ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run1_AugV5_k2_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: 0.5584
• Qwk: 0.5379
• Mse: 0.5584
• Rmse: 0.7473

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	0.1538	2	4.1594	-0.0127	4.1594	2.0395
No log	0.3077	4	2.1183	0.0872	2.1183	1.4554
No log	0.4615	6	1.3754	0.0307	1.3754	1.1728
No log	0.6154	8	1.0462	-0.0521	1.0462	1.0229
No log	0.7692	10	1.7296	0.0671	1.7296	1.3151
No log	0.9231	12	1.7973	0.0918	1.7973	1.3406
No log	1.0769	14	0.9846	0.0725	0.9846	0.9923
No log	1.2308	16	0.7868	0.3062	0.7868	0.8870
No log	1.3846	18	0.8816	0.1938	0.8816	0.9389
No log	1.5385	20	1.0922	0.1781	1.0922	1.0451
No log	1.6923	22	1.1877	0.2062	1.1877	1.0898
No log	1.8462	24	1.1425	0.2361	1.1425	1.0689
No log	2.0	26	1.1232	0.2568	1.1232	1.0598
No log	2.1538	28	1.0809	0.2617	1.0809	1.0397
No log	2.3077	30	0.8540	0.3262	0.8540	0.9241
No log	2.4615	32	0.9468	0.3398	0.9468	0.9730
No log	2.6154	34	1.0146	0.2853	1.0146	1.0073
No log	2.7692	36	1.1836	0.2440	1.1836	1.0879
No log	2.9231	38	1.0141	0.3040	1.0141	1.0070
No log	3.0769	40	0.6161	0.4309	0.6161	0.7849
No log	3.2308	42	0.5648	0.4153	0.5648	0.7515
No log	3.3846	44	0.5641	0.4565	0.5641	0.7511
No log	3.5385	46	0.5638	0.4677	0.5638	0.7509
No log	3.6923	48	0.5582	0.4656	0.5582	0.7471
No log	3.8462	50	0.7705	0.5021	0.7705	0.8778
No log	4.0	52	0.9268	0.4737	0.9268	0.9627
No log	4.1538	54	0.8540	0.5055	0.8540	0.9241
No log	4.3077	56	0.6623	0.5165	0.6623	0.8138
No log	4.4615	58	0.6449	0.4472	0.6449	0.8030
No log	4.6154	60	0.6646	0.5553	0.6646	0.8153
No log	4.7692	62	0.8166	0.4835	0.8166	0.9037
No log	4.9231	64	0.7275	0.4815	0.7275	0.8529
No log	5.0769	66	0.6046	0.5087	0.6046	0.7776
No log	5.2308	68	0.5922	0.5825	0.5922	0.7696
No log	5.3846	70	0.5917	0.5833	0.5917	0.7692
No log	5.5385	72	0.8253	0.4826	0.8253	0.9085
No log	5.6923	74	1.0090	0.4506	1.0090	1.0045
No log	5.8462	76	0.8448	0.4831	0.8448	0.9191
No log	6.0	78	0.5853	0.5277	0.5853	0.7651
No log	6.1538	80	0.6925	0.5223	0.6925	0.8322
No log	6.3077	82	0.6758	0.5266	0.6758	0.8221
No log	6.4615	84	0.5722	0.5314	0.5722	0.7564
No log	6.6154	86	0.7788	0.4983	0.7788	0.8825
No log	6.7692	88	1.1314	0.3397	1.1314	1.0637
No log	6.9231	90	1.1614	0.3103	1.1614	1.0777
No log	7.0769	92	0.8022	0.4747	0.8022	0.8956
No log	7.2308	94	0.6211	0.5116	0.6211	0.7881
No log	7.3846	96	0.5678	0.5380	0.5678	0.7535
No log	7.5385	98	0.5801	0.5619	0.5801	0.7616
No log	7.6923	100	0.5421	0.5355	0.5421	0.7363
No log	7.8462	102	0.7000	0.4983	0.7000	0.8367
No log	8.0	104	0.8823	0.4666	0.8823	0.9393
No log	8.1538	106	0.8455	0.5079	0.8455	0.9195
No log	8.3077	108	0.6160	0.5212	0.6160	0.7849
No log	8.4615	110	0.6475	0.5951	0.6475	0.8047
No log	8.6154	112	0.6586	0.5963	0.6586	0.8115
No log	8.7692	114	0.7079	0.5212	0.7079	0.8413
No log	8.9231	116	0.8993	0.5114	0.8993	0.9483
No log	9.0769	118	0.8282	0.4978	0.8282	0.9100
No log	9.2308	120	0.6100	0.5691	0.6100	0.7810
No log	9.3846	122	0.6031	0.5142	0.6031	0.7766
No log	9.5385	124	0.5966	0.5281	0.5966	0.7724
No log	9.6923	126	0.5936	0.5090	0.5936	0.7705
No log	9.8462	128	0.5732	0.4772	0.5732	0.7571
No log	10.0	130	0.5726	0.4884	0.5726	0.7567
No log	10.1538	132	0.5761	0.4837	0.5761	0.7590
No log	10.3077	134	0.5868	0.5131	0.5868	0.7660
No log	10.4615	136	0.5963	0.4980	0.5963	0.7722
No log	10.6154	138	0.6325	0.4708	0.6325	0.7953
No log	10.7692	140	0.5917	0.5351	0.5917	0.7692
No log	10.9231	142	0.5882	0.5580	0.5882	0.7669
No log	11.0769	144	0.6006	0.5733	0.6006	0.7750
No log	11.2308	146	0.6030	0.5772	0.6030	0.7765
No log	11.3846	148	0.6046	0.5712	0.6046	0.7776
No log	11.5385	150	0.5913	0.5232	0.5913	0.7690
No log	11.6923	152	0.7577	0.4817	0.7577	0.8705
No log	11.8462	154	0.7075	0.5221	0.7075	0.8411
No log	12.0	156	0.5715	0.5636	0.5715	0.7560
No log	12.1538	158	0.7297	0.4764	0.7297	0.8542
No log	12.3077	160	0.8483	0.4702	0.8483	0.9210
No log	12.4615	162	0.7040	0.4881	0.7040	0.8391
No log	12.6154	164	0.5724	0.5604	0.5724	0.7565
No log	12.7692	166	0.5706	0.5838	0.5706	0.7554
No log	12.9231	168	0.5709	0.5821	0.5709	0.7556
No log	13.0769	170	0.5733	0.5821	0.5733	0.7572
No log	13.2308	172	0.6264	0.5250	0.6264	0.7914
No log	13.3846	174	0.6860	0.5157	0.6860	0.8282
No log	13.5385	176	0.5931	0.5227	0.5931	0.7702
No log	13.6923	178	0.5691	0.5821	0.5691	0.7544
No log	13.8462	180	0.5786	0.5624	0.5786	0.7607
No log	14.0	182	0.5991	0.4889	0.5991	0.7740
No log	14.1538	184	0.6193	0.4990	0.6193	0.7870
No log	14.3077	186	0.6808	0.5125	0.6808	0.8251
No log	14.4615	188	0.5995	0.5367	0.5995	0.7743
No log	14.6154	190	0.6016	0.5352	0.6016	0.7756
No log	14.7692	192	0.5866	0.5456	0.5866	0.7659
No log	14.9231	194	0.6293	0.4964	0.6293	0.7933
No log	15.0769	196	0.6374	0.4630	0.6374	0.7983
No log	15.2308	198	0.5793	0.5178	0.5793	0.7611
No log	15.3846	200	0.6151	0.4838	0.6151	0.7843
No log	15.5385	202	0.6370	0.4975	0.6370	0.7981
No log	15.6923	204	0.5775	0.5674	0.5775	0.7599
No log	15.8462	206	0.6311	0.5135	0.6311	0.7944
No log	16.0	208	0.6897	0.4978	0.6897	0.8305
No log	16.1538	210	0.5959	0.5544	0.5959	0.7720
No log	16.3077	212	0.6065	0.5127	0.6065	0.7788
No log	16.4615	214	0.6384	0.4909	0.6384	0.7990
No log	16.6154	216	0.5886	0.5220	0.5886	0.7672
No log	16.7692	218	0.5674	0.5519	0.5674	0.7533
No log	16.9231	220	0.5787	0.4717	0.5787	0.7607
No log	17.0769	222	0.5721	0.5302	0.5721	0.7564
No log	17.2308	224	0.7346	0.4358	0.7346	0.8571
No log	17.3846	226	0.8691	0.4434	0.8691	0.9323
No log	17.5385	228	0.8079	0.4172	0.8079	0.8988
No log	17.6923	230	0.6529	0.4913	0.6529	0.8080
No log	17.8462	232	0.5661	0.4815	0.5661	0.7524
No log	18.0	234	0.5674	0.5061	0.5674	0.7533
No log	18.1538	236	0.5600	0.5205	0.5600	0.7483
No log	18.3077	238	0.5699	0.5954	0.5699	0.7549
No log	18.4615	240	0.5662	0.5497	0.5662	0.7524
No log	18.6154	242	0.5701	0.5667	0.5701	0.7551
No log	18.7692	244	0.5823	0.5832	0.5823	0.7631
No log	18.9231	246	0.6122	0.5575	0.6122	0.7824
No log	19.0769	248	0.5945	0.6074	0.5945	0.7711
No log	19.2308	250	0.5841	0.6010	0.5841	0.7643
No log	19.3846	252	0.5965	0.5807	0.5965	0.7724
No log	19.5385	254	0.6054	0.5703	0.6054	0.7781
No log	19.6923	256	0.6278	0.5751	0.6278	0.7923
No log	19.8462	258	0.5989	0.5901	0.5989	0.7739
No log	20.0	260	0.5814	0.5670	0.5814	0.7625
No log	20.1538	262	0.5821	0.5651	0.5821	0.7629
No log	20.3077	264	0.5977	0.5578	0.5977	0.7731
No log	20.4615	266	0.5878	0.5578	0.5878	0.7667
No log	20.6154	268	0.5771	0.6315	0.5771	0.7597
No log	20.7692	270	0.5720	0.5974	0.5720	0.7563
No log	20.9231	272	0.6490	0.5381	0.6490	0.8056
No log	21.0769	274	0.8716	0.4922	0.8716	0.9336
No log	21.2308	276	0.8955	0.5166	0.8955	0.9463
No log	21.3846	278	0.7442	0.5186	0.7442	0.8627
No log	21.5385	280	0.6179	0.5728	0.6179	0.7861
No log	21.6923	282	0.5957	0.5815	0.5957	0.7718
No log	21.8462	284	0.6014	0.5443	0.6014	0.7755
No log	22.0	286	0.5634	0.5336	0.5634	0.7506
No log	22.1538	288	0.5712	0.5652	0.5712	0.7558
No log	22.3077	290	0.6144	0.5491	0.6144	0.7839
No log	22.4615	292	0.6111	0.5414	0.6111	0.7817
No log	22.6154	294	0.5692	0.5493	0.5692	0.7544
No log	22.7692	296	0.5833	0.5387	0.5833	0.7637
No log	22.9231	298	0.6750	0.5305	0.6750	0.8216
No log	23.0769	300	0.6687	0.5242	0.6687	0.8177
No log	23.2308	302	0.5943	0.5583	0.5943	0.7709
No log	23.3846	304	0.5773	0.5767	0.5773	0.7598
No log	23.5385	306	0.6446	0.5351	0.6446	0.8029
No log	23.6923	308	0.6730	0.5301	0.6730	0.8204
No log	23.8462	310	0.6132	0.5792	0.6132	0.7831
No log	24.0	312	0.5938	0.5962	0.5938	0.7706
No log	24.1538	314	0.6448	0.5390	0.6448	0.8030
No log	24.3077	316	0.6427	0.5492	0.6427	0.8017
No log	24.4615	318	0.5893	0.5575	0.5893	0.7676
No log	24.6154	320	0.5754	0.5883	0.5754	0.7586
No log	24.7692	322	0.5952	0.5673	0.5952	0.7715
No log	24.9231	324	0.5929	0.5723	0.5929	0.7700
No log	25.0769	326	0.6006	0.6021	0.6006	0.7750
No log	25.2308	328	0.5925	0.6007	0.5925	0.7698
No log	25.3846	330	0.5829	0.6260	0.5829	0.7635
No log	25.5385	332	0.5730	0.6237	0.5730	0.7569
No log	25.6923	334	0.5838	0.5962	0.5838	0.7641
No log	25.8462	336	0.5970	0.6051	0.5970	0.7727
No log	26.0	338	0.6136	0.5978	0.6136	0.7834
No log	26.1538	340	0.6137	0.6171	0.6137	0.7834
No log	26.3077	342	0.5914	0.6185	0.5914	0.7690
No log	26.4615	344	0.5739	0.6187	0.5739	0.7576
No log	26.6154	346	0.5692	0.5638	0.5692	0.7544
No log	26.7692	348	0.5817	0.5654	0.5817	0.7627
No log	26.9231	350	0.5750	0.5654	0.5750	0.7583
No log	27.0769	352	0.5567	0.5679	0.5567	0.7461
No log	27.2308	354	0.5602	0.5826	0.5602	0.7484
No log	27.3846	356	0.5636	0.5966	0.5636	0.7507
No log	27.5385	358	0.5891	0.5071	0.5891	0.7676
No log	27.6923	360	0.6401	0.5505	0.6401	0.8000
No log	27.8462	362	0.6614	0.5448	0.6614	0.8133
No log	28.0	364	0.6343	0.5395	0.6343	0.7965
No log	28.1538	366	0.5910	0.5327	0.5910	0.7688
No log	28.3077	368	0.5662	0.5719	0.5662	0.7525
No log	28.4615	370	0.5742	0.5629	0.5742	0.7577
No log	28.6154	372	0.5698	0.5707	0.5698	0.7548
No log	28.7692	374	0.5724	0.5814	0.5724	0.7566
No log	28.9231	376	0.5741	0.5623	0.5741	0.7577
No log	29.0769	378	0.5824	0.5981	0.5824	0.7632
No log	29.2308	380	0.5959	0.5670	0.5959	0.7719
No log	29.3846	382	0.6105	0.5652	0.6105	0.7813
No log	29.5385	384	0.5963	0.5670	0.5963	0.7722
No log	29.6923	386	0.5855	0.5966	0.5855	0.7652
No log	29.8462	388	0.5867	0.5437	0.5867	0.7660
No log	30.0	390	0.5986	0.5414	0.5986	0.7737
No log	30.1538	392	0.5961	0.5454	0.5961	0.7721
No log	30.3077	394	0.5854	0.5901	0.5854	0.7651
No log	30.4615	396	0.5935	0.5996	0.5935	0.7704
No log	30.6154	398	0.5922	0.6048	0.5922	0.7695
No log	30.7692	400	0.5847	0.5768	0.5847	0.7647
No log	30.9231	402	0.5659	0.5524	0.5659	0.7522
No log	31.0769	404	0.5609	0.5231	0.5609	0.7490
No log	31.2308	406	0.5793	0.5405	0.5793	0.7611
No log	31.3846	408	0.6716	0.5546	0.6716	0.8195
No log	31.5385	410	0.7700	0.4757	0.7700	0.8775
No log	31.6923	412	0.8489	0.4525	0.8489	0.9214
No log	31.8462	414	0.8264	0.4856	0.8264	0.9091
No log	32.0	416	0.7304	0.5476	0.7304	0.8546
No log	32.1538	418	0.6237	0.5513	0.6237	0.7897
No log	32.3077	420	0.5945	0.6134	0.5945	0.7711
No log	32.4615	422	0.5857	0.5892	0.5857	0.7653
No log	32.6154	424	0.5835	0.5745	0.5835	0.7639
No log	32.7692	426	0.5826	0.5639	0.5826	0.7633
No log	32.9231	428	0.5764	0.5877	0.5764	0.7592
No log	33.0769	430	0.5701	0.5676	0.5701	0.7551
No log	33.2308	432	0.5694	0.5945	0.5694	0.7546
No log	33.3846	434	0.5617	0.6090	0.5617	0.7495
No log	33.5385	436	0.5641	0.5762	0.5641	0.7511
No log	33.6923	438	0.5702	0.6100	0.5702	0.7551
No log	33.8462	440	0.5881	0.5611	0.5881	0.7669
No log	34.0	442	0.6327	0.5678	0.6327	0.7954
No log	34.1538	444	0.6597	0.5172	0.6597	0.8122
No log	34.3077	446	0.6120	0.5693	0.6120	0.7823
No log	34.4615	448	0.5978	0.5733	0.5978	0.7732
No log	34.6154	450	0.6366	0.5214	0.6366	0.7979
No log	34.7692	452	0.6568	0.5209	0.6568	0.8104
No log	34.9231	454	0.6172	0.5202	0.6172	0.7856
No log	35.0769	456	0.5725	0.5159	0.5725	0.7567
No log	35.2308	458	0.5574	0.5845	0.5574	0.7466
No log	35.3846	460	0.5599	0.5677	0.5599	0.7482
No log	35.5385	462	0.5773	0.5863	0.5773	0.7598
No log	35.6923	464	0.5956	0.5647	0.5956	0.7717
No log	35.8462	466	0.6118	0.5442	0.6118	0.7822
No log	36.0	468	0.6306	0.5573	0.6306	0.7941
No log	36.1538	470	0.6336	0.5609	0.6336	0.7960
No log	36.3077	472	0.6202	0.5335	0.6202	0.7875
No log	36.4615	474	0.6029	0.5606	0.6029	0.7765
No log	36.6154	476	0.5910	0.5525	0.5910	0.7687
No log	36.7692	478	0.5796	0.5544	0.5796	0.7613
No log	36.9231	480	0.5695	0.5228	0.5695	0.7546
No log	37.0769	482	0.5712	0.5440	0.5712	0.7558
No log	37.2308	484	0.5790	0.5409	0.5790	0.7609
No log	37.3846	486	0.5910	0.5096	0.5910	0.7688
No log	37.5385	488	0.6086	0.5056	0.6086	0.7801
No log	37.6923	490	0.6127	0.5056	0.6127	0.7827
No log	37.8462	492	0.6189	0.4956	0.6189	0.7867
No log	38.0	494	0.6459	0.5233	0.6459	0.8037
No log	38.1538	496	0.6475	0.4999	0.6475	0.8047
No log	38.3077	498	0.6301	0.5281	0.6301	0.7938
0.2764	38.4615	500	0.6050	0.5125	0.6050	0.7778
0.2764	38.6154	502	0.5963	0.5125	0.5963	0.7722
0.2764	38.7692	504	0.5816	0.5231	0.5816	0.7626
0.2764	38.9231	506	0.5806	0.5161	0.5806	0.7620
0.2764	39.0769	508	0.5891	0.5138	0.5891	0.7675
0.2764	39.2308	510	0.5907	0.5118	0.5907	0.7686
0.2764	39.3846	512	0.5746	0.5438	0.5746	0.7580
0.2764	39.5385	514	0.5685	0.5924	0.5685	0.7540
0.2764	39.6923	516	0.5732	0.6004	0.5732	0.7571
0.2764	39.8462	518	0.5716	0.5720	0.5716	0.7560
0.2764	40.0	520	0.5678	0.5699	0.5678	0.7536
0.2764	40.1538	522	0.5765	0.5292	0.5765	0.7593
0.2764	40.3077	524	0.5824	0.5210	0.5824	0.7631
0.2764	40.4615	526	0.5890	0.5270	0.5890	0.7675
0.2764	40.6154	528	0.5807	0.5364	0.5807	0.7620
0.2764	40.7692	530	0.5794	0.5488	0.5794	0.7612
0.2764	40.9231	532	0.5916	0.5733	0.5916	0.7691
0.2764	41.0769	534	0.6091	0.5416	0.6091	0.7804
0.2764	41.2308	536	0.6054	0.5562	0.6054	0.7781
0.2764	41.3846	538	0.5907	0.5601	0.5907	0.7685
0.2764	41.5385	540	0.5915	0.5703	0.5915	0.7691
0.2764	41.6923	542	0.6119	0.5576	0.6119	0.7823
0.2764	41.8462	544	0.6309	0.5521	0.6309	0.7943
0.2764	42.0	546	0.6264	0.5876	0.6264	0.7915
0.2764	42.1538	548	0.6089	0.5587	0.6089	0.7803
0.2764	42.3077	550	0.5951	0.5623	0.5951	0.7714
0.2764	42.4615	552	0.5845	0.5837	0.5845	0.7645
0.2764	42.6154	554	0.5773	0.5640	0.5773	0.7598
0.2764	42.7692	556	0.5646	0.5470	0.5646	0.7514
0.2764	42.9231	558	0.5556	0.5493	0.5556	0.7454
0.2764	43.0769	560	0.5521	0.5341	0.5521	0.7430
0.2764	43.2308	562	0.5518	0.5341	0.5518	0.7428
0.2764	43.3846	564	0.5576	0.5367	0.5576	0.7467
0.2764	43.5385	566	0.5850	0.5768	0.5850	0.7649
0.2764	43.6923	568	0.6115	0.5438	0.6115	0.7820
0.2764	43.8462	570	0.6108	0.5432	0.6108	0.7816
0.2764	44.0	572	0.6015	0.5529	0.6015	0.7756
0.2764	44.1538	574	0.5975	0.5383	0.5975	0.7730
0.2764	44.3077	576	0.5967	0.5684	0.5967	0.7725
0.2764	44.4615	578	0.5977	0.5762	0.5977	0.7731
0.2764	44.6154	580	0.5968	0.5860	0.5968	0.7725
0.2764	44.7692	582	0.5932	0.5860	0.5932	0.7702
0.2764	44.9231	584	0.5921	0.5860	0.5921	0.7695
0.2764	45.0769	586	0.5878	0.5861	0.5878	0.7667
0.2764	45.2308	588	0.5844	0.5783	0.5844	0.7644
0.2764	45.3846	590	0.5833	0.5528	0.5833	0.7637
0.2764	45.5385	592	0.5861	0.5491	0.5861	0.7656
0.2764	45.6923	594	0.5915	0.5465	0.5915	0.7691
0.2764	45.8462	596	0.5850	0.5236	0.5850	0.7648
0.2764	46.0	598	0.5767	0.5606	0.5767	0.7594
0.2764	46.1538	600	0.5767	0.5861	0.5767	0.7594
0.2764	46.3077	602	0.5758	0.5628	0.5758	0.7588
0.2764	46.4615	604	0.5650	0.5687	0.5650	0.7517
0.2764	46.6154	606	0.5640	0.5677	0.5640	0.7510
0.2764	46.7692	608	0.5760	0.5511	0.5760	0.7590
0.2764	46.9231	610	0.5837	0.5684	0.5837	0.7640
0.2764	47.0769	612	0.5897	0.5917	0.5897	0.7679
0.2764	47.2308	614	0.6045	0.5767	0.6045	0.7775
0.2764	47.3846	616	0.6071	0.5767	0.6071	0.7792
0.2764	47.5385	618	0.6013	0.5914	0.6013	0.7754
0.2764	47.6923	620	0.5995	0.5415	0.5995	0.7743
0.2764	47.8462	622	0.6097	0.5308	0.6097	0.7808
0.2764	48.0	624	0.6056	0.5287	0.6056	0.7782
0.2764	48.1538	626	0.5888	0.5421	0.5888	0.7674
0.2764	48.3077	628	0.5789	0.5741	0.5789	0.7609
0.2764	48.4615	630	0.6003	0.5494	0.6003	0.7748
0.2764	48.6154	632	0.6121	0.5299	0.6121	0.7824
0.2764	48.7692	634	0.6028	0.5259	0.6028	0.7764
0.2764	48.9231	636	0.5815	0.5645	0.5815	0.7626
0.2764	49.0769	638	0.5823	0.5505	0.5823	0.7631
0.2764	49.2308	640	0.6133	0.5175	0.6133	0.7831
0.2764	49.3846	642	0.6371	0.5006	0.6371	0.7982
0.2764	49.5385	644	0.6317	0.5006	0.6317	0.7948
0.2764	49.6923	646	0.6065	0.4899	0.6065	0.7788
0.2764	49.8462	648	0.5935	0.5166	0.5935	0.7704
0.2764	50.0	650	0.5827	0.5679	0.5827	0.7633
0.2764	50.1538	652	0.5897	0.5783	0.5897	0.7679
0.2764	50.3077	654	0.6070	0.6009	0.6070	0.7791
0.2764	50.4615	656	0.6329	0.5919	0.6329	0.7956
0.2764	50.6154	658	0.6569	0.5806	0.6569	0.8105
0.2764	50.7692	660	0.6510	0.5786	0.6510	0.8068
0.2764	50.9231	662	0.6258	0.5724	0.6258	0.7911
0.2764	51.0769	664	0.6122	0.5596	0.6122	0.7824
0.2764	51.2308	666	0.6013	0.5458	0.6013	0.7755
0.2764	51.3846	668	0.5991	0.5307	0.5991	0.7740
0.2764	51.5385	670	0.5934	0.5488	0.5934	0.7703
0.2764	51.6923	672	0.5986	0.5762	0.5986	0.7737
0.2764	51.8462	674	0.6201	0.5919	0.6201	0.7875
0.2764	52.0	676	0.6305	0.5715	0.6305	0.7940
0.2764	52.1538	678	0.6190	0.5919	0.6190	0.7868
0.2764	52.3077	680	0.6004	0.5723	0.6004	0.7749
0.2764	52.4615	682	0.6083	0.5415	0.6083	0.7799
0.2764	52.6154	684	0.6188	0.5511	0.6188	0.7866
0.2764	52.7692	686	0.6142	0.5135	0.6142	0.7837
0.2764	52.9231	688	0.6089	0.5060	0.6089	0.7803
0.2764	53.0769	690	0.5939	0.5198	0.5939	0.7707
0.2764	53.2308	692	0.5705	0.5656	0.5705	0.7553
0.2764	53.3846	694	0.5615	0.5616	0.5615	0.7493
0.2764	53.5385	696	0.5617	0.5616	0.5617	0.7494
0.2764	53.6923	698	0.5647	0.5228	0.5647	0.7515
0.2764	53.8462	700	0.5707	0.5479	0.5707	0.7554
0.2764	54.0	702	0.5749	0.5461	0.5749	0.7582
0.2764	54.1538	704	0.5787	0.5444	0.5787	0.7607
0.2764	54.3077	706	0.5796	0.5483	0.5796	0.7613
0.2764	54.4615	708	0.5809	0.5483	0.5809	0.7622
0.2764	54.6154	710	0.5785	0.5537	0.5785	0.7606
0.2764	54.7692	712	0.5759	0.5479	0.5759	0.7589
0.2764	54.9231	714	0.5776	0.5528	0.5776	0.7600
0.2764	55.0769	716	0.5852	0.5366	0.5852	0.7650
0.2764	55.2308	718	0.5883	0.5366	0.5883	0.7670
0.2764	55.3846	720	0.5854	0.5472	0.5854	0.7651
0.2764	55.5385	722	0.5754	0.5144	0.5754	0.7585
0.2764	55.6923	724	0.5630	0.5261	0.5630	0.7503
0.2764	55.8462	726	0.5521	0.5218	0.5521	0.7430
0.2764	56.0	728	0.5491	0.5389	0.5491	0.7410
0.2764	56.1538	730	0.5574	0.5583	0.5574	0.7466
0.2764	56.3077	732	0.5691	0.5733	0.5691	0.7544
0.2764	56.4615	734	0.5736	0.5607	0.5736	0.7574
0.2764	56.6154	736	0.5696	0.5415	0.5696	0.7547
0.2764	56.7692	738	0.5736	0.5587	0.5736	0.7574
0.2764	56.9231	740	0.5884	0.5573	0.5884	0.7671
0.2764	57.0769	742	0.6042	0.5420	0.6042	0.7773
0.2764	57.2308	744	0.6104	0.5655	0.6104	0.7813
0.2764	57.3846	746	0.6158	0.5657	0.6158	0.7848
0.2764	57.5385	748	0.6166	0.5657	0.6166	0.7852
0.2764	57.6923	750	0.6105	0.5767	0.6105	0.7813
0.2764	57.8462	752	0.6099	0.5796	0.6099	0.7810
0.2764	58.0	754	0.6147	0.5796	0.6147	0.7841
0.2764	58.1538	756	0.6220	0.5796	0.6220	0.7886
0.2764	58.3077	758	0.6304	0.5762	0.6304	0.7940
0.2764	58.4615	760	0.6427	0.5711	0.6427	0.8017
0.2764	58.6154	762	0.6573	0.5660	0.6573	0.8107
0.2764	58.7692	764	0.6519	0.5767	0.6519	0.8074
0.2764	58.9231	766	0.6346	0.5710	0.6346	0.7966
0.2764	59.0769	768	0.6238	0.5868	0.6238	0.7898
0.2764	59.2308	770	0.6174	0.5796	0.6174	0.7857
0.2764	59.3846	772	0.6137	0.5863	0.6137	0.7834
0.2764	59.5385	774	0.6148	0.5796	0.6148	0.7841
0.2764	59.6923	776	0.6088	0.5815	0.6088	0.7803
0.2764	59.8462	778	0.6032	0.5836	0.6032	0.7767
0.2764	60.0	780	0.5999	0.5822	0.5999	0.7745
0.2764	60.1538	782	0.5983	0.5822	0.5983	0.7735
0.2764	60.3077	784	0.5914	0.5891	0.5914	0.7690
0.2764	60.4615	786	0.5855	0.5891	0.5855	0.7652
0.2764	60.6154	788	0.5803	0.5934	0.5803	0.7618
0.2764	60.7692	790	0.5783	0.5843	0.5783	0.7605
0.2764	60.9231	792	0.5705	0.5899	0.5705	0.7553
0.2764	61.0769	794	0.5684	0.5751	0.5684	0.7539
0.2764	61.2308	796	0.5640	0.5883	0.5640	0.7510
0.2764	61.3846	798	0.5595	0.5724	0.5595	0.7480
0.2764	61.5385	800	0.5586	0.5604	0.5586	0.7474
0.2764	61.6923	802	0.5630	0.5736	0.5630	0.7504
0.2764	61.8462	804	0.5680	0.5736	0.5680	0.7537
0.2764	62.0	806	0.5700	0.5736	0.5700	0.7550
0.2764	62.1538	808	0.5689	0.5976	0.5689	0.7542
0.2764	62.3077	810	0.5698	0.5662	0.5698	0.7548
0.2764	62.4615	812	0.5706	0.5606	0.5706	0.7553
0.2764	62.6154	814	0.5762	0.5818	0.5762	0.7591
0.2764	62.7692	816	0.5834	0.5818	0.5834	0.7638
0.2764	62.9231	818	0.5851	0.5818	0.5851	0.7649
0.2764	63.0769	820	0.5909	0.5777	0.5909	0.7687
0.2764	63.2308	822	0.6009	0.5758	0.6009	0.7752
0.2764	63.3846	824	0.6112	0.5811	0.6112	0.7818
0.2764	63.5385	826	0.6166	0.5744	0.6166	0.7853
0.2764	63.6923	828	0.6143	0.5638	0.6143	0.7838
0.2764	63.8462	830	0.6020	0.5905	0.6020	0.7759
0.2764	64.0	832	0.5970	0.5807	0.5970	0.7727
0.2764	64.1538	834	0.6007	0.5491	0.6007	0.7750
0.2764	64.3077	836	0.5988	0.5491	0.5988	0.7738
0.2764	64.4615	838	0.5846	0.5655	0.5846	0.7646
0.2764	64.6154	840	0.5717	0.5773	0.5717	0.7561
0.2764	64.7692	842	0.5699	0.5454	0.5699	0.7549
0.2764	64.9231	844	0.5732	0.5684	0.5732	0.7571
0.2764	65.0769	846	0.5869	0.5746	0.5869	0.7661
0.2764	65.2308	848	0.5973	0.5787	0.5973	0.7729
0.2764	65.3846	850	0.6020	0.5787	0.6020	0.7759
0.2764	65.5385	852	0.6019	0.5711	0.6019	0.7758
0.2764	65.6923	854	0.5954	0.5747	0.5954	0.7716
0.2764	65.8462	856	0.5860	0.5515	0.5860	0.7655
0.2764	66.0	858	0.5753	0.5684	0.5753	0.7585
0.2764	66.1538	860	0.5686	0.5606	0.5686	0.7541
0.2764	66.3077	862	0.5641	0.5799	0.5641	0.7510
0.2764	66.4615	864	0.5605	0.5843	0.5605	0.7487
0.2764	66.6154	866	0.5590	0.5843	0.5590	0.7476
0.2764	66.7692	868	0.5631	0.5842	0.5631	0.7504
0.2764	66.9231	870	0.5730	0.5815	0.5730	0.7570
0.2764	67.0769	872	0.5859	0.5639	0.5859	0.7655
0.2764	67.2308	874	0.5975	0.5903	0.5975	0.7730
0.2764	67.3846	876	0.6042	0.5922	0.6042	0.7773
0.2764	67.5385	878	0.6084	0.5724	0.6084	0.7800
0.2764	67.6923	880	0.6135	0.5887	0.6135	0.7832
0.2764	67.8462	882	0.6151	0.5801	0.6151	0.7843
0.2764	68.0	884	0.6144	0.5841	0.6144	0.7838
0.2764	68.1538	886	0.6150	0.5786	0.6150	0.7842
0.2764	68.3077	888	0.6154	0.5786	0.6154	0.7845
0.2764	68.4615	890	0.6143	0.5821	0.6143	0.7838
0.2764	68.6154	892	0.6066	0.5801	0.6066	0.7789
0.2764	68.7692	894	0.6050	0.5727	0.6050	0.7778
0.2764	68.9231	896	0.6025	0.5562	0.6025	0.7762
0.2764	69.0769	898	0.6008	0.5505	0.6008	0.7751
0.2764	69.2308	900	0.5951	0.5463	0.5951	0.7714
0.2764	69.3846	902	0.5898	0.5671	0.5898	0.7680
0.2764	69.5385	904	0.5910	0.5767	0.5910	0.7688
0.2764	69.6923	906	0.5909	0.5767	0.5909	0.7687
0.2764	69.8462	908	0.5879	0.5767	0.5879	0.7667
0.2764	70.0	910	0.5806	0.5746	0.5806	0.7620
0.2764	70.1538	912	0.5786	0.5376	0.5786	0.7606
0.2764	70.3077	914	0.5796	0.5393	0.5796	0.7613
0.2764	70.4615	916	0.5804	0.5426	0.5804	0.7619
0.2764	70.6154	918	0.5781	0.5387	0.5781	0.7603
0.2764	70.7692	920	0.5777	0.5409	0.5777	0.7601
0.2764	70.9231	922	0.5773	0.5488	0.5773	0.7598
0.2764	71.0769	924	0.5783	0.5497	0.5783	0.7605
0.2764	71.2308	926	0.5822	0.5727	0.5822	0.7630
0.2764	71.3846	928	0.5815	0.5651	0.5815	0.7626
0.2764	71.5385	930	0.5808	0.5651	0.5808	0.7621
0.2764	71.6923	932	0.5844	0.5629	0.5844	0.7645
0.2764	71.8462	934	0.5902	0.5609	0.5902	0.7682
0.2764	72.0	936	0.6014	0.5539	0.6014	0.7755
0.2764	72.1538	938	0.6131	0.5768	0.6131	0.7830
0.2764	72.3077	940	0.6157	0.5768	0.6157	0.7846
0.2764	72.4615	942	0.6160	0.5749	0.6160	0.7848
0.2764	72.6154	944	0.6155	0.5803	0.6155	0.7845
0.2764	72.7692	946	0.6156	0.5654	0.6156	0.7846
0.2764	72.9231	948	0.6131	0.5486	0.6131	0.7830
0.2764	73.0769	950	0.6099	0.5589	0.6099	0.7810
0.2764	73.2308	952	0.6061	0.5699	0.6061	0.7785
0.2764	73.3846	954	0.6050	0.5742	0.6050	0.7778
0.2764	73.5385	956	0.6047	0.5707	0.6047	0.7777
0.2764	73.6923	958	0.6047	0.5727	0.6047	0.7776
0.2764	73.8462	960	0.6034	0.5706	0.6034	0.7768
0.2764	74.0	962	0.6014	0.5706	0.6014	0.7755
0.2764	74.1538	964	0.6013	0.5762	0.6013	0.7754
0.2764	74.3077	966	0.6034	0.5593	0.6034	0.7768
0.2764	74.4615	968	0.6039	0.5648	0.6039	0.7771
0.2764	74.6154	970	0.6044	0.5551	0.6044	0.7774
0.2764	74.7692	972	0.6015	0.5569	0.6015	0.7756
0.2764	74.9231	974	0.6017	0.5648	0.6017	0.7757
0.2764	75.0769	976	0.6052	0.5648	0.6052	0.7779
0.2764	75.2308	978	0.6065	0.5648	0.6065	0.7788
0.2764	75.3846	980	0.6036	0.5648	0.6036	0.7769
0.2764	75.5385	982	0.6038	0.5707	0.6038	0.7770
0.2764	75.6923	984	0.6009	0.5727	0.6009	0.7752
0.2764	75.8462	986	0.5987	0.5818	0.5987	0.7738
0.2764	76.0	988	0.5971	0.5551	0.5971	0.7727
0.2764	76.1538	990	0.5991	0.5367	0.5991	0.7740
0.2764	76.3077	992	0.6047	0.5768	0.6047	0.7777
0.2764	76.4615	994	0.6096	0.5768	0.6096	0.7808
0.2764	76.6154	996	0.6109	0.5768	0.6109	0.7816
0.2764	76.7692	998	0.6124	0.5536	0.6124	0.7825
0.0489	76.9231	1000	0.6114	0.5483	0.6114	0.7819
0.0489	77.0769	1002	0.6077	0.5483	0.6077	0.7796
0.0489	77.2308	1004	0.6023	0.5534	0.6023	0.7761
0.0489	77.3846	1006	0.6000	0.5852	0.6000	0.7746
0.0489	77.5385	1008	0.5980	0.5873	0.5980	0.7733
0.0489	77.6923	1010	0.5950	0.5895	0.5950	0.7714
0.0489	77.8462	1012	0.5907	0.5895	0.5907	0.7686
0.0489	78.0	1014	0.5870	0.5820	0.5870	0.7662
0.0489	78.1538	1016	0.5880	0.5820	0.5880	0.7668
0.0489	78.3077	1018	0.5882	0.5799	0.5882	0.7670
0.0489	78.4615	1020	0.5887	0.5799	0.5887	0.7672
0.0489	78.6154	1022	0.5900	0.5757	0.5900	0.7681
0.0489	78.7692	1024	0.5921	0.5641	0.5921	0.7695
0.0489	78.9231	1026	0.5924	0.5622	0.5924	0.7697
0.0489	79.0769	1028	0.5890	0.5641	0.5890	0.7675
0.0489	79.2308	1030	0.5858	0.5814	0.5858	0.7653
0.0489	79.3846	1032	0.5819	0.5836	0.5819	0.7628
0.0489	79.5385	1034	0.5797	0.5880	0.5797	0.7614
0.0489	79.6923	1036	0.5795	0.5901	0.5795	0.7612
0.0489	79.8462	1038	0.5802	0.5842	0.5802	0.7617
0.0489	80.0	1040	0.5798	0.5783	0.5798	0.7614
0.0489	80.1538	1042	0.5801	0.5783	0.5801	0.7616
0.0489	80.3077	1044	0.5797	0.5529	0.5797	0.7614
0.0489	80.4615	1046	0.5781	0.5783	0.5781	0.7603
0.0489	80.6154	1048	0.5779	0.5783	0.5779	0.7602
0.0489	80.7692	1050	0.5777	0.5783	0.5777	0.7601
0.0489	80.9231	1052	0.5801	0.5783	0.5801	0.7616
0.0489	81.0769	1054	0.5807	0.5783	0.5807	0.7620
0.0489	81.2308	1056	0.5793	0.5783	0.5793	0.7611
0.0489	81.3846	1058	0.5788	0.5783	0.5788	0.7608
0.0489	81.5385	1060	0.5778	0.5783	0.5778	0.7601
0.0489	81.6923	1062	0.5766	0.5820	0.5766	0.7594
0.0489	81.8462	1064	0.5765	0.5878	0.5765	0.7593
0.0489	82.0	1066	0.5770	0.5878	0.5770	0.7596
0.0489	82.1538	1068	0.5754	0.5783	0.5754	0.7586
0.0489	82.3077	1070	0.5746	0.5725	0.5746	0.7580
0.0489	82.4615	1072	0.5758	0.5725	0.5758	0.7588
0.0489	82.6154	1074	0.5752	0.5725	0.5752	0.7584
0.0489	82.7692	1076	0.5733	0.5762	0.5733	0.7572
0.0489	82.9231	1078	0.5718	0.5720	0.5718	0.7562
0.0489	83.0769	1080	0.5694	0.5720	0.5694	0.7546
0.0489	83.2308	1082	0.5672	0.5582	0.5672	0.7531
0.0489	83.3846	1084	0.5665	0.5582	0.5665	0.7527
0.0489	83.5385	1086	0.5654	0.5582	0.5654	0.7519
0.0489	83.6923	1088	0.5641	0.5741	0.5641	0.7511
0.0489	83.8462	1090	0.5627	0.5762	0.5627	0.7501
0.0489	84.0	1092	0.5602	0.5762	0.5602	0.7485
0.0489	84.1538	1094	0.5580	0.5784	0.5580	0.7470
0.0489	84.3077	1096	0.5578	0.5784	0.5578	0.7468
0.0489	84.4615	1098	0.5569	0.5396	0.5569	0.7463
0.0489	84.6154	1100	0.5581	0.5485	0.5581	0.7471
0.0489	84.7692	1102	0.5589	0.5337	0.5589	0.7476
0.0489	84.9231	1104	0.5584	0.5604	0.5584	0.7473
0.0489	85.0769	1106	0.5582	0.5784	0.5582	0.7471
0.0489	85.2308	1108	0.5599	0.5762	0.5599	0.7483
0.0489	85.3846	1110	0.5599	0.5762	0.5599	0.7483
0.0489	85.5385	1112	0.5600	0.5762	0.5600	0.7484
0.0489	85.6923	1114	0.5601	0.5762	0.5601	0.7484
0.0489	85.8462	1116	0.5621	0.5702	0.5621	0.7497
0.0489	86.0	1118	0.5632	0.5702	0.5632	0.7505
0.0489	86.1538	1120	0.5660	0.5762	0.5660	0.7523
0.0489	86.3077	1122	0.5701	0.5720	0.5701	0.7550
0.0489	86.4615	1124	0.5725	0.5563	0.5725	0.7567
0.0489	86.6154	1126	0.5724	0.5720	0.5724	0.7566
0.0489	86.7692	1128	0.5710	0.5662	0.5710	0.7556
0.0489	86.9231	1130	0.5697	0.5643	0.5697	0.7548
0.0489	87.0769	1132	0.5697	0.5584	0.5697	0.7548
0.0489	87.2308	1134	0.5702	0.5725	0.5702	0.7551
0.0489	87.3846	1136	0.5703	0.5725	0.5703	0.7552
0.0489	87.5385	1138	0.5692	0.5725	0.5692	0.7545
0.0489	87.6923	1140	0.5672	0.5584	0.5672	0.7532
0.0489	87.8462	1142	0.5665	0.5584	0.5665	0.7527
0.0489	88.0	1144	0.5664	0.5643	0.5664	0.7526
0.0489	88.1538	1146	0.5657	0.5643	0.5657	0.7521
0.0489	88.3077	1148	0.5635	0.5643	0.5635	0.7507
0.0489	88.4615	1150	0.5618	0.5379	0.5618	0.7495
0.0489	88.6154	1152	0.5604	0.5379	0.5604	0.7486
0.0489	88.7692	1154	0.5596	0.5379	0.5596	0.7481
0.0489	88.9231	1156	0.5592	0.5379	0.5592	0.7478
0.0489	89.0769	1158	0.5584	0.5379	0.5584	0.7473

Framework versions

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