README.md

metadata

library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
  - generated_from_trainer
model-index:
  - name: Arabic_FineTuningAraBERT_AugV4_k5_task2_organization_fold1
    results: []

Arabic_FineTuningAraBERT_AugV4_k5_task2_organization_fold1

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: 0.5655
• Qwk: 0.4578
• Mse: 0.5655
• Rmse: 0.7520

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	0.0238	2	5.9282	-0.0048	5.9282	2.4348
No log	0.0476	4	2.9069	0.1073	2.9069	1.7050
No log	0.0714	6	1.1504	0.1000	1.1504	1.0725
No log	0.0952	8	0.6077	0.3077	0.6077	0.7796
No log	0.1190	10	0.4613	0.4828	0.4613	0.6792
No log	0.1429	12	0.4482	0.4590	0.4482	0.6695
No log	0.1667	14	0.4588	0.5161	0.4588	0.6774
No log	0.1905	16	0.4303	0.5714	0.4303	0.6559
No log	0.2143	18	0.4426	0.5970	0.4426	0.6653
No log	0.2381	20	0.5411	0.5352	0.5411	0.7356
No log	0.2619	22	0.4898	0.6292	0.4898	0.6999
No log	0.2857	24	0.5430	0.6739	0.5430	0.7369
No log	0.3095	26	0.6399	0.6	0.6399	0.8000
No log	0.3333	28	0.4925	0.5714	0.4925	0.7018
No log	0.3571	30	0.4682	0.5814	0.4682	0.6843
No log	0.3810	32	0.5242	0.5435	0.5242	0.7240
No log	0.4048	34	0.5740	0.6591	0.5740	0.7576
No log	0.4286	36	0.6414	0.5517	0.6414	0.8009
No log	0.4524	38	0.7236	0.4667	0.7236	0.8507
No log	0.4762	40	0.9006	0.1379	0.9006	0.9490
No log	0.5	42	0.8090	0.4255	0.8090	0.8994
No log	0.5238	44	0.7020	0.4270	0.7020	0.8378
No log	0.5476	46	0.7146	0.5333	0.7146	0.8454
No log	0.5714	48	0.7354	0.5517	0.7354	0.8576
No log	0.5952	50	0.7434	0.5055	0.7434	0.8622
No log	0.6190	52	0.6575	0.4828	0.6575	0.8108
No log	0.6429	54	0.6686	0.5412	0.6686	0.8177
No log	0.6667	56	0.6141	0.5412	0.6141	0.7837
No log	0.6905	58	0.5348	0.4156	0.5348	0.7313
No log	0.7143	60	0.5538	0.4615	0.5538	0.7442
No log	0.7381	62	0.5904	0.4828	0.5904	0.7683
No log	0.7619	64	0.7130	0.4828	0.7130	0.8444
No log	0.7857	66	0.7502	0.4894	0.7502	0.8661
No log	0.8095	68	0.7028	0.5361	0.7028	0.8383
No log	0.8333	70	0.6315	0.4944	0.6315	0.7947
No log	0.8571	72	0.6200	0.4419	0.6200	0.7874
No log	0.8810	74	0.6633	0.4396	0.6633	0.8144
No log	0.9048	76	0.8138	0.4894	0.8138	0.9021
No log	0.9286	78	0.7329	0.4375	0.7329	0.8561
No log	0.9524	80	0.6384	0.4783	0.6384	0.7990
No log	0.9762	82	0.6077	0.5333	0.6077	0.7795
No log	1.0	84	0.6310	0.5714	0.6310	0.7944
No log	1.0238	86	0.6082	0.5714	0.6082	0.7799
No log	1.0476	88	0.6328	0.4783	0.6328	0.7955
No log	1.0714	90	0.6784	0.4396	0.6784	0.8236
No log	1.0952	92	0.6351	0.4396	0.6351	0.7969
No log	1.1190	94	0.5283	0.4828	0.5283	0.7268
No log	1.1429	96	0.5216	0.48	0.5216	0.7222
No log	1.1667	98	0.5229	0.48	0.5229	0.7231
No log	1.1905	100	0.5325	0.6292	0.5325	0.7297
No log	1.2143	102	0.6071	0.6170	0.6071	0.7792
No log	1.2381	104	0.6842	0.5806	0.6842	0.8272
No log	1.2619	106	0.7705	0.4578	0.7705	0.8778
No log	1.2857	108	0.8120	0.3544	0.8120	0.9011
No log	1.3095	110	0.8397	0.5143	0.8397	0.9163
No log	1.3333	112	0.8440	0.5714	0.8440	0.9187
No log	1.3571	114	0.6867	0.5714	0.6867	0.8287
No log	1.3810	116	0.6806	0.6087	0.6806	0.8250
No log	1.4048	118	0.7971	0.4156	0.7971	0.8928
No log	1.4286	120	0.8116	0.4156	0.8116	0.9009
No log	1.4524	122	0.6122	0.4000	0.6122	0.7824
No log	1.4762	124	0.5133	0.3200	0.5133	0.7165
No log	1.5	126	0.5109	0.2623	0.5109	0.7148
No log	1.5238	128	0.5573	0.3846	0.5573	0.7465
No log	1.5476	130	0.7709	0.4156	0.7709	0.8780
No log	1.5714	132	0.9393	0.1628	0.9393	0.9692
No log	1.5952	134	0.9039	0.2683	0.9039	0.9507
No log	1.6190	136	0.6998	0.4146	0.6998	0.8365
No log	1.6429	138	0.6370	0.3571	0.6370	0.7981
No log	1.6667	140	0.6588	0.3871	0.6588	0.8116
No log	1.6905	142	0.7023	0.3871	0.7023	0.8380
No log	1.7143	144	0.7008	0.4255	0.7008	0.8372
No log	1.7381	146	0.7263	0.5625	0.7263	0.8523
No log	1.7619	148	0.7132	0.5714	0.7132	0.8445
No log	1.7857	150	0.7267	0.5625	0.7267	0.8525
No log	1.8095	152	0.7863	0.3736	0.7863	0.8868
No log	1.8333	154	0.8776	0.4632	0.8776	0.9368
No log	1.8571	156	0.8062	0.4667	0.8062	0.8979
No log	1.8810	158	0.6075	0.3736	0.6075	0.7794
No log	1.9048	160	0.5607	0.2895	0.5607	0.7488
No log	1.9286	162	0.5658	0.2609	0.5658	0.7522
No log	1.9524	164	0.6033	0.3143	0.6033	0.7767
No log	1.9762	166	0.5895	0.3143	0.5895	0.7678
No log	2.0	168	0.5656	0.4000	0.5656	0.7521
No log	2.0238	170	0.6127	0.3478	0.6127	0.7828
No log	2.0476	172	0.6645	0.4255	0.6645	0.8152
No log	2.0714	174	0.6770	0.4	0.6770	0.8228
No log	2.0952	176	0.6666	0.5185	0.6666	0.8164
No log	2.1190	178	0.5794	0.3864	0.5794	0.7612
No log	2.1429	180	0.5750	0.4944	0.5750	0.7583
No log	2.1667	182	0.5611	0.3415	0.5611	0.7491
No log	2.1905	184	0.6576	0.5185	0.6576	0.8109
No log	2.2143	186	0.6775	0.5116	0.6775	0.8231
No log	2.2381	188	0.6874	0.3736	0.6874	0.8291
No log	2.2619	190	0.8192	0.4444	0.8192	0.9051
No log	2.2857	192	0.9563	0.2574	0.9563	0.9779
No log	2.3095	194	0.9901	0.2800	0.9901	0.9950
No log	2.3333	196	0.8447	0.3855	0.8447	0.9191
No log	2.3571	198	0.7676	0.3448	0.7676	0.8761
No log	2.3810	200	0.8022	0.3448	0.8022	0.8957
No log	2.4048	202	0.8133	0.3448	0.8133	0.9018
No log	2.4286	204	0.7833	0.4130	0.7833	0.8850
No log	2.4524	206	0.9486	0.4706	0.9486	0.9740
No log	2.4762	208	1.0148	0.2653	1.0148	1.0074
No log	2.5	210	0.8772	0.3855	0.8772	0.9366
No log	2.5238	212	0.6450	0.3415	0.6450	0.8031
No log	2.5476	214	0.6654	0.4615	0.6654	0.8157
No log	2.5714	216	0.6607	0.4615	0.6607	0.8129
No log	2.5952	218	0.6119	0.3415	0.6119	0.7822
No log	2.6190	220	0.6547	0.1818	0.6547	0.8091
No log	2.6429	222	0.7609	0.4304	0.7609	0.8723
No log	2.6667	224	0.7768	0.3617	0.7768	0.8814
No log	2.6905	226	0.7033	0.3736	0.7033	0.8386
No log	2.7143	228	0.6733	0.3855	0.6733	0.8205
No log	2.7381	230	0.6721	0.5063	0.6721	0.8198
No log	2.7619	232	0.6087	0.3855	0.6087	0.7802
No log	2.7857	234	0.6471	0.3855	0.6471	0.8044
No log	2.8095	236	0.7257	0.4286	0.7257	0.8519
No log	2.8333	238	0.7511	0.4130	0.7511	0.8666
No log	2.8571	240	0.7853	0.4950	0.7853	0.8862
No log	2.8810	242	0.8606	0.5102	0.8606	0.9277
No log	2.9048	244	0.8573	0.4848	0.8573	0.9259
No log	2.9286	246	0.8179	0.4848	0.8179	0.9044
No log	2.9524	248	0.7343	0.4516	0.7343	0.8569
No log	2.9762	250	0.7244	0.4286	0.7244	0.8511
No log	3.0	252	0.6695	0.4419	0.6695	0.8182
No log	3.0238	254	0.6142	0.3864	0.6142	0.7837
No log	3.0476	256	0.5703	0.3704	0.5703	0.7552
No log	3.0714	258	0.5798	0.3704	0.5798	0.7615
No log	3.0952	260	0.5947	0.4286	0.5947	0.7712
No log	3.1190	262	0.6557	0.5185	0.6557	0.8098
No log	3.1429	264	0.6297	0.4	0.6297	0.7936
No log	3.1667	266	0.6839	0.4894	0.6839	0.8270
No log	3.1905	268	0.7599	0.4894	0.7599	0.8717
No log	3.2143	270	0.7271	0.4516	0.7271	0.8527
No log	3.2381	272	0.6845	0.4516	0.6845	0.8274
No log	3.2619	274	0.6372	0.4944	0.6372	0.7982
No log	3.2857	276	0.6178	0.5063	0.6178	0.7860
No log	3.3095	278	0.5690	0.5063	0.5690	0.7543
No log	3.3333	280	0.5485	0.4545	0.5485	0.7406
No log	3.3571	282	0.5908	0.4	0.5908	0.7686
No log	3.3810	284	0.6237	0.4286	0.6237	0.7898
No log	3.4048	286	0.5815	0.4286	0.5815	0.7625
No log	3.4286	288	0.5752	0.4615	0.5752	0.7584
No log	3.4524	290	0.5720	0.475	0.5720	0.7563
No log	3.4762	292	0.5322	0.5000	0.5322	0.7296
No log	3.5	294	0.5153	0.5500	0.5153	0.7179
No log	3.5238	296	0.6406	0.4304	0.6406	0.8003
No log	3.5476	298	0.7595	0.4286	0.7595	0.8715
No log	3.5714	300	0.7306	0.4231	0.7306	0.8547
No log	3.5952	302	0.6513	0.5301	0.6513	0.8070
No log	3.6190	304	0.5820	0.5116	0.5820	0.7629
No log	3.6429	306	0.5899	0.5814	0.5899	0.7680
No log	3.6667	308	0.5906	0.5823	0.5906	0.7685
No log	3.6905	310	0.5461	0.5116	0.5461	0.7390
No log	3.7143	312	0.5732	0.5000	0.5732	0.7571
No log	3.7381	314	0.5923	0.4146	0.5923	0.7696
No log	3.7619	316	0.5581	0.4706	0.5581	0.7471
No log	3.7857	318	0.6245	0.5135	0.6245	0.7903
No log	3.8095	320	0.7642	0.4878	0.7642	0.8742
No log	3.8333	322	0.8913	0.3774	0.8913	0.9441
No log	3.8571	324	0.8275	0.4906	0.8275	0.9097
No log	3.8810	326	0.7198	0.5116	0.7198	0.8484
No log	3.9048	328	0.7548	0.3571	0.7548	0.8688
No log	3.9286	330	0.7486	0.3855	0.7486	0.8652
No log	3.9524	332	0.6519	0.3571	0.6519	0.8074
No log	3.9762	334	0.5866	0.4935	0.5866	0.7659
No log	4.0	336	0.6051	0.5217	0.6051	0.7779
No log	4.0238	338	0.6380	0.5217	0.6380	0.7988
No log	4.0476	340	0.6154	0.5063	0.6154	0.7845
No log	4.0714	342	0.5761	0.5385	0.5761	0.7590
No log	4.0952	344	0.6080	0.3571	0.6080	0.7797
No log	4.1190	346	0.6510	0.3415	0.6510	0.8068
No log	4.1429	348	0.6543	0.3415	0.6543	0.8089
No log	4.1667	350	0.6404	0.3133	0.6404	0.8002
No log	4.1905	352	0.6341	0.5116	0.6341	0.7963
No log	4.2143	354	0.6417	0.5618	0.6417	0.8011
No log	4.2381	356	0.6234	0.5714	0.6234	0.7895
No log	4.2619	358	0.5870	0.5714	0.5870	0.7662
No log	4.2857	360	0.5561	0.3571	0.5561	0.7457
No log	4.3095	362	0.6366	0.475	0.6366	0.7979
No log	4.3333	364	0.7353	0.5063	0.7353	0.8575
No log	4.3571	366	0.6923	0.475	0.6923	0.8320
No log	4.3810	368	0.5954	0.4444	0.5954	0.7716
No log	4.4048	370	0.5633	0.3250	0.5633	0.7506
No log	4.4286	372	0.5835	0.4444	0.5835	0.7639
No log	4.4524	374	0.6113	0.4878	0.6113	0.7819
No log	4.4762	376	0.6141	0.4878	0.6141	0.7836
No log	4.5	378	0.5951	0.4	0.5951	0.7714
No log	4.5238	380	0.6306	0.3855	0.6306	0.7941
No log	4.5476	382	0.6362	0.3855	0.6362	0.7976
No log	4.5714	384	0.5933	0.4	0.5933	0.7702
No log	4.5952	386	0.5880	0.4167	0.5880	0.7668
No log	4.6190	388	0.6254	0.5500	0.6254	0.7908
No log	4.6429	390	0.6517	0.4304	0.6517	0.8073
No log	4.6667	392	0.6921	0.4516	0.6921	0.8319
No log	4.6905	394	0.7067	0.4	0.7067	0.8407
No log	4.7143	396	0.7027	0.4	0.7027	0.8383
No log	4.7381	398	0.6644	0.4	0.6644	0.8151
No log	4.7619	400	0.6091	0.3684	0.6091	0.7804
No log	4.7857	402	0.5789	0.3662	0.5789	0.7609
No log	4.8095	404	0.5953	0.4000	0.5953	0.7716
No log	4.8333	406	0.5909	0.4000	0.5909	0.7687
No log	4.8571	408	0.5621	0.3662	0.5621	0.7497
No log	4.8810	410	0.5638	0.3662	0.5638	0.7509
No log	4.9048	412	0.5902	0.3684	0.5902	0.7683
No log	4.9286	414	0.6624	0.4	0.6624	0.8139
No log	4.9524	416	0.6974	0.3871	0.6974	0.8351
No log	4.9762	418	0.6897	0.4	0.6897	0.8305
No log	5.0	420	0.6712	0.4516	0.6712	0.8192
No log	5.0238	422	0.6555	0.4270	0.6555	0.8096
No log	5.0476	424	0.6630	0.4124	0.6630	0.8142
No log	5.0714	426	0.6361	0.4	0.6361	0.7976
No log	5.0952	428	0.6187	0.4419	0.6187	0.7865
No log	5.1190	430	0.6248	0.4828	0.6248	0.7904
No log	5.1429	432	0.6907	0.5161	0.6907	0.8311
No log	5.1667	434	0.8152	0.4466	0.8152	0.9029
No log	5.1905	436	0.8174	0.4466	0.8174	0.9041
No log	5.2143	438	0.7044	0.5161	0.7044	0.8393
No log	5.2381	440	0.6264	0.5517	0.6264	0.7915
No log	5.2619	442	0.6037	0.4419	0.6037	0.7770
No log	5.2857	444	0.5832	0.4419	0.5832	0.7637
No log	5.3095	446	0.5691	0.4878	0.5691	0.7544
No log	5.3333	448	0.5988	0.4578	0.5988	0.7738
No log	5.3571	450	0.6357	0.475	0.6357	0.7973
No log	5.3810	452	0.6398	0.4706	0.6398	0.7999
No log	5.4048	454	0.6578	0.4706	0.6578	0.8110
No log	5.4286	456	0.6638	0.5227	0.6638	0.8147
No log	5.4524	458	0.6485	0.4419	0.6485	0.8053
No log	5.4762	460	0.6280	0.4419	0.6280	0.7925
No log	5.5	462	0.6179	0.5517	0.6179	0.7861
No log	5.5238	464	0.6374	0.4706	0.6374	0.7984
No log	5.5476	466	0.6701	0.48	0.6701	0.8186
No log	5.5714	468	0.6561	0.48	0.6561	0.8100
No log	5.5952	470	0.6021	0.48	0.6021	0.7760
No log	5.6190	472	0.5794	0.4706	0.5794	0.7612
No log	5.6429	474	0.5611	0.4578	0.5611	0.7491
No log	5.6667	476	0.5426	0.4878	0.5426	0.7366
No log	5.6905	478	0.5314	0.4878	0.5314	0.7290
No log	5.7143	480	0.5420	0.4578	0.5420	0.7362
No log	5.7381	482	0.5794	0.5227	0.5794	0.7612
No log	5.7619	484	0.6125	0.5517	0.6125	0.7826
No log	5.7857	486	0.6237	0.5517	0.6237	0.7897
No log	5.8095	488	0.5943	0.5517	0.5943	0.7709
No log	5.8333	490	0.5595	0.4878	0.5595	0.7480
No log	5.8571	492	0.5524	0.4615	0.5524	0.7433
No log	5.8810	494	0.5209	0.4935	0.5209	0.7217
No log	5.9048	496	0.4969	0.4878	0.4969	0.7049
No log	5.9286	498	0.5010	0.3704	0.5010	0.7078
0.4056	5.9524	500	0.4968	0.4878	0.4968	0.7048
0.4056	5.9762	502	0.5103	0.4878	0.5103	0.7143
0.4056	6.0	504	0.5332	0.4935	0.5332	0.7302
0.4056	6.0238	506	0.5663	0.4615	0.5663	0.7525
0.4056	6.0476	508	0.5872	0.4615	0.5872	0.7663
0.4056	6.0714	510	0.6014	0.4578	0.6014	0.7755
0.4056	6.0952	512	0.6266	0.5227	0.6266	0.7916
0.4056	6.1190	514	0.6345	0.5517	0.6345	0.7966
0.4056	6.1429	516	0.6294	0.5517	0.6294	0.7933
0.4056	6.1667	518	0.5955	0.4419	0.5955	0.7717
0.4056	6.1905	520	0.5547	0.3704	0.5547	0.7448
0.4056	6.2143	522	0.5367	0.3377	0.5367	0.7326
0.4056	6.2381	524	0.5363	0.4658	0.5363	0.7323
0.4056	6.2619	526	0.5311	0.5	0.5311	0.7287
0.4056	6.2857	528	0.5348	0.3684	0.5348	0.7313
0.4056	6.3095	530	0.5739	0.3250	0.5739	0.7576
0.4056	6.3333	532	0.6225	0.4	0.6225	0.7890
0.4056	6.3571	534	0.6398	0.4	0.6398	0.7999
0.4056	6.3810	536	0.6476	0.4419	0.6476	0.8048
0.4056	6.4048	538	0.6602	0.4578	0.6602	0.8125
0.4056	6.4286	540	0.6605	0.4615	0.6605	0.8127
0.4056	6.4524	542	0.6561	0.4615	0.6561	0.8100
0.4056	6.4762	544	0.6205	0.3415	0.6205	0.7877
0.4056	6.5	546	0.6045	0.3704	0.6045	0.7775
0.4056	6.5238	548	0.6180	0.3571	0.6180	0.7861
0.4056	6.5476	550	0.6522	0.4000	0.6522	0.8076
0.4056	6.5714	552	0.6433	0.5063	0.6433	0.8020
0.4056	6.5952	554	0.6091	0.3571	0.6091	0.7805
0.4056	6.6190	556	0.5858	0.3704	0.5858	0.7654
0.4056	6.6429	558	0.5966	0.3415	0.5966	0.7724
0.4056	6.6667	560	0.6060	0.4615	0.6060	0.7784
0.4056	6.6905	562	0.5946	0.3377	0.5946	0.7711
0.4056	6.7143	564	0.5819	0.3250	0.5819	0.7628
0.4056	6.7381	566	0.5724	0.2785	0.5724	0.7566
0.4056	6.7619	568	0.5784	0.4444	0.5784	0.7605
0.4056	6.7857	570	0.5748	0.475	0.5748	0.7582
0.4056	6.8095	572	0.5421	0.3684	0.5421	0.7363
0.4056	6.8333	574	0.5066	0.3014	0.5066	0.7117
0.4056	6.8571	576	0.4954	0.3200	0.4954	0.7039
0.4056	6.8810	578	0.5049	0.3684	0.5049	0.7106
0.4056	6.9048	580	0.5140	0.4935	0.5140	0.7170
0.4056	6.9286	582	0.5231	0.5610	0.5231	0.7233
0.4056	6.9524	584	0.5377	0.5517	0.5377	0.7333
0.4056	6.9762	586	0.5488	0.5116	0.5488	0.7408
0.4056	7.0	588	0.5527	0.5517	0.5527	0.7434
0.4056	7.0238	590	0.5574	0.5610	0.5574	0.7466
0.4056	7.0476	592	0.5899	0.4615	0.5899	0.7681
0.4056	7.0714	594	0.6221	0.475	0.6221	0.7887
0.4056	7.0952	596	0.6326	0.475	0.6326	0.7954
0.4056	7.1190	598	0.6007	0.4615	0.6007	0.7751
0.4056	7.1429	600	0.5632	0.5227	0.5632	0.7505
0.4056	7.1667	602	0.5618	0.5116	0.5618	0.7495
0.4056	7.1905	604	0.5758	0.4286	0.5758	0.7588
0.4056	7.2143	606	0.5737	0.3855	0.5737	0.7574
0.4056	7.2381	608	0.5537	0.3855	0.5537	0.7441
0.4056	7.2619	610	0.5263	0.4304	0.5263	0.7255
0.4056	7.2857	612	0.5116	0.4304	0.5116	0.7153
0.4056	7.3095	614	0.5052	0.4304	0.5052	0.7108
0.4056	7.3333	616	0.4893	0.4474	0.4893	0.6995
0.4056	7.3571	618	0.4753	0.4615	0.4753	0.6894
0.4056	7.3810	620	0.4791	0.4658	0.4791	0.6922
0.4056	7.4048	622	0.4994	0.4658	0.4994	0.7067
0.4056	7.4286	624	0.5289	0.5135	0.5289	0.7273
0.4056	7.4524	626	0.5362	0.5135	0.5362	0.7323
0.4056	7.4762	628	0.5307	0.4658	0.5307	0.7285
0.4056	7.5	630	0.5325	0.4615	0.5325	0.7297
0.4056	7.5238	632	0.5493	0.4615	0.5493	0.7411
0.4056	7.5476	634	0.5725	0.5517	0.5725	0.7567
0.4056	7.5714	636	0.5894	0.5517	0.5894	0.7678
0.4056	7.5952	638	0.5912	0.5517	0.5912	0.7689
0.4056	7.6190	640	0.5714	0.5517	0.5714	0.7559
0.4056	7.6429	642	0.5340	0.4878	0.5340	0.7308
0.4056	7.6667	644	0.5067	0.4935	0.5067	0.7118
0.4056	7.6905	646	0.4912	0.4935	0.4912	0.7009
0.4056	7.7143	648	0.4899	0.4615	0.4899	0.7000
0.4056	7.7381	650	0.4947	0.4615	0.4947	0.7034
0.4056	7.7619	652	0.5039	0.4935	0.5039	0.7098
0.4056	7.7857	654	0.5203	0.4935	0.5203	0.7213
0.4056	7.8095	656	0.5449	0.4878	0.5449	0.7382
0.4056	7.8333	658	0.5726	0.5517	0.5726	0.7567
0.4056	7.8571	660	0.5856	0.5517	0.5856	0.7653
0.4056	7.8810	662	0.6004	0.5227	0.6004	0.7748
0.4056	7.9048	664	0.6105	0.5227	0.6105	0.7814
0.4056	7.9286	666	0.6107	0.4578	0.6107	0.7815
0.4056	7.9524	668	0.5973	0.4578	0.5973	0.7728
0.4056	7.9762	670	0.5838	0.4578	0.5838	0.7641
0.4056	8.0	672	0.5783	0.4578	0.5783	0.7605
0.4056	8.0238	674	0.5776	0.4578	0.5776	0.7600
0.4056	8.0476	676	0.5783	0.4578	0.5783	0.7605
0.4056	8.0714	678	0.5754	0.4578	0.5754	0.7585
0.4056	8.0952	680	0.5837	0.5227	0.5837	0.7640
0.4056	8.1190	682	0.5875	0.5517	0.5875	0.7665
0.4056	8.1429	684	0.5884	0.5517	0.5884	0.7671
0.4056	8.1667	686	0.5803	0.5517	0.5803	0.7617
0.4056	8.1905	688	0.5669	0.4578	0.5669	0.7529
0.4056	8.2143	690	0.5644	0.4578	0.5644	0.7512
0.4056	8.2381	692	0.5623	0.4578	0.5623	0.7499
0.4056	8.2619	694	0.5596	0.4578	0.5596	0.7481
0.4056	8.2857	696	0.5624	0.4578	0.5624	0.7499
0.4056	8.3095	698	0.5626	0.4578	0.5626	0.7500
0.4056	8.3333	700	0.5548	0.4578	0.5548	0.7448
0.4056	8.3571	702	0.5461	0.4578	0.5461	0.7390
0.4056	8.3810	704	0.5444	0.4878	0.5444	0.7378
0.4056	8.4048	706	0.5462	0.4578	0.5462	0.7391
0.4056	8.4286	708	0.5539	0.4578	0.5539	0.7442
0.4056	8.4524	710	0.5621	0.4578	0.5621	0.7498
0.4056	8.4762	712	0.5698	0.4578	0.5698	0.7549
0.4056	8.5	714	0.5736	0.4578	0.5736	0.7574
0.4056	8.5238	716	0.5751	0.4578	0.5751	0.7583
0.4056	8.5476	718	0.5811	0.4878	0.5811	0.7623
0.4056	8.5714	720	0.5855	0.4878	0.5855	0.7652
0.4056	8.5952	722	0.5904	0.4419	0.5904	0.7684
0.4056	8.6190	724	0.5867	0.3704	0.5867	0.7659
0.4056	8.6429	726	0.5841	0.3704	0.5841	0.7643
0.4056	8.6667	728	0.5779	0.4878	0.5779	0.7602
0.4056	8.6905	730	0.5681	0.4878	0.5681	0.7537
0.4056	8.7143	732	0.5584	0.4578	0.5584	0.7473
0.4056	8.7381	734	0.5566	0.4578	0.5566	0.7461
0.4056	8.7619	736	0.5586	0.4578	0.5586	0.7474
0.4056	8.7857	738	0.5594	0.4578	0.5594	0.7479
0.4056	8.8095	740	0.5556	0.4578	0.5556	0.7454
0.4056	8.8333	742	0.5488	0.4578	0.5488	0.7408
0.4056	8.8571	744	0.5446	0.4578	0.5446	0.7379
0.4056	8.8810	746	0.5392	0.4578	0.5392	0.7343
0.4056	8.9048	748	0.5344	0.4578	0.5344	0.7310
0.4056	8.9286	750	0.5326	0.4578	0.5326	0.7298
0.4056	8.9524	752	0.5326	0.4578	0.5326	0.7298
0.4056	8.9762	754	0.5321	0.4578	0.5321	0.7295
0.4056	9.0	756	0.5308	0.4578	0.5308	0.7285
0.4056	9.0238	758	0.5318	0.4578	0.5318	0.7293
0.4056	9.0476	760	0.5359	0.4578	0.5359	0.7321
0.4056	9.0714	762	0.5403	0.4578	0.5403	0.7351
0.4056	9.0952	764	0.5459	0.4578	0.5459	0.7389
0.4056	9.1190	766	0.5530	0.4578	0.5530	0.7436
0.4056	9.1429	768	0.5599	0.4578	0.5599	0.7483
0.4056	9.1667	770	0.5673	0.4578	0.5673	0.7532
0.4056	9.1905	772	0.5738	0.4578	0.5738	0.7575
0.4056	9.2143	774	0.5827	0.4578	0.5827	0.7634
0.4056	9.2381	776	0.5868	0.4578	0.5868	0.7660
0.4056	9.2619	778	0.5884	0.4578	0.5884	0.7671
0.4056	9.2857	780	0.5886	0.4578	0.5886	0.7672
0.4056	9.3095	782	0.5870	0.4578	0.5870	0.7661
0.4056	9.3333	784	0.5840	0.4578	0.5840	0.7642
0.4056	9.3571	786	0.5818	0.4578	0.5818	0.7627
0.4056	9.3810	788	0.5767	0.4578	0.5767	0.7594
0.4056	9.4048	790	0.5718	0.4578	0.5718	0.7562
0.4056	9.4286	792	0.5692	0.4578	0.5692	0.7545
0.4056	9.4524	794	0.5644	0.4578	0.5644	0.7513
0.4056	9.4762	796	0.5616	0.4578	0.5616	0.7494
0.4056	9.5	798	0.5613	0.4578	0.5613	0.7492
0.4056	9.5238	800	0.5604	0.4578	0.5604	0.7486
0.4056	9.5476	802	0.5572	0.4578	0.5572	0.7465
0.4056	9.5714	804	0.5553	0.4578	0.5553	0.7452
0.4056	9.5952	806	0.5540	0.4578	0.5540	0.7443
0.4056	9.6190	808	0.5532	0.4578	0.5532	0.7437
0.4056	9.6429	810	0.5529	0.4578	0.5529	0.7435
0.4056	9.6667	812	0.5541	0.4578	0.5541	0.7444
0.4056	9.6905	814	0.5564	0.4578	0.5564	0.7459
0.4056	9.7143	816	0.5576	0.4578	0.5576	0.7467
0.4056	9.7381	818	0.5585	0.4578	0.5585	0.7473
0.4056	9.7619	820	0.5595	0.4578	0.5595	0.7480
0.4056	9.7857	822	0.5602	0.4578	0.5602	0.7485
0.4056	9.8095	824	0.5617	0.4578	0.5617	0.7494
0.4056	9.8333	826	0.5628	0.4578	0.5628	0.7502
0.4056	9.8571	828	0.5637	0.4578	0.5637	0.7508
0.4056	9.8810	830	0.5642	0.4578	0.5642	0.7511
0.4056	9.9048	832	0.5646	0.4578	0.5646	0.7514
0.4056	9.9286	834	0.5652	0.4578	0.5652	0.7518
0.4056	9.9524	836	0.5655	0.4578	0.5655	0.7520
0.4056	9.9762	838	0.5656	0.4578	0.5656	0.7520
0.4056	10.0	840	0.5655	0.4578	0.5655	0.7520

Framework versions

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