ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run3_AugV5_k12_task7_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: 0.6217
• Qwk: 0.4478
• Mse: 0.6217
• Rmse: 0.7885

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	0.0333	2	2.5682	-0.0593	2.5682	1.6026
No log	0.0667	4	1.3698	0.0710	1.3698	1.1704
No log	0.1	6	1.1916	-0.1466	1.1916	1.0916
No log	0.1333	8	1.0385	0.0445	1.0385	1.0191
No log	0.1667	10	1.0411	0.1734	1.0411	1.0203
No log	0.2	12	1.0225	0.1709	1.0224	1.0112
No log	0.2333	14	0.9137	0.1501	0.9137	0.9559
No log	0.2667	16	0.7731	0.2007	0.7731	0.8792
No log	0.3	18	0.7339	0.0481	0.7339	0.8567
No log	0.3333	20	0.7562	0.0481	0.7562	0.8696
No log	0.3667	22	0.7322	0.0889	0.7322	0.8557
No log	0.4	24	0.7924	0.0608	0.7924	0.8902
No log	0.4333	26	0.8011	0.0643	0.8011	0.8950
No log	0.4667	28	0.8008	0.0840	0.8008	0.8949
No log	0.5	30	0.8571	0.0	0.8571	0.9258
No log	0.5333	32	0.8518	0.0481	0.8518	0.9229
No log	0.5667	34	0.8693	0.0078	0.8693	0.9324
No log	0.6	36	0.8565	0.0952	0.8565	0.9255
No log	0.6333	38	0.8202	0.1586	0.8202	0.9056
No log	0.6667	40	0.7881	0.2353	0.7881	0.8878
No log	0.7	42	0.7711	0.1479	0.7711	0.8781
No log	0.7333	44	0.7651	0.1942	0.7651	0.8747
No log	0.7667	46	0.8160	0.0535	0.8160	0.9033
No log	0.8	48	0.7687	0.0423	0.7687	0.8768
No log	0.8333	50	0.7440	0.1009	0.7440	0.8625
No log	0.8667	52	0.7958	0.1723	0.7958	0.8921
No log	0.9	54	0.8273	0.1813	0.8273	0.9096
No log	0.9333	56	0.7969	0.1813	0.7969	0.8927
No log	0.9667	58	0.7953	0.1867	0.7953	0.8918
No log	1.0	60	0.7667	0.2711	0.7667	0.8756
No log	1.0333	62	0.8532	0.2381	0.8532	0.9237
No log	1.0667	64	0.8574	0.1697	0.8574	0.9260
No log	1.1	66	0.7901	0.1263	0.7901	0.8889
No log	1.1333	68	0.7349	0.1498	0.7349	0.8572
No log	1.1667	70	0.7492	0.0968	0.7492	0.8655
No log	1.2	72	0.7336	0.0968	0.7336	0.8565
No log	1.2333	74	0.7099	0.1011	0.7099	0.8425
No log	1.2667	76	0.7668	0.1941	0.7668	0.8756
No log	1.3	78	0.9552	0.3466	0.9552	0.9774
No log	1.3333	80	0.9859	0.3385	0.9859	0.9929
No log	1.3667	82	1.1112	0.1797	1.1112	1.0542
No log	1.4	84	1.1110	0.1521	1.1110	1.0541
No log	1.4333	86	0.9434	0.2222	0.9434	0.9713
No log	1.4667	88	0.7726	0.2550	0.7726	0.8790
No log	1.5	90	0.7253	0.1887	0.7253	0.8516
No log	1.5333	92	0.6994	0.2205	0.6994	0.8363
No log	1.5667	94	0.6958	0.3170	0.6958	0.8341
No log	1.6	96	0.7093	0.3481	0.7093	0.8422
No log	1.6333	98	0.7556	0.3174	0.7556	0.8692
No log	1.6667	100	0.8369	0.3477	0.8369	0.9148
No log	1.7	102	0.9445	0.2875	0.9445	0.9719
No log	1.7333	104	0.9103	0.2672	0.9103	0.9541
No log	1.7667	106	0.8597	0.2612	0.8597	0.9272
No log	1.8	108	0.9191	0.2672	0.9191	0.9587
No log	1.8333	110	0.9383	0.2672	0.9383	0.9686
No log	1.8667	112	0.8700	0.2642	0.8700	0.9327
No log	1.9	114	0.7517	0.0822	0.7517	0.8670
No log	1.9333	116	0.7309	0.2243	0.7309	0.8549
No log	1.9667	118	0.7477	0.1580	0.7477	0.8647
No log	2.0	120	0.7918	0.1979	0.7918	0.8898
No log	2.0333	122	0.8326	0.1996	0.8326	0.9125
No log	2.0667	124	0.8614	0.2612	0.8614	0.9281
No log	2.1	126	0.8372	0.2292	0.8372	0.9150
No log	2.1333	128	0.7917	0.1538	0.7917	0.8898
No log	2.1667	130	0.7866	0.1548	0.7866	0.8869
No log	2.2	132	0.8311	0.1304	0.8311	0.9116
No log	2.2333	134	0.8585	0.1673	0.8585	0.9266
No log	2.2667	136	0.7962	0.1714	0.7962	0.8923
No log	2.3	138	0.7365	0.2641	0.7365	0.8582
No log	2.3333	140	0.7374	0.2947	0.7374	0.8587
No log	2.3667	142	0.7579	0.2548	0.7579	0.8706
No log	2.4	144	0.8007	0.3451	0.8007	0.8948
No log	2.4333	146	0.7934	0.3451	0.7934	0.8907
No log	2.4667	148	0.7406	0.3399	0.7406	0.8606
No log	2.5	150	0.6862	0.2901	0.6862	0.8284
No log	2.5333	152	0.7417	0.3985	0.7417	0.8612
No log	2.5667	154	0.7847	0.4093	0.7847	0.8858
No log	2.6	156	0.7489	0.4270	0.7489	0.8654
No log	2.6333	158	0.7184	0.4352	0.7184	0.8476
No log	2.6667	160	0.6970	0.4352	0.6970	0.8349
No log	2.7	162	0.7323	0.4100	0.7323	0.8558
No log	2.7333	164	0.7213	0.3572	0.7213	0.8493
No log	2.7667	166	0.6580	0.4147	0.6580	0.8111
No log	2.8	168	0.6260	0.3454	0.6260	0.7912
No log	2.8333	170	0.6320	0.3363	0.6320	0.7950
No log	2.8667	172	0.6849	0.3671	0.6849	0.8276
No log	2.9	174	0.6700	0.3578	0.6700	0.8185
No log	2.9333	176	0.6956	0.4377	0.6956	0.8340
No log	2.9667	178	0.7125	0.3247	0.7125	0.8441
No log	3.0	180	0.7964	0.3327	0.7964	0.8924
No log	3.0333	182	0.7770	0.3087	0.7770	0.8815
No log	3.0667	184	0.7218	0.2709	0.7218	0.8496
No log	3.1	186	0.6966	0.4455	0.6966	0.8346
No log	3.1333	188	0.6861	0.4125	0.6861	0.8283
No log	3.1667	190	0.6779	0.4067	0.6779	0.8234
No log	3.2	192	0.6811	0.4397	0.6811	0.8253
No log	3.2333	194	0.7526	0.4542	0.7526	0.8675
No log	3.2667	196	0.7806	0.4625	0.7806	0.8835
No log	3.3	198	0.7439	0.2980	0.7439	0.8625
No log	3.3333	200	0.7388	0.3769	0.7388	0.8595
No log	3.3667	202	0.7525	0.4367	0.7525	0.8674
No log	3.4	204	0.7411	0.3425	0.7411	0.8609
No log	3.4333	206	0.7477	0.4426	0.7477	0.8647
No log	3.4667	208	0.7410	0.4681	0.7410	0.8608
No log	3.5	210	0.7552	0.4340	0.7552	0.8690
No log	3.5333	212	0.8383	0.4045	0.8383	0.9156
No log	3.5667	214	0.9307	0.3263	0.9307	0.9647
No log	3.6	216	0.9112	0.3314	0.9112	0.9546
No log	3.6333	218	0.9044	0.3094	0.9044	0.9510
No log	3.6667	220	0.8579	0.4038	0.8579	0.9262
No log	3.7	222	0.7431	0.4484	0.7431	0.8621
No log	3.7333	224	0.6906	0.4413	0.6906	0.8310
No log	3.7667	226	0.6595	0.4561	0.6595	0.8121
No log	3.8	228	0.6583	0.4044	0.6583	0.8114
No log	3.8333	230	0.6816	0.4112	0.6816	0.8256
No log	3.8667	232	0.6752	0.4371	0.6752	0.8217
No log	3.9	234	0.6496	0.3817	0.6496	0.8060
No log	3.9333	236	0.6415	0.4253	0.6415	0.8010
No log	3.9667	238	0.6643	0.4205	0.6643	0.8150
No log	4.0	240	0.6789	0.3994	0.6789	0.8239
No log	4.0333	242	0.6635	0.4806	0.6635	0.8146
No log	4.0667	244	0.6771	0.5142	0.6771	0.8229
No log	4.1	246	0.6973	0.5063	0.6973	0.8350
No log	4.1333	248	0.6971	0.5035	0.6971	0.8349
No log	4.1667	250	0.7578	0.4500	0.7578	0.8705
No log	4.2	252	0.9321	0.3632	0.9321	0.9654
No log	4.2333	254	0.8938	0.3650	0.8938	0.9454
No log	4.2667	256	0.7337	0.4130	0.7337	0.8566
No log	4.3	258	0.7593	0.4913	0.7593	0.8714
No log	4.3333	260	0.8562	0.4240	0.8562	0.9253
No log	4.3667	262	0.7578	0.4768	0.7578	0.8705
No log	4.4	264	0.6780	0.5457	0.6780	0.8234
No log	4.4333	266	0.6654	0.4885	0.6654	0.8157
No log	4.4667	268	0.6722	0.4678	0.6722	0.8199
No log	4.5	270	0.6704	0.4637	0.6704	0.8188
No log	4.5333	272	0.6826	0.4535	0.6826	0.8262
No log	4.5667	274	0.7118	0.4239	0.7118	0.8437
No log	4.6	276	0.7606	0.3914	0.7606	0.8721
No log	4.6333	278	0.8706	0.3965	0.8706	0.9331
No log	4.6667	280	0.8367	0.36	0.8367	0.9147
No log	4.7	282	0.7146	0.3864	0.7146	0.8453
No log	4.7333	284	0.6912	0.4186	0.6912	0.8314
No log	4.7667	286	0.7268	0.3373	0.7268	0.8525
No log	4.8	288	0.7078	0.3347	0.7078	0.8413
No log	4.8333	290	0.6889	0.4569	0.6889	0.8300
No log	4.8667	292	0.7386	0.4260	0.7386	0.8594
No log	4.9	294	0.7552	0.3936	0.7552	0.8690
No log	4.9333	296	0.7020	0.4314	0.7020	0.8379
No log	4.9667	298	0.6881	0.3654	0.6881	0.8295
No log	5.0	300	0.7020	0.3561	0.7020	0.8378
No log	5.0333	302	0.7065	0.3785	0.7065	0.8406
No log	5.0667	304	0.7594	0.3694	0.7594	0.8715
No log	5.1	306	0.7572	0.3501	0.7572	0.8702
No log	5.1333	308	0.7496	0.3768	0.7496	0.8658
No log	5.1667	310	0.7505	0.3768	0.7505	0.8663
No log	5.2	312	0.7437	0.3768	0.7437	0.8624
No log	5.2333	314	0.7278	0.4105	0.7278	0.8531
No log	5.2667	316	0.7080	0.4082	0.7080	0.8415
No log	5.3	318	0.6917	0.3915	0.6917	0.8317
No log	5.3333	320	0.6751	0.3995	0.6751	0.8217
No log	5.3667	322	0.6718	0.3702	0.6718	0.8197
No log	5.4	324	0.6945	0.2953	0.6945	0.8334
No log	5.4333	326	0.7427	0.3914	0.7427	0.8618
No log	5.4667	328	0.7218	0.3433	0.7218	0.8496
No log	5.5	330	0.6795	0.3984	0.6795	0.8243
No log	5.5333	332	0.6678	0.4287	0.6678	0.8172
No log	5.5667	334	0.6681	0.4096	0.6681	0.8173
No log	5.6	336	0.6475	0.4438	0.6475	0.8047
No log	5.6333	338	0.6375	0.4820	0.6375	0.7985
No log	5.6667	340	0.6269	0.4955	0.6269	0.7918
No log	5.7	342	0.6219	0.5288	0.6219	0.7886
No log	5.7333	344	0.6168	0.5845	0.6168	0.7854
No log	5.7667	346	0.6029	0.5574	0.6029	0.7764
No log	5.8	348	0.6455	0.4282	0.6455	0.8034
No log	5.8333	350	0.8241	0.2651	0.8241	0.9078
No log	5.8667	352	0.8904	0.2881	0.8904	0.9436
No log	5.9	354	0.7767	0.2886	0.7767	0.8813
No log	5.9333	356	0.6457	0.3984	0.6457	0.8035
No log	5.9667	358	0.6336	0.5288	0.6336	0.7960
No log	6.0	360	0.6429	0.5528	0.6429	0.8018
No log	6.0333	362	0.6448	0.4507	0.6448	0.8030
No log	6.0667	364	0.6558	0.4507	0.6558	0.8098
No log	6.1	366	0.6610	0.4507	0.6610	0.8130
No log	6.1333	368	0.6902	0.3622	0.6902	0.8308
No log	6.1667	370	0.7178	0.3964	0.7178	0.8473
No log	6.2	372	0.7386	0.3331	0.7386	0.8594
No log	6.2333	374	0.7103	0.3331	0.7103	0.8428
No log	6.2667	376	0.6979	0.4086	0.6979	0.8354
No log	6.3	378	0.6923	0.4901	0.6923	0.8320
No log	6.3333	380	0.6936	0.4901	0.6936	0.8328
No log	6.3667	382	0.7135	0.5357	0.7135	0.8447
No log	6.4	384	0.6877	0.5411	0.6877	0.8292
No log	6.4333	386	0.6790	0.5133	0.6790	0.8240
No log	6.4667	388	0.6958	0.3492	0.6958	0.8341
No log	6.5	390	0.7433	0.2652	0.7433	0.8621
No log	6.5333	392	0.8032	0.1992	0.8032	0.8962
No log	6.5667	394	0.8047	0.1992	0.8047	0.8970
No log	6.6	396	0.7810	0.1703	0.7810	0.8838
No log	6.6333	398	0.7597	0.1714	0.7597	0.8716
No log	6.6667	400	0.7754	0.2122	0.7754	0.8806
No log	6.7	402	0.7285	0.2355	0.7285	0.8535
No log	6.7333	404	0.6860	0.3645	0.6860	0.8283
No log	6.7667	406	0.6922	0.4724	0.6922	0.8320
No log	6.8	408	0.6828	0.4292	0.6828	0.8263
No log	6.8333	410	0.6798	0.4020	0.6798	0.8245
No log	6.8667	412	0.6614	0.4059	0.6614	0.8133
No log	6.9	414	0.6879	0.2767	0.6879	0.8294
No log	6.9333	416	0.7053	0.3410	0.7053	0.8398
No log	6.9667	418	0.6801	0.4102	0.6801	0.8247
No log	7.0	420	0.6772	0.4898	0.6772	0.8229
No log	7.0333	422	0.6727	0.4898	0.6727	0.8202
No log	7.0667	424	0.6661	0.4174	0.6661	0.8161
No log	7.1	426	0.7096	0.3453	0.7096	0.8424
No log	7.1333	428	0.7592	0.3576	0.7592	0.8713
No log	7.1667	430	0.7438	0.3787	0.7438	0.8624
No log	7.2	432	0.6676	0.3353	0.6676	0.8171
No log	7.2333	434	0.6535	0.4604	0.6535	0.8084
No log	7.2667	436	0.6573	0.5206	0.6573	0.8107
No log	7.3	438	0.6610	0.5597	0.6610	0.8130
No log	7.3333	440	0.6641	0.3247	0.6641	0.8149
No log	7.3667	442	0.6715	0.3628	0.6715	0.8194
No log	7.4	444	0.6608	0.3625	0.6608	0.8129
No log	7.4333	446	0.6619	0.5272	0.6619	0.8136
No log	7.4667	448	0.6810	0.4951	0.6810	0.8252
No log	7.5	450	0.6611	0.5411	0.6611	0.8131
No log	7.5333	452	0.6701	0.5133	0.6701	0.8186
No log	7.5667	454	0.6685	0.4777	0.6685	0.8176
No log	7.6	456	0.6890	0.4128	0.6890	0.8300
No log	7.6333	458	0.6967	0.3791	0.6967	0.8347
No log	7.6667	460	0.7570	0.4239	0.7570	0.8700
No log	7.7	462	0.8164	0.3440	0.8164	0.9035
No log	7.7333	464	0.7488	0.4315	0.7488	0.8653
No log	7.7667	466	0.7098	0.3679	0.7098	0.8425
No log	7.8	468	0.6910	0.3715	0.6910	0.8312
No log	7.8333	470	0.6912	0.3715	0.6912	0.8314
No log	7.8667	472	0.6922	0.3467	0.6922	0.8320
No log	7.9	474	0.6942	0.3598	0.6942	0.8332
No log	7.9333	476	0.6999	0.4704	0.6999	0.8366
No log	7.9667	478	0.6797	0.4157	0.6797	0.8244
No log	8.0	480	0.6533	0.4463	0.6533	0.8083
No log	8.0333	482	0.6548	0.3779	0.6548	0.8092
No log	8.0667	484	0.6497	0.3373	0.6497	0.8060
No log	8.1	486	0.6495	0.3656	0.6495	0.8059
No log	8.1333	488	0.6421	0.4681	0.6421	0.8013
No log	8.1667	490	0.6623	0.5617	0.6623	0.8138
No log	8.2	492	0.6646	0.4660	0.6646	0.8152
No log	8.2333	494	0.6957	0.3664	0.6957	0.8341
No log	8.2667	496	0.7839	0.3110	0.7839	0.8854
No log	8.3	498	0.7971	0.3425	0.7971	0.8928
0.385	8.3333	500	0.7403	0.3773	0.7403	0.8604
0.385	8.3667	502	0.6839	0.5412	0.6839	0.8270
0.385	8.4	504	0.6982	0.4895	0.6982	0.8356
0.385	8.4333	506	0.7080	0.5484	0.7080	0.8414
0.385	8.4667	508	0.6796	0.5119	0.6796	0.8244
0.385	8.5	510	0.6675	0.4813	0.6675	0.8170
0.385	8.5333	512	0.6687	0.4308	0.6687	0.8177
0.385	8.5667	514	0.6762	0.4308	0.6762	0.8223
0.385	8.6	516	0.6916	0.4928	0.6916	0.8316
0.385	8.6333	518	0.6942	0.4871	0.6942	0.8332
0.385	8.6667	520	0.6847	0.4987	0.6847	0.8275
0.385	8.7	522	0.6538	0.4430	0.6538	0.8086
0.385	8.7333	524	0.6552	0.3746	0.6552	0.8095
0.385	8.7667	526	0.6666	0.3768	0.6666	0.8164
0.385	8.8	528	0.6333	0.4806	0.6333	0.7958
0.385	8.8333	530	0.6622	0.5211	0.6622	0.8138
0.385	8.8667	532	0.7013	0.4836	0.7013	0.8374
0.385	8.9	534	0.6608	0.4764	0.6608	0.8129
0.385	8.9333	536	0.6277	0.5150	0.6277	0.7923
0.385	8.9667	538	0.6559	0.4435	0.6559	0.8099
0.385	9.0	540	0.6720	0.4603	0.6720	0.8197
0.385	9.0333	542	0.6550	0.4753	0.6550	0.8093
0.385	9.0667	544	0.6492	0.4524	0.6492	0.8057
0.385	9.1	546	0.6516	0.4753	0.6516	0.8072
0.385	9.1333	548	0.6548	0.4232	0.6548	0.8092
0.385	9.1667	550	0.6471	0.4	0.6471	0.8044
0.385	9.2	552	0.6514	0.4497	0.6514	0.8071
0.385	9.2333	554	0.6432	0.4253	0.6432	0.8020
0.385	9.2667	556	0.6375	0.4308	0.6375	0.7984
0.385	9.3	558	0.6379	0.4149	0.6379	0.7987
0.385	9.3333	560	0.6332	0.4225	0.6332	0.7957
0.385	9.3667	562	0.6301	0.4864	0.6301	0.7938
0.385	9.4	564	0.6263	0.4795	0.6263	0.7914
0.385	9.4333	566	0.6267	0.4919	0.6267	0.7916
0.385	9.4667	568	0.6301	0.4901	0.6301	0.7938
0.385	9.5	570	0.6376	0.5373	0.6376	0.7985
0.385	9.5333	572	0.6483	0.5157	0.6483	0.8052
0.385	9.5667	574	0.6200	0.5306	0.6200	0.7874
0.385	9.6	576	0.6156	0.4350	0.6156	0.7846
0.385	9.6333	578	0.7149	0.4038	0.7149	0.8455
0.385	9.6667	580	0.7950	0.3707	0.7950	0.8916
0.385	9.7	582	0.7741	0.4013	0.7741	0.8798
0.385	9.7333	584	0.6854	0.4436	0.6854	0.8279
0.385	9.7667	586	0.6299	0.4475	0.6299	0.7937
0.385	9.8	588	0.6514	0.5403	0.6514	0.8071
0.385	9.8333	590	0.6777	0.5403	0.6777	0.8232
0.385	9.8667	592	0.6385	0.5076	0.6385	0.7990
0.385	9.9	594	0.6005	0.4073	0.6005	0.7749
0.385	9.9333	596	0.6204	0.4406	0.6204	0.7877
0.385	9.9667	598	0.6863	0.4103	0.6863	0.8284
0.385	10.0	600	0.7162	0.4150	0.7162	0.8463
0.385	10.0333	602	0.6776	0.4158	0.6776	0.8232
0.385	10.0667	604	0.6386	0.4586	0.6386	0.7991
0.385	10.1	606	0.6306	0.4397	0.6306	0.7941
0.385	10.1333	608	0.6266	0.4342	0.6266	0.7916
0.385	10.1667	610	0.6356	0.4507	0.6356	0.7972
0.385	10.2	612	0.6453	0.4241	0.6453	0.8033
0.385	10.2333	614	0.6814	0.3988	0.6814	0.8255
0.385	10.2667	616	0.7375	0.4103	0.7375	0.8588
0.385	10.3	618	0.7256	0.4150	0.7256	0.8518
0.385	10.3333	620	0.6759	0.4614	0.6759	0.8222
0.385	10.3667	622	0.6446	0.4211	0.6446	0.8028
0.385	10.4	624	0.6407	0.3933	0.6407	0.8005
0.385	10.4333	626	0.6423	0.3955	0.6423	0.8014
0.385	10.4667	628	0.6531	0.3958	0.6531	0.8082
0.385	10.5	630	0.6441	0.3810	0.6441	0.8025
0.385	10.5333	632	0.6273	0.3939	0.6273	0.7920
0.385	10.5667	634	0.6275	0.3837	0.6275	0.7921
0.385	10.6	636	0.6201	0.3837	0.6201	0.7875
0.385	10.6333	638	0.6153	0.4114	0.6153	0.7844
0.385	10.6667	640	0.6093	0.4681	0.6093	0.7806
0.385	10.7	642	0.6087	0.4681	0.6087	0.7802
0.385	10.7333	644	0.6107	0.4972	0.6107	0.7815
0.385	10.7667	646	0.6208	0.4274	0.6208	0.7879
0.385	10.8	648	0.6633	0.4411	0.6633	0.8145
0.385	10.8333	650	0.6870	0.3962	0.6870	0.8289
0.385	10.8667	652	0.6468	0.4315	0.6468	0.8043
0.385	10.9	654	0.6123	0.4788	0.6123	0.7825
0.385	10.9333	656	0.6320	0.4872	0.6320	0.7950
0.385	10.9667	658	0.6837	0.4550	0.6837	0.8269
0.385	11.0	660	0.6891	0.4550	0.6891	0.8301
0.385	11.0333	662	0.6480	0.4644	0.6480	0.8050
0.385	11.0667	664	0.6331	0.4700	0.6331	0.7957
0.385	11.1	666	0.6422	0.4190	0.6422	0.8014
0.385	11.1333	668	0.6599	0.3978	0.6599	0.8124
0.385	11.1667	670	0.6638	0.4029	0.6638	0.8148
0.385	11.2	672	0.6659	0.4418	0.6659	0.8160
0.385	11.2333	674	0.6731	0.4301	0.6731	0.8204
0.385	11.2667	676	0.6771	0.4336	0.6771	0.8229
0.385	11.3	678	0.6643	0.4301	0.6643	0.8150
0.385	11.3333	680	0.6578	0.4301	0.6578	0.8111
0.385	11.3667	682	0.6433	0.4535	0.6433	0.8020
0.385	11.4	684	0.6346	0.5114	0.6346	0.7966
0.385	11.4333	686	0.6287	0.5133	0.6287	0.7929
0.385	11.4667	688	0.6309	0.4358	0.6309	0.7943
0.385	11.5	690	0.6540	0.3274	0.6540	0.8087
0.385	11.5333	692	0.6734	0.3820	0.6734	0.8206
0.385	11.5667	694	0.6724	0.4186	0.6724	0.8200
0.385	11.6	696	0.6476	0.3549	0.6476	0.8047
0.385	11.6333	698	0.6368	0.4380	0.6368	0.7980
0.385	11.6667	700	0.6401	0.4343	0.6401	0.8001
0.385	11.7	702	0.6418	0.4575	0.6418	0.8011
0.385	11.7333	704	0.6479	0.4697	0.6479	0.8049
0.385	11.7667	706	0.6467	0.4757	0.6467	0.8042
0.385	11.8	708	0.6450	0.4265	0.6450	0.8031
0.385	11.8333	710	0.6470	0.4322	0.6470	0.8043
0.385	11.8667	712	0.6542	0.3906	0.6542	0.8088
0.385	11.9	714	0.6634	0.4190	0.6634	0.8145
0.385	11.9333	716	0.6639	0.3836	0.6639	0.8148
0.385	11.9667	718	0.6633	0.3714	0.6633	0.8144
0.385	12.0	720	0.6659	0.4085	0.6659	0.8160
0.385	12.0333	722	0.6703	0.4646	0.6703	0.8187
0.385	12.0667	724	0.6358	0.4601	0.6358	0.7974
0.385	12.1	726	0.6223	0.4955	0.6223	0.7888
0.385	12.1333	728	0.6176	0.4955	0.6176	0.7859
0.385	12.1667	730	0.6137	0.4955	0.6137	0.7834
0.385	12.2	732	0.6164	0.4945	0.6164	0.7851
0.385	12.2333	734	0.6066	0.5507	0.6066	0.7788
0.385	12.2667	736	0.5953	0.5135	0.5953	0.7716
0.385	12.3	738	0.5859	0.5020	0.5859	0.7654
0.385	12.3333	740	0.5872	0.4847	0.5872	0.7663
0.385	12.3667	742	0.5834	0.4763	0.5834	0.7638
0.385	12.4	744	0.5726	0.5373	0.5726	0.7567
0.385	12.4333	746	0.5759	0.5160	0.5759	0.7589
0.385	12.4667	748	0.5770	0.5580	0.5770	0.7596
0.385	12.5	750	0.6069	0.5093	0.6069	0.7790
0.385	12.5333	752	0.6290	0.5211	0.6290	0.7931
0.385	12.5667	754	0.6383	0.5211	0.6383	0.7990
0.385	12.6	756	0.6175	0.5257	0.6175	0.7858
0.385	12.6333	758	0.6103	0.4948	0.6103	0.7812
0.385	12.6667	760	0.6477	0.4140	0.6477	0.8048
0.385	12.7	762	0.6499	0.3988	0.6499	0.8062
0.385	12.7333	764	0.6120	0.4752	0.6120	0.7823
0.385	12.7667	766	0.5990	0.4789	0.5990	0.7739
0.385	12.8	768	0.6266	0.5306	0.6266	0.7916
0.385	12.8333	770	0.6274	0.5306	0.6274	0.7921
0.385	12.8667	772	0.6027	0.5383	0.6027	0.7763
0.385	12.9	774	0.5842	0.5090	0.5842	0.7643
0.385	12.9333	776	0.5736	0.5241	0.5736	0.7573
0.385	12.9667	778	0.5658	0.5465	0.5658	0.7522
0.385	13.0	780	0.5731	0.4907	0.5731	0.7570
0.385	13.0333	782	0.5785	0.4907	0.5785	0.7606
0.385	13.0667	784	0.5725	0.5303	0.5725	0.7567
0.385	13.1	786	0.5765	0.4976	0.5765	0.7593
0.385	13.1333	788	0.5762	0.5241	0.5762	0.7590
0.385	13.1667	790	0.5745	0.5318	0.5745	0.7579
0.385	13.2	792	0.5728	0.5174	0.5728	0.7568
0.385	13.2333	794	0.5717	0.5318	0.5717	0.7561
0.385	13.2667	796	0.5849	0.4675	0.5849	0.7648
0.385	13.3	798	0.5891	0.4873	0.5891	0.7675
0.385	13.3333	800	0.5958	0.4771	0.5958	0.7719
0.385	13.3667	802	0.6111	0.4367	0.6111	0.7817
0.385	13.4	804	0.6368	0.4614	0.6368	0.7980
0.385	13.4333	806	0.6988	0.3876	0.6988	0.8359
0.385	13.4667	808	0.7363	0.2977	0.7363	0.8581
0.385	13.5	810	0.7064	0.3289	0.7064	0.8405
0.385	13.5333	812	0.6389	0.4595	0.6389	0.7993
0.385	13.5667	814	0.6175	0.4308	0.6175	0.7858
0.385	13.6	816	0.6201	0.4362	0.6201	0.7875
0.385	13.6333	818	0.6228	0.4362	0.6228	0.7892
0.385	13.6667	820	0.6275	0.4762	0.6275	0.7921
0.385	13.7	822	0.6293	0.4458	0.6293	0.7933
0.385	13.7333	824	0.6467	0.4118	0.6467	0.8042
0.385	13.7667	826	0.6692	0.3635	0.6692	0.8181
0.385	13.8	828	0.6679	0.3902	0.6679	0.8173
0.385	13.8333	830	0.6663	0.3716	0.6663	0.8163
0.385	13.8667	832	0.6544	0.3716	0.6544	0.8090
0.385	13.9	834	0.6567	0.3902	0.6567	0.8104
0.385	13.9333	836	0.6238	0.4149	0.6238	0.7898
0.385	13.9667	838	0.6111	0.4910	0.6111	0.7817
0.385	14.0	840	0.6117	0.4910	0.6117	0.7821
0.385	14.0333	842	0.6137	0.4581	0.6137	0.7834
0.385	14.0667	844	0.6262	0.4301	0.6262	0.7913
0.385	14.1	846	0.6301	0.4413	0.6301	0.7938
0.385	14.1333	848	0.6416	0.4642	0.6416	0.8010
0.385	14.1667	850	0.6733	0.5059	0.6733	0.8206
0.385	14.2	852	0.6719	0.5871	0.6719	0.8197
0.385	14.2333	854	0.6393	0.4601	0.6393	0.7996
0.385	14.2667	856	0.6228	0.3948	0.6228	0.7892
0.385	14.3	858	0.6297	0.3923	0.6297	0.7935
0.385	14.3333	860	0.6372	0.4288	0.6372	0.7983
0.385	14.3667	862	0.6645	0.4970	0.6645	0.8152
0.385	14.4	864	0.6866	0.5275	0.6866	0.8286
0.385	14.4333	866	0.6792	0.4864	0.6792	0.8241
0.385	14.4667	868	0.6476	0.4356	0.6476	0.8047
0.385	14.5	870	0.6275	0.4036	0.6275	0.7921
0.385	14.5333	872	0.6321	0.4308	0.6321	0.7950
0.385	14.5667	874	0.6410	0.4245	0.6410	0.8006
0.385	14.6	876	0.6449	0.4454	0.6449	0.8031
0.385	14.6333	878	0.6542	0.4352	0.6542	0.8088
0.385	14.6667	880	0.6545	0.4303	0.6545	0.8090
0.385	14.7	882	0.6580	0.4562	0.6580	0.8112
0.385	14.7333	884	0.6505	0.4387	0.6505	0.8065
0.385	14.7667	886	0.6351	0.4581	0.6351	0.7969
0.385	14.8	888	0.6268	0.4638	0.6268	0.7917
0.385	14.8333	890	0.6241	0.4757	0.6241	0.7900
0.385	14.8667	892	0.6171	0.5061	0.6171	0.7856
0.385	14.9	894	0.6104	0.4555	0.6104	0.7813
0.385	14.9333	896	0.6125	0.4620	0.6125	0.7826
0.385	14.9667	898	0.6109	0.4620	0.6109	0.7816
0.385	15.0	900	0.6123	0.4620	0.6123	0.7825
0.385	15.0333	902	0.6006	0.4847	0.6006	0.7750
0.385	15.0667	904	0.5978	0.5250	0.5978	0.7732
0.385	15.1	906	0.5927	0.5440	0.5927	0.7698
0.385	15.1333	908	0.5975	0.4847	0.5975	0.7730
0.385	15.1667	910	0.6149	0.5708	0.6149	0.7842
0.385	15.2	912	0.6082	0.5341	0.6082	0.7799
0.385	15.2333	914	0.5962	0.4771	0.5962	0.7722
0.385	15.2667	916	0.6100	0.5538	0.6100	0.7810
0.385	15.3	918	0.6297	0.5041	0.6297	0.7935
0.385	15.3333	920	0.6354	0.5237	0.6354	0.7971
0.385	15.3667	922	0.6226	0.5121	0.6226	0.7891
0.385	15.4	924	0.6211	0.5480	0.6211	0.7881
0.385	15.4333	926	0.6142	0.5288	0.6142	0.7837
0.385	15.4667	928	0.6149	0.5597	0.6149	0.7841
0.385	15.5	930	0.6043	0.5411	0.6043	0.7774
0.385	15.5333	932	0.6044	0.5411	0.6044	0.7775
0.385	15.5667	934	0.6124	0.5395	0.6124	0.7826
0.385	15.6	936	0.6148	0.4845	0.6148	0.7841
0.385	15.6333	938	0.5896	0.5362	0.5896	0.7678
0.385	15.6667	940	0.5785	0.5550	0.5785	0.7606
0.385	15.7	942	0.5874	0.5201	0.5874	0.7664
0.385	15.7333	944	0.6025	0.5256	0.6025	0.7762
0.385	15.7667	946	0.6088	0.5079	0.6088	0.7803
0.385	15.8	948	0.6106	0.4823	0.6106	0.7814
0.385	15.8333	950	0.6095	0.4823	0.6095	0.7807
0.385	15.8667	952	0.6072	0.4857	0.6072	0.7792
0.385	15.9	954	0.6036	0.4857	0.6036	0.7769
0.385	15.9333	956	0.6018	0.4157	0.6018	0.7758
0.385	15.9667	958	0.5982	0.4937	0.5982	0.7734
0.385	16.0	960	0.6036	0.5517	0.6036	0.7769
0.385	16.0333	962	0.6359	0.5093	0.6359	0.7974
0.385	16.0667	964	0.6436	0.5093	0.6436	0.8023
0.385	16.1	966	0.6175	0.5428	0.6175	0.7858
0.385	16.1333	968	0.5949	0.4937	0.5949	0.7713
0.385	16.1667	970	0.5939	0.5286	0.5939	0.7706
0.385	16.2	972	0.5913	0.5075	0.5913	0.7689
0.385	16.2333	974	0.5903	0.5254	0.5903	0.7683
0.385	16.2667	976	0.5916	0.4795	0.5916	0.7692
0.385	16.3	978	0.5915	0.4945	0.5915	0.7691
0.385	16.3333	980	0.5947	0.5319	0.5947	0.7712
0.385	16.3667	982	0.5976	0.5087	0.5976	0.7731
0.385	16.4	984	0.5932	0.5201	0.5932	0.7702
0.385	16.4333	986	0.5954	0.5003	0.5954	0.7716
0.385	16.4667	988	0.6120	0.5071	0.6120	0.7823
0.385	16.5	990	0.6207	0.4828	0.6207	0.7879
0.385	16.5333	992	0.6073	0.5003	0.6073	0.7793
0.385	16.5667	994	0.6053	0.4516	0.6053	0.7780
0.385	16.6	996	0.6076	0.4575	0.6076	0.7795
0.385	16.6333	998	0.6111	0.5159	0.6111	0.7818
0.0809	16.6667	1000	0.6165	0.5159	0.6165	0.7852
0.0809	16.7	1002	0.6195	0.5159	0.6195	0.7871
0.0809	16.7333	1004	0.6196	0.5159	0.6196	0.7871
0.0809	16.7667	1006	0.6219	0.4402	0.6219	0.7886
0.0809	16.8	1008	0.6296	0.4697	0.6296	0.7935
0.0809	16.8333	1010	0.6217	0.4478	0.6217	0.7885

Framework versions

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