5893	66	1.1005	0.3429	1.1005	1.0490
No log	0.6071	68	1.6006	0.1527	1.6006	1.2652
No log	0.625	70	1.8615	0.1317	1.8615	1.3644
No log	0.6429	72	1.7634	0.1646	1.7634	1.3279
No log	0.6607	74	1.4314	0.1599	1.4314	1.1964
No log	0.6786	76	1.1417	0.2096	1.1417	1.0685
No log	0.6964	78	0.8479	0.2920	0.8479	0.9208
No log	0.7143	80	0.6848	0.3667	0.6848	0.8275
No log	0.7321	82	0.6672	0.3678	0.6672	0.8168
No log	0.75	84	0.7104	0.3715	0.7104	0.8429
No log	0.7679	86	0.7697	0.3445	0.7697	0.8773
No log	0.7857	88	0.9630	0.3218	0.9630	0.9813
No log	0.8036	90	1.1036	0.2962	1.1036	1.0505
No log	0.8214	92	1.0742	0.2908	1.0742	1.0364
No log	0.8393	94	1.1152	0.2857	1.1152	1.0560
No log	0.8571	96	1.0451	0.2978	1.0451	1.0223
No log	0.875	98	0.8249	0.3677	0.8249	0.9082
No log	0.8929	100	0.6470	0.4002	0.6470	0.8043
No log	0.9107	102	0.5671	0.4452	0.5671	0.7530
No log	0.9286	104	0.5936	0.3962	0.5936	0.7705
No log	0.9464	106	0.7123	0.3444	0.7123	0.8440
No log	0.9643	108	0.7615	0.3071	0.7615	0.8726
No log	0.9821	110	0.7283	0.3691	0.7283	0.8534
No log	1.0	112	0.7458	0.5120	0.7458	0.8636
No log	1.0179	114	0.7722	0.5157	0.7722	0.8788
No log	1.0357	116	0.7603	0.4930	0.7603	0.8720
No log	1.0536	118	0.7709	0.4642	0.7709	0.8780
No log	1.0714	120	0.8003	0.4415	0.8003	0.8946
No log	1.0893	122	0.8610	0.4781	0.8610	0.9279
No log	1.1071	124	0.8434	0.4356	0.8434	0.9184
No log	1.125	126	0.8107	0.4690	0.8107	0.9004
No log	1.1429	128	0.7929	0.4749	0.7929	0.8905
No log	1.1607	130	0.8305	0.4744	0.8305	0.9113
No log	1.1786	132	0.9111	0.4491	0.9111	0.9545
No log	1.1964	134	0.8304	0.4309	0.8304	0.9113
No log	1.2143	136	0.8466	0.4654	0.8466	0.9201
No log	1.2321	138	0.8519	0.4543	0.8519	0.9230
No log	1.25	140	0.8888	0.4199	0.8888	0.9428
No log	1.2679	142	0.8627	0.4132	0.8627	0.9288
No log	1.2857	144	0.9252	0.3686	0.9252	0.9619
No log	1.3036	146	1.0019	0.3445	1.0019	1.0010
No log	1.3214	148	0.9651	0.3392	0.9651	0.9824
No log	1.3393	150	0.9183	0.3964	0.9183	0.9583
No log	1.3571	152	0.7609	0.3965	0.7609	0.8723
No log	1.375	154	0.7488	0.4035	0.7488	0.8653
No log	1.3929	156	0.7532	0.3806	0.7532	0.8679
No log	1.4107	158	0.8185	0.4428	0.8185	0.9047
No log	1.4286	160	0.7944	0.4227	0.7944	0.8913
No log	1.4464	162	0.7562	0.3951	0.7562	0.8696
No log	1.4643	164	0.7781	0.4200	0.7781	0.8821
No log	1.4821	166	0.8635	0.4073	0.8635	0.9292
No log	1.5	168	0.9736	0.4262	0.9736	0.9867
No log	1.5179	170	0.9271	0.4330	0.9271	0.9628
No log	1.5357	172	0.8219	0.4041	0.8219	0.9066
No log	1.5536	174	0.7381	0.4646	0.7381	0.8591
No log	1.5714	176	0.7191	0.4335	0.7191	0.8480
No log	1.5893	178	0.7226	0.4557	0.7226	0.8501
No log	1.6071	180	0.7719	0.4648	0.7719	0.8786
No log	1.625	182	0.7870	0.4476	0.7870	0.8871
No log	1.6429	184	0.7734	0.4456	0.7734	0.8794
No log	1.6607	186	0.7680	0.4724	0.7680	0.8764
No log	1.6786	188	0.7972	0.4839	0.7972	0.8928
No log	1.6964	190	0.8121	0.4972	0.8121	0.9012
No log	1.7143	192	0.8826	0.4819	0.8826	0.9394
No log	1.7321	194	1.0931	0.4284	1.0931	1.0455
No log	1.75	196	1.1505	0.3784	1.1505	1.0726
No log	1.7679	198	1.0032	0.4783	1.0032	1.0016
No log	1.7857	200	0.8259	0.4881	0.8259	0.9088
No log	1.8036	202	0.8553	0.4642	0.8553	0.9248
No log	1.8214	204	0.9716	0.3786	0.9716	0.9857
No log	1.8393	206	0.9240	0.3775	0.9240	0.9613
No log	1.8571	208	0.7869	0.4328	0.7869	0.8871
No log	1.875	210	0.6872	0.4450	0.6872	0.8290
No log	1.8929	212	0.7942	0.4917	0.7942	0.8912
No log	1.9107	214	0.9145	0.3884	0.9145	0.9563
No log	1.9286	216	0.8674	0.4369	0.8674	0.9313
No log	1.9464	218	0.7647	0.5356	0.7647	0.8745
No log	1.9643	220	0.7154	0.5169	0.7154	0.8458
No log	1.9821	222	0.7527	0.4797	0.7527	0.8676
No log	2.0	224	0.7362	0.4575	0.7362	0.8580
No log	2.0179	226	0.6804	0.5	0.6804	0.8248
No log	2.0357	228	0.7003	0.5497	0.7003	0.8368
No log	2.0536	230	0.7552	0.4889	0.7552	0.8690
No log	2.0714	232	0.7756	0.4925	0.7756	0.8807
No log	2.0893	234	0.7778	0.5113	0.7778	0.8820
No log	2.1071	236	0.7499	0.5161	0.7499	0.8659
No log	2.125	238	0.7348	0.5227	0.7348	0.8572
No log	2.1429	240	0.7228	0.4852	0.7228	0.8502
No log	2.1607	242	0.7557	0.4610	0.7557	0.8693
No log	2.1786	244	0.7970	0.4607	0.7970	0.8927
No log	2.1964	246	0.7932	0.4521	0.7932	0.8906
No log	2.2143	248	0.7640	0.4860	0.7640	0.8741
No log	2.2321	250	0.7791	0.4961	0.7791	0.8827
No log	2.25	252	0.8464	0.4670	0.8464	0.9200
No log	2.2679	254	0.8229	0.4539	0.8229	0.9071
No log	2.2857	256	0.7329	0.5039	0.7329	0.8561
No log	2.3036	258	0.6947	0.4872	0.6947	0.8335
No log	2.3214	260	0.6587	0.4939	0.6587	0.8116
No log	2.3393	262	0.6657	0.4874	0.6657	0.8159
No log	2.3571	264	0.6851	0.4730	0.6851	0.8277
No log	2.375	266	0.6947	0.4503	0.6947	0.8335
No log	2.3929	268	0.7159	0.4645	0.7159	0.8461
No log	2.4107	270	0.7399	0.4782	0.7399	0.8602
No log	2.4286	272	0.7546	0.4698	0.7546	0.8687
No log	2.4464	274	0.7329	0.4695	0.7329	0.8561
No log	2.4643	276	0.7486	0.4595	0.7486	0.8652
No log	2.4821	278	0.7659	0.4814	0.7659	0.8752
No log	2.5	280	0.7248	0.4708	0.7248	0.8513
No log	2.5179	282	0.7134	0.5336	0.7134	0.8446
No log	2.5357	284	0.7076	0.4988	0.7076	0.8412
No log	2.5536	286	0.6757	0.5238	0.6757	0.8220
No log	2.5714	288	0.6497	0.5588	0.6497	0.8060
No log	2.5893	290	0.6515	0.5394	0.6515	0.8072
No log	2.6071	292	0.7736	0.4557	0.7736	0.8795
No log	2.625	294	0.8418	0.4554	0.8418	0.9175
No log	2.6429	296	0.7845	0.4703	0.7845	0.8857
No log	2.6607	298	0.7021	0.5392	0.7021	0.8379
No log	2.6786	300	0.7130	0.5729	0.7130	0.8444
No log	2.6964	302	0.7464	0.4989	0.7464	0.8639
No log	2.7143	304	0.7313	0.5472	0.7313	0.8552
No log	2.7321	306	0.7000	0.5357	0.7000	0.8367
No log	2.75	308	0.6941	0.5256	0.6941	0.8331
No log	2.7679	310	0.6802	0.5123	0.6802	0.8247
No log	2.7857	312	0.6696	0.5263	0.6696	0.8183
No log	2.8036	314	0.6777	0.5574	0.6777	0.8232
No log	2.8214	316	0.7191	0.5211	0.7191	0.8480
No log	2.8393	318	0.7232	0.5084	0.7232	0.8504
No log	2.8571	320	0.7213	0.5084	0.7213	0.8493
No log	2.875	322	0.6735	0.5446	0.6735	0.8207
No log	2.8929	324	0.6695	0.5167	0.6695	0.8182
No log	2.9107	326	0.6817	0.5266	0.6817	0.8257
No log	2.9286	328	0.6946	0.5434	0.6946	0.8334
No log	2.9464	330	0.7012	0.5211	0.7012	0.8374
No log	2.9643	332	0.7054	0.5405	0.7054	0.8399
No log	2.9821	334	0.7232	0.4716	0.7232	0.8504
No log	3.0	336	0.7578	0.4509	0.7578	0.8705
No log	3.0179	338	0.7384	0.4660	0.7384	0.8593
No log	3.0357	340	0.7191	0.4983	0.7191	0.8480
No log	3.0536	342	0.7125	0.5102	0.7125	0.8441
No log	3.0714	344	0.7096	0.4827	0.7096	0.8424
No log	3.0893	346	0.7022	0.4922	0.7022	0.8380
No log	3.1071	348	0.6854	0.5153	0.6854	0.8279
No log	3.125	350	0.6743	0.4920	0.6743	0.8212
No log	3.1429	352	0.6682	0.5290	0.6682	0.8175
No log	3.1607	354	0.6622	0.5369	0.6622	0.8138
No log	3.1786	356	0.6521	0.5397	0.6521	0.8075
No log	3.1964	358	0.6377	0.5258	0.6377	0.7986
No log	3.2143	360	0.6378	0.5137	0.6378	0.7987
No log	3.2321	362	0.6607	0.5127	0.6607	0.8128
No log	3.25	364	0.6910	0.5110	0.6910	0.8312
No log	3.2679	366	0.7182	0.5537	0.7182	0.8475
No log	3.2857	368	0.7485	0.5362	0.7485	0.8652
No log	3.3036	370	0.8212	0.4930	0.8212	0.9062
No log	3.3214	372	0.8240	0.4930	0.8240	0.9078
No log	3.3393	374	0.7563	0.5190	0.7563	0.8697
No log	3.3571	376	0.6995	0.5219	0.6995	0.8364
No log	3.375	378	0.6828	0.5262	0.6828	0.8263
No log	3.3929	380	0.6647	0.5120	0.6647	0.8153
No log	3.4107	382	0.6595	0.5338	0.6595	0.8121
No log	3.4286	384	0.6501	0.5648	0.6501	0.8063
No log	3.4464	386	0.6466	0.5730	0.6466	0.8041
No log	3.4643	388	0.6428	0.5733	0.6428	0.8017
No log	3.4821	390	0.6422	0.5762	0.6422	0.8014
No log	3.5	392	0.6599	0.5477	0.6599	0.8124
No log	3.5179	394	0.7092	0.5072	0.7092	0.8422
No log	3.5357	396	0.7630	0.4724	0.7630	0.8735
No log	3.5536	398	0.7905	0.4575	0.7905	0.8891
No log	3.5714	400	0.7854	0.4882	0.7854	0.8862
No log	3.5893	402	0.7384	0.5176	0.7384	0.8593
No log	3.6071	404	0.7215	0.5296	0.7215	0.8494
No log	3.625	406	0.7129	0.5465	0.7129	0.8443
No log	3.6429	408	0.7058	0.5240	0.7058	0.8401
No log	3.6607	410	0.7194	0.5136	0.7194	0.8482
No log	3.6786	412	0.7403	0.5586	0.7403	0.8604
No log	3.6964	414	0.7579	0.5586	0.7579	0.8706
No log	3.7143	416	0.7365	0.5279	0.7365	0.8582
No log	3.7321	418	0.7145	0.5243	0.7145	0.8453
No log	3.75	420	0.7261	0.5253	0.7261	0.8521
No log	3.7679	422	0.7545	0.5032	0.7545	0.8686
No log	3.7857	424	0.7863	0.4814	0.7863	0.8867
No log	3.8036	426	0.7759	0.4934	0.7759	0.8808
No log	3.8214	428	0.7110	0.4896	0.7110	0.8432
No log	3.8393	430	0.6451	0.5446	0.6451	0.8032
No log	3.8571	432	0.6259	0.5443	0.6259	0.7911
No log	3.875	434	0.6361	0.5712	0.6361	0.7975
No log	3.8929	436	0.6565	0.5481	0.6565	0.8102
No log	3.9107	438	0.6724	0.5424	0.6724	0.8200
No log	3.9286	440	0.7019	0.5424	0.7019	0.8378
No log	3.9464	442	0.7133	0.5246	0.7133	0.8446
No log	3.9643	444	0.7246	0.5273	0.7246	0.8512
No log	3.9821	446	0.7282	0.5330	0.7282	0.8533
No log	4.0	448	0.7473	0.5334	0.7473	0.8645
No log	4.0179	450	0.7743	0.5211	0.7743	0.8800
No log	4.0357	452	0.7425	0.5334	0.7425	0.8617
No log	4.0536	454	0.7184	0.5016	0.7184	0.8476
No log	4.0714	456	0.7183	0.5180	0.7183	0.8476
No log	4.0893	458	0.7174	0.5246	0.7174	0.8470
No log	4.1071	460	0.7169	0.5299	0.7169	0.8467
No log	4.125	462	0.7165	0.5250	0.7165	0.8465
No log	4.1429	464	0.7154	0.5381	0.7154	0.8458
No log	4.1607	466	0.7083	0.5271	0.7083	0.8416
No log	4.1786	468	0.6892	0.5280	0.6892	0.8302
No log	4.1964	470	0.6666	0.5724	0.6666	0.8165
No log	4.2143	472	0.6739	0.5470	0.6739	0.8209
No log	4.2321	474	0.6885	0.5413	0.6885	0.8298
No log	4.25	476	0.6738	0.5440	0.6738	0.8209
No log	4.2679	478	0.6270	0.5455	0.6270	0.7918
No log	4.2857	480	0.6034	0.6074	0.6034	0.7768
No log	4.3036	482	0.6074	0.6030	0.6074	0.7793
No log	4.3214	484	0.6135	0.5656	0.6135	0.7833
No log	4.3393	486	0.6192	0.5718	0.6192	0.7869
No log	4.3571	488	0.6259	0.5915	0.6259	0.7911
No log	4.375	490	0.6695	0.5177	0.6695	0.8182
No log	4.3929	492	0.6898	0.5177	0.6898	0.8306
No log	4.4107	494	0.6690	0.5200	0.6690	0.8179
No log	4.4286	496	0.6746	0.5289	0.6746	0.8214
No log	4.4464	498	0.6852	0.5166	0.6852	0.8278
0.4247	4.4643	500	0.7134	0.4948	0.7134	0.8447
0.4247	4.4821	502	0.7077	0.4948	0.7077	0.8412
0.4247	4.5	504	0.6923	0.5003	0.6923	0.8320
0.4247	4.5179	506	0.7008	0.4843	0.7008	0.8371
0.4247	4.5357	508	0.7207	0.4827	0.7207	0.8490
0.4247	4.5536	510	0.7147	0.4827	0.7147	0.8454
0.4247	4.5714	512	0.6681	0.5331	0.6681	0.8174
0.4247	4.5893	514	0.6393	0.5468	0.6393	0.7996
0.4247	4.6071	516	0.6434	0.5479	0.6434	0.8021
0.4247	4.625	518	0.6468	0.5496	0.6468	0.8042
0.4247	4.6429	520	0.6511	0.5696	0.6511	0.8069
0.4247	4.6607	522	0.6751	0.5294	0.6751	0.8217
0.4247	4.6786	524	0.6967	0.4805	0.6967	0.8347
0.4247	4.6964	526	0.6918	0.5046	0.6918	0.8318
0.4247	4.7143	528	0.6572	0.5220	0.6572	0.8107
0.4247	4.7321	530	0.6224	0.5753	0.6224	0.7889
0.4247	4.75	532	0.6078	0.5718	0.6078	0.7796
0.4247	4.7679	534	0.6096	0.5915	0.6096	0.7808
0.4247	4.7857	536	0.6211	0.5610	0.6211	0.7881
0.4247	4.8036	538	0.6198	0.5567	0.6198	0.7873
0.4247	4.8214	540	0.6183	0.5507	0.6183	0.7863
0.4247	4.8393	542	0.6182	0.5419	0.6182	0.7863
0.4247	4.8571	544	0.6317	0.5662	0.6317	0.7948
0.4247	4.875	546	0.6468	0.5972	0.6468	0.8043
0.4247	4.8929	548	0.6671	0.5403	0.6671	0.8168
0.4247	4.9107	550	0.6852	0.4899	0.6852	0.8277
0.4247	4.9286	552	0.6741	0.5320	0.6741	0.8211
0.4247	4.9464	554	0.6602	0.5829	0.6602	0.8125
0.4247	4.9643	556	0.6573	0.5572	0.6573	0.8107
0.4247	4.9821	558	0.6684	0.5395	0.6684	0.8175
0.4247	5.0	560	0.6666	0.5395	0.6666	0.8165
0.4247	5.0179	562	0.6495	0.5650	0.6495	0.8059
0.4247	5.0357	564	0.6458	0.5339	0.6458	0.8036
0.4247	5.0536	566	0.6588	0.5504	0.6588	0.8117
0.4247	5.0714	568	0.6891	0.5170	0.6891	0.8301
0.4247	5.0893	570	0.7033	0.5237	0.7033	0.8386
0.4247	5.1071	572	0.7078	0.5373	0.7078	0.8413
0.4247	5.125	574	0.7042	0.5214	0.7042	0.8392
0.4247	5.1429	576	0.7210	0.5131	0.7210	0.8491
0.4247	5.1607	578	0.7283	0.5075	0.7283	0.8534
0.4247	5.1786	580	0.7087	0.5268	0.7087	0.8419
0.4247	5.1964	582	0.6752	0.5697	0.6752	0.8217
0.4247	5.2143	584	0.6526	0.5713	0.6526	0.8079
0.4247	5.2321	586	0.6234	0.5628	0.6234	0.7896
0.4247	5.25	588	0.6015	0.5762	0.6015	0.7756
0.4247	5.2679	590	0.5965	0.6155	0.5965	0.7723
0.4247	5.2857	592	0.6006	0.5992	0.6006	0.7750
0.4247	5.3036	594	0.6075	0.6057	0.6075	0.7794
0.4247	5.3214	596	0.6121	0.5955	0.6121	0.7824
0.4247	5.3393	598	0.6276	0.5748	0.6276	0.7922
0.4247	5.3571	600	0.6582	0.5437	0.6582	0.8113
0.4247	5.375	602	0.6850	0.5621	0.6850	0.8276
0.4247	5.3929	604	0.7153	0.4724	0.7153	0.8458
0.4247	5.4107	606	0.7234	0.4796	0.7234	0.8505
0.4247	5.4286	608	0.7148	0.4867	0.7148	0.8455
0.4247	5.4464	610	0.6984	0.5311	0.6984	0.8357
0.4247	5.4643	612	0.6866	0.5233	0.6866	0.8286
0.4247	5.4821	614	0.6637	0.5203	0.6637	0.8147
0.4247	5.5	616	0.6445	0.5162	0.6445	0.8028
0.4247	5.5179	618	0.6381	0.5471	0.6381	0.7988
0.4247	5.5357	620	0.6355	0.5232	0.6355	0.7972
0.4247	5.5536	622	0.6395	0.5024	0.6395	0.7997
0.4247	5.5714	624	0.6400	0.5084	0.6400	0.8000
0.4247	5.5893	626	0.6258	0.5517	0.6258	0.7911
0.4247	5.6071	628	0.6246	0.5976	0.6246	0.7903
0.4247	5.625	630	0.6548	0.5240	0.6548	0.8092
0.4247	5.6429	632	0.6857	0.5030	0.6857	0.8281
0.4247	5.6607	634	0.6839	0.5261	0.6839	0.8270
0.4247	5.6786	636	0.6667	0.5453	0.6667	0.8165
0.4247	5.6964	638	0.6536	0.5073	0.6536	0.8085
0.4247	5.7143	640	0.6578	0.5361	0.6578	0.8110
0.4247	5.7321	642	0.6669	0.5296	0.6669	0.8167
0.4247	5.75	644	0.6739	0.5122	0.6739	0.8209
0.4247	5.7679	646	0.6873	0.5056	0.6873	0.8291
0.4247	5.7857	648	0.6962	0.4935	0.6962	0.8344
0.4247	5.8036	650	0.6985	0.5091	0.6985	0.8358
0.4247	5.8214	652	0.7060	0.5203	0.7060	0.8403
0.4247	5.8393	654	0.6917	0.5332	0.6917	0.8317
0.4247	5.8571	656	0.6654	0.5481	0.6654	0.8157
0.4247	5.875	658	0.6384	0.54	0.6384	0.7990
0.4247	5.8929	660	0.6129	0.5634	0.6129	0.7829
0.4247	5.9107	662	0.6056	0.5618	0.6056	0.7782
0.4247	5.9286	664	0.6080	0.5555	0.6080	0.7797
0.4247	5.9464	666	0.6123	0.5631	0.6123	0.7825
0.4247	5.9643	668	0.6283	0.5476	0.6283	0.7926
0.4247	5.9821	670	0.6357	0.5641	0.6357	0.7973
0.4247	6.0	672	0.6422	0.5494	0.6422	0.8014
0.4247	6.0179	674	0.6438	0.5369	0.6438	0.8024
0.4247	6.0357	676	0.6489	0.5258	0.6489	0.8056
0.4247	6.0536	678	0.6398	0.5258	0.6398	0.7999
0.4247	6.0714	680	0.6144	0.5523	0.6144	0.7839
0.4247	6.0893	682	0.5990	0.5554	0.5990	0.7740
0.4247	6.1071	684	0.5949	0.5447	0.5949	0.7713
0.4247	6.125	686	0.5911	0.5182	0.5911	0.7688
0.4247	6.1429	688	0.5896	0.5571	0.5896	0.7678
0.4247	6.1607	690	0.6069	0.5522	0.6069	0.7790
0.4247	6.1786	692	0.6496	0.5355	0.6496	0.8060
0.4247	6.1964	694	0.6816	0.5159	0.6816	0.8256
0.4247	6.2143	696	0.6754	0.5159	0.6754	0.8218
0.4247	6.2321	698	0.6518	0.5542	0.6518	0.8074
0.4247	6.25	700	0.6355	0.5429	0.6355	0.7972
0.4247	6.2679	702	0.6368	0.5588	0.6368	0.7980
0.4247	6.2857	704	0.6440	0.5572	0.6440	0.8025
0.4247	6.3036	706	0.6534	0.5511	0.6534	0.8083
0.4247	6.3214	708	0.6686	0.5603	0.6686	0.8177
0.4247	6.3393	710	0.6943	0.5096	0.6943	0.8333
0.4247	6.3571	712	0.6982	0.5096	0.6982	0.8356
0.4247	6.375	714	0.6882	0.5096	0.6882	0.8296
0.4247	6.3929	716	0.6612	0.5543	0.6612	0.8132
0.4247	6.4107	718	0.6485	0.5604	0.6485	0.8053
0.4247	6.4286	720	0.6311	0.5511	0.6311	0.7944
0.4247	6.4464	722	0.6172	0.5345	0.6172	0.7856
0.4247	6.4643	724	0.6157	0.5443	0.6157	0.7847
0.4247	6.4821	726	0.6183	0.5446	0.6183	0.7863
0.4247	6.5	728	0.6210	0.5446	0.6210	0.7880
0.4247	6.5179	730	0.6216	0.5446	0.6216	0.7884
0.4247	6.5357	732	0.6197	0.5446	0.6197	0.7872
0.4247	6.5536	734	0.6209	0.5446	0.6209	0.7879
0.4247	6.5714	736	0.6269	0.5383	0.6269	0.7918
0.4247	6.5893	738	0.6352	0.5383	0.6352	0.7970
0.4247	6.6071	740	0.6265	0.5508	0.6265	0.7915
0.4247	6.625	742	0.6202	0.5571	0.6202	0.7875
0.4247	6.6429	744	0.6245	0.5502	0.6245	0.7902
0.4247	6.6607	746	0.6379	0.5403	0.6379	0.7987
0.4247	6.6786	748	0.6553	0.5694	0.6553	0.8095
0.4247	6.6964	750	0.6871	0.5329	0.6871	0.8289
0.4247	6.7143	752	0.6980	0.5278	0.6980	0.8355
0.4247	6.7321	754	0.6917	0.5197	0.6917	0.8317
0.4247	6.75	756	0.6771	0.5435	0.6771	0.8228
0.4247	6.7679	758	0.6725	0.5694	0.6725	0.8201
0.4247	6.7857	760	0.6626	0.5694	0.6626	0.8140
0.4247	6.8036	762	0.6665	0.5694	0.6665	0.8164
0.4247	6.8214	764	0.6909	0.5250	0.6909	0.8312
0.4247	6.8393	766	0.7116	0.5198	0.7116	0.8436
0.4247	6.8571	768	0.7308	0.5044	0.7308	0.8549
0.4247	6.875	770	0.7315	0.4989	0.7315	0.8553
0.4247	6.8929	772	0.7112	0.4972	0.7112	0.8433
0.4247	6.9107	774	0.6794	0.5329	0.6794	0.8242
0.4247	6.9286	776	0.6470	0.5572	0.6470	0.8043
0.4247	6.9464	778	0.6358	0.5618	0.6358	0.7974
0.4247	6.9643	780	0.6343	0.5618	0.6342	0.7964
0.4247	6.9821	782	0.6324	0.5569	0.6324	0.7952
0.4247	7.0	784	0.6318	0.5632	0.6318	0.7948
0.4247	7.0179	786	0.6306	0.5779	0.6306	0.7941
0.4247	7.0357	788	0.6340	0.5610	0.6340	0.7962
0.4247	7.0536	790	0.6322	0.5733	0.6322	0.7951
0.4247	7.0714	792	0.6233	0.5767	0.6233	0.7895
0.4247	7.0893	794	0.6123	0.5003	0.6123	0.7825
0.4247	7.1071	796	0.6144	0.5394	0.6144	0.7839
0.4247	7.125	798	0.6282	0.5633	0.6282	0.7926
0.4247	7.1429	800	0.6389	0.5511	0.6389	0.7993
0.4247	7.1607	802	0.6416	0.5572	0.6416	0.8010
0.4247	7.1786	804	0.6439	0.5540	0.6439	0.8024
0.4247	7.1964	806	0.6529	0.5524	0.6529	0.8080
0.4247	7.2143	808	0.6643	0.5594	0.6643	0.8151
0.4247	7.2321	810	0.6710	0.5594	0.6710	0.8192
0.4247	7.25	812	0.6745	0.5538	0.6745	0.8213
0.4247	7.2679	814	0.6780	0.5608	0.6780	0.8234
0.4247	7.2857	816	0.6815	0.5585	0.6815	0.8255
0.4247	7.3036	818	0.6834	0.5498	0.6834	0.8267
0.4247	7.3214	820	0.6937	0.5266	0.6937	0.8329
0.4247	7.3393	822	0.7064	0.5157	0.7064	0.8405
0.4247	7.3571	824	0.7187	0.5179	0.7187	0.8478
0.4247	7.375	826	0.7153	0.5124	0.7153	0.8457
0.4247	7.3929	828	0.7132	0.5124	0.7132	0.8445
0.4247	7.4107	830	0.6944	0.5173	0.6944	0.8333
0.4247	7.4286	832	0.6777	0.5395	0.6777	0.8232
0.4247	7.4464	834	0.6637	0.5479	0.6637	0.8146
0.4247	7.4643	836	0.6624	0.5683	0.6624	0.8139
0.4247	7.4821	838	0.6733	0.5520	0.6733	0.8205
0.4247	7.5	840	0.6852	0.5297	0.6852	0.8278
0.4247	7.5179	842	0.6935	0.5516	0.6935	0.8328
0.4247	7.5357	844	0.6948	0.5516	0.6948	0.8335
0.4247	7.5536	846	0.6870	0.5604	0.6870	0.8288
0.4247	7.5714	848	0.6787	0.5383	0.6787	0.8238
0.4247	7.5893	850	0.6677	0.5665	0.6677	0.8171
0.4247	7.6071	852	0.6687	0.5572	0.6687	0.8178
0.4247	7.625	854	0.6953	0.5157	0.6953	0.8338
0.4247	7.6429	856	0.7237	0.5108	0.7237	0.8507
0.4247	7.6607	858	0.7300	0.5190	0.7300	0.8544
0.4247	7.6786	860	0.7123	0.5117	0.7123	0.8440
0.4247	7.6964	862	0.6996	0.5111	0.6996	0.8364
0.4247	7.7143	864	0.6893	0.5340	0.6893	0.8303
0.4247	7.7321	866	0.6764	0.5397	0.6764	0.8225
0.4247	7.75	868	0.6593	0.5435	0.6593	0.8119
0.4247	7.7679	870	0.6404	0.5493	0.6404	0.8003
0.4247	7.7857	872	0.6299	0.5835	0.6299	0.7937
0.4247	7.8036	874	0.6218	0.5955	0.6218	0.7885
0.4247	7.8214	876	0.6214	0.5998	0.6214	0.7883
0.4247	7.8393	878	0.6228	0.6076	0.6228	0.7892
0.4247	7.8571	880	0.6251	0.6034	0.6251	0.7906
0.4247	7.875	882	0.6243	0.6034	0.6243	0.7901
0.4247	7.8929	884	0.6303	0.5635	0.6303	0.7939
0.4247	7.9107	886	0.6411	0.5493	0.6411	0.8007
0.4247	7.9286	888	0.6545	0.5376	0.6545	0.8090
0.4247	7.9464	890	0.6661	0.5316	0.6661	0.8162
0.4247	7.9643	892	0.6732	0.5316	0.6732	0.8205
0.4247	7.9821	894	0.6759	0.5316	0.6759	0.8222
0.4247	8.0	896	0.6756	0.5376	0.6756	0.8219
0.4247	8.0179	898	0.6738	0.5435	0.6738	0.8209
0.4247	8.0357	900	0.6766	0.5481	0.6766	0.8226
0.4247	8.0536	902	0.6811	0.5481	0.6811	0.8253
0.4247	8.0714	904	0.6839	0.5556	0.6839	0.8270
0.4247	8.0893	906	0.6869	0.5435	0.6869	0.8288
0.4247	8.1071	908	0.6848	0.5435	0.6848	0.8275
0.4247	8.125	910	0.6788	0.5496	0.6788	0.8239
0.4247	8.1429	912	0.6700	0.5496	0.6700	0.8185
0.4247	8.1607	914	0.6653	0.5616	0.6653	0.8156
0.4247	8.1786	916	0.6623	0.5733	0.6623	0.8138
0.4247	8.1964	918	0.6582	0.5796	0.6582	0.8113
0.4247	8.2143	920	0.6515	0.6005	0.6515	0.8072
0.4247	8.2321	922	0.6459	0.5846	0.6459	0.8037
0.4247	8.25	924	0.6414	0.5779	0.6414	0.8009
0.4247	8.2679	926	0.6374	0.5551	0.6374	0.7984
0.4247	8.2857	928	0.6345	0.5566	0.6345	0.7965
0.4247	8.3036	930	0.6352	0.5676	0.6352	0.7970
0.4247	8.3214	932	0.6383	0.5741	0.6383	0.7989
0.4247	8.3393	934	0.6450	0.5414	0.6450	0.8031
0.4247	8.3571	936	0.6519	0.5633	0.6519	0.8074
0.4247	8.375	938	0.6529	0.5633	0.6529	0.8080
0.4247	8.3929	940	0.6563	0.5376	0.6563	0.8101
0.4247	8.4107	942	0.6645	0.5395	0.6645	0.8152
0.4247	8.4286	944	0.6672	0.5395	0.6672	0.8168
0.4247	8.4464	946	0.6640	0.5395	0.6640	0.8148
0.4247	8.4643	948	0.6584	0.5392	0.6584	0.8114
0.4247	8.4821	950	0.6543	0.5450	0.6543	0.8089
0.4247	8.5	952	0.6525	0.5511	0.6525	0.8078
0.4247	8.5179	954	0.6493	0.5493	0.6493	0.8058
0.4247	8.5357	956	0.6503	0.5493	0.6503	0.8064
0.4247	8.5536	958	0.6499	0.5493	0.6499	0.8062
0.4247	8.5714	960	0.6463	0.5414	0.6463	0.8039
0.4247	8.5893	962	0.6435	0.5414	0.6435	0.8022
0.4247	8.6071	964	0.6369	0.5414	0.6369	0.7981
0.4247	8.625	966	0.6277	0.5476	0.6277	0.7923
0.4247	8.6429	968	0.6241	0.5619	0.6241	0.7900
0.4247	8.6607	970	0.6256	0.5476	0.6256	0.7910
0.4247	8.6786	972	0.6270	0.5414	0.6270	0.7918
0.4247	8.6964	974	0.6282	0.5414	0.6282	0.7926
0.4247	8.7143	976	0.6292	0.5414	0.6292	0.7932
0.4247	8.7321	978	0.6345	0.5414	0.6345	0.7965
0.4247	8.75	980	0.6395	0.5493	0.6395	0.7997
0.4247	8.7679	982	0.6414	0.5493	0.6414	0.8009
0.4247	8.7857	984	0.6437	0.5493	0.6437	0.8023
0.4247	8.8036	986	0.6468	0.5414	0.6468	0.8042
0.4247	8.8214	988	0.6506	0.5414	0.6506	0.8066
0.4247	8.8393	990	0.6525	0.5680	0.6525	0.8078
0.4247	8.8571	992	0.6545	0.5728	0.6545	0.8090
0.4247	8.875	994	0.6556	0.5663	0.6556	0.8097
0.4247	8.8929	996	0.6593	0.5524	0.6593	0.8120
0.4247	8.9107	998	0.6616	0.5524	0.6616	0.8134
0.0717	8.9286	1000	0.6617	0.5414	0.6617	0.8135
0.0717	8.9464	1002	0.6659	0.5431	0.6659	0.8160
0.0717	8.9643	1004	0.6690	0.5431	0.6690	0.8179
0.0717	8.9821	1006	0.6710	0.5431	0.6710	0.8192
0.0717	9.0	1008	0.6734	0.5431	0.6734	0.8206
0.0717	9.0179	1010	0.6764	0.5431	0.6764	0.8225
0.0717	9.0357	1012	0.6792	0.5431	0.6792	0.8241
0.0717	9.0536	1014	0.6813	0.5572	0.6813	0.8254
0.0717	9.0714	1016	0.6815	0.5511	0.6815	0.8256
0.0717	9.0893	1018	0.6791	0.5511	0.6791	0.8241
0.0717	9.1071	1020	0.6753	0.5417	0.6753	0.8218
0.0717	9.125	1022	0.6725	0.5540	0.6725	0.8200
0.0717	9.1429	1024	0.6688	0.5645	0.6688	0.8178
0.0717	9.1607	1026	0.6678	0.5569	0.6678	0.8172
0.0717	9.1786	1028	0.6681	0.5569	0.6681	0.8174
0.0717	9.1964	1030	0.6678	0.5569	0.6678	0.8172
0.0717	9.2143	1032	0.6668	0.5672	0.6668	0.8166
0.0717	9.2321	1034	0.6660	0.5672	0.6660	0.8161
0.0717	9.25	1036	0.6646	0.5672	0.6646	0.8152
0.0717	9.2679	1038	0.6643	0.5672	0.6643	0.8151
0.0717	9.2857	1040	0.6651	0.5672	0.6651	0.8156
0.0717	9.3036	1042	0.6650	0.5672	0.6650	0.8154
0.0717	9.3214	1044	0.6637	0.5672	0.6637	0.8147
0.0717	9.3393	1046	0.6614	0.5790	0.6614	0.8133
0.0717	9.3571	1048	0.6611	0.5731	0.6611	0.8131
0.0717	9.375	1050	0.6611	0.5672	0.6611	0.8131
0.0717	9.3929	1052	0.6613	0.5569	0.6613	0.8132
0.0717	9.4107	1054	0.6602	0.5569	0.6602	0.8125
0.0717	9.4286	1056	0.6599	0.5569	0.6599	0.8123
0.0717	9.4464	1058	0.6597	0.5645	0.6597	0.8122
0.0717	9.4643	1060	0.6594	0.5645	0.6594	0.8121
0.0717	9.4821	1062	0.6600	0.5601	0.6600	0.8124
0.0717	9.5	1064	0.6609	0.5540	0.6609	0.8130
0.0717	9.5179	1066	0.6615	0.5496	0.6615	0.8133
0.0717	9.5357	1068	0.6608	0.5511	0.6608	0.8129
0.0717	9.5536	1070	0.6594	0.5511	0.6594	0.8120
0.0717	9.5714	1072	0.6581	0.5511	0.6581	0.8113
0.0717	9.5893	1074	0.6562	0.5511	0.6562	0.8100
0.0717	9.6071	1076	0.6543	0.5511	0.6543	0.8089
0.0717	9.625	1078	0.6522	0.5511	0.6522	0.8076
0.0717	9.6429	1080	0.6504	0.5511	0.6504	0.8065
0.0717	9.6607	1082	0.6476	0.5369	0.6476	0.8048
0.0717	9.6786	1084	0.6452	0.5369	0.6452	0.8032
0.0717	9.6964	1086	0.6421	0.5431	0.6421	0.8013
0.0717	9.7143	1088	0.6400	0.5493	0.6400	0.8000
0.0717	9.7321	1090	0.6387	0.5493	0.6387	0.7992
0.0717	9.75	1092	0.6380	0.5493	0.6380	0.7988
0.0717	9.7679	1094	0.6378	0.5493	0.6378	0.7986
0.0717	9.7857	1096	0.6374	0.5617	0.6374	0.7983
0.0717	9.8036	1098	0.6371	0.5617	0.6371	0.7982
0.0717	9.8214	1100	0.6370	0.5447	0.6370	0.7982
0.0717	9.8393	1102	0.6375	0.5447	0.6375	0.7984
0.0717	9.8571	1104	0.6378	0.5447	0.6378	0.7986
0.0717	9.875	1106	0.6380	0.5508	0.6380	0.7988
0.0717	9.8929	1108	0.6383	0.5508	0.6383	0.7989
0.0717	9.9107	1110	0.6389	0.5629	0.6389	0.7993
0.0717	9.9286	1112	0.6394	0.5629	0.6394	0.7996
0.0717	9.9464	1114	0.6397	0.5629	0.6397	0.7998
0.0717	9.9643	1116	0.6399	0.5629	0.6399	0.7999
0.0717	9.9821	1118	0.6400	0.5629	0.6400	0.8000
0.0717	10.0	1120	0.6401	0.5629	0.6401	0.8000

Framework versions

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