ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k9_task1_organization

This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:

• Loss: 0.8586
• Qwk: 0.5730
• Mse: 0.8586
• Rmse: 0.9266

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	0.0444	2	5.3461	-0.0297	5.3461	2.3122
No log	0.0889	4	3.4138	0.0468	3.4138	1.8476
No log	0.1333	6	2.0305	0.0763	2.0305	1.4249
No log	0.1778	8	1.5792	0.0504	1.5792	1.2567
No log	0.2222	10	1.1827	0.2393	1.1827	1.0875
No log	0.2667	12	1.2329	0.2034	1.2329	1.1104
No log	0.3111	14	1.4287	0.0692	1.4287	1.1953
No log	0.3556	16	1.7718	-0.0914	1.7718	1.3311
No log	0.4	18	1.8596	-0.0675	1.8596	1.3637
No log	0.4444	20	1.4395	0.0465	1.4395	1.1998
No log	0.4889	22	1.3374	0.2032	1.3374	1.1565
No log	0.5333	24	1.3287	0.2032	1.3287	1.1527
No log	0.5778	26	1.3798	0.1123	1.3798	1.1747
No log	0.6222	28	1.9421	0.1075	1.9421	1.3936
No log	0.6667	30	2.2076	0.1423	2.2076	1.4858
No log	0.7111	32	2.2694	0.1804	2.2694	1.5065
No log	0.7556	34	1.9569	0.1672	1.9569	1.3989
No log	0.8	36	1.4005	0.1271	1.4005	1.1834
No log	0.8444	38	1.2042	0.2844	1.2042	1.0974
No log	0.8889	40	1.0806	0.4131	1.0806	1.0395
No log	0.9333	42	1.0330	0.3155	1.0330	1.0164
No log	0.9778	44	1.0003	0.3103	1.0003	1.0001
No log	1.0222	46	0.9957	0.3777	0.9957	0.9978
No log	1.0667	48	1.1225	0.3846	1.1225	1.0595
No log	1.1111	50	1.1919	0.3466	1.1919	1.0917
No log	1.1556	52	1.2380	0.2350	1.2380	1.1127
No log	1.2	54	1.2803	0.2263	1.2803	1.1315
No log	1.2444	56	1.0827	0.3942	1.0827	1.0405
No log	1.2889	58	0.9869	0.4453	0.9869	0.9934
No log	1.3333	60	0.9197	0.4591	0.9197	0.9590
No log	1.3778	62	0.8797	0.5110	0.8797	0.9379
No log	1.4222	64	0.8414	0.4809	0.8414	0.9173
No log	1.4667	66	0.7781	0.5778	0.7781	0.8821
No log	1.5111	68	0.8213	0.5725	0.8213	0.9063
No log	1.5556	70	0.7773	0.6400	0.7773	0.8817
No log	1.6	72	0.7735	0.5729	0.7735	0.8795
No log	1.6444	74	0.7631	0.5762	0.7631	0.8735
No log	1.6889	76	0.7382	0.6037	0.7382	0.8592
No log	1.7333	78	0.9164	0.5638	0.9164	0.9573
No log	1.7778	80	1.2697	0.4098	1.2697	1.1268
No log	1.8222	82	1.0925	0.4547	1.0925	1.0452
No log	1.8667	84	0.8552	0.6173	0.8552	0.9248
No log	1.9111	86	0.8160	0.5522	0.8160	0.9033
No log	1.9556	88	0.8487	0.5066	0.8487	0.9212
No log	2.0	90	0.8982	0.4455	0.8982	0.9477
No log	2.0444	92	0.8868	0.4547	0.8868	0.9417
No log	2.0889	94	0.9177	0.5589	0.9177	0.9580
No log	2.1333	96	1.2683	0.4300	1.2683	1.1262
No log	2.1778	98	1.4024	0.4198	1.4024	1.1842
No log	2.2222	100	1.0645	0.4484	1.0645	1.0317
No log	2.2667	102	0.7613	0.5428	0.7613	0.8725
No log	2.3111	104	0.9208	0.5193	0.9208	0.9596
No log	2.3556	106	0.9145	0.5205	0.9145	0.9563
No log	2.4	108	0.7977	0.5102	0.7977	0.8931
No log	2.4444	110	0.7198	0.5398	0.7198	0.8484
No log	2.4889	112	0.7767	0.6025	0.7767	0.8813
No log	2.5333	114	0.8735	0.5821	0.8735	0.9346
No log	2.5778	116	0.8173	0.6006	0.8173	0.9040
No log	2.6222	118	0.6636	0.6982	0.6636	0.8146
No log	2.6667	120	0.6755	0.6907	0.6755	0.8219
No log	2.7111	122	0.6595	0.7138	0.6595	0.8121
No log	2.7556	124	0.6699	0.7090	0.6699	0.8185
No log	2.8	126	0.7263	0.6710	0.7263	0.8522
No log	2.8444	128	0.6465	0.7187	0.6465	0.8041
No log	2.8889	130	0.8020	0.5802	0.8020	0.8955
No log	2.9333	132	0.7429	0.5886	0.7429	0.8619
No log	2.9778	134	0.7375	0.6625	0.7375	0.8588
No log	3.0222	136	1.1401	0.4973	1.1401	1.0677
No log	3.0667	138	1.0971	0.4923	1.0971	1.0474
No log	3.1111	140	0.7972	0.6043	0.7972	0.8928
No log	3.1556	142	0.6464	0.7067	0.6464	0.8040
No log	3.2	144	0.6527	0.7027	0.6527	0.8079
No log	3.2444	146	0.6840	0.6508	0.6840	0.8270
No log	3.2889	148	0.8986	0.5400	0.8986	0.9479
No log	3.3333	150	1.2316	0.4573	1.2316	1.1098
No log	3.3778	152	1.1616	0.4839	1.1616	1.0778
No log	3.4222	154	0.8639	0.5464	0.8639	0.9294
No log	3.4667	156	0.7465	0.6155	0.7465	0.8640
No log	3.5111	158	0.7012	0.6581	0.7012	0.8374
No log	3.5556	160	0.7138	0.6380	0.7138	0.8449
No log	3.6	162	0.7200	0.6124	0.7200	0.8485
No log	3.6444	164	0.7153	0.6681	0.7153	0.8457
No log	3.6889	166	0.7091	0.6451	0.7091	0.8421
No log	3.7333	168	0.6948	0.6580	0.6948	0.8336
No log	3.7778	170	0.7197	0.6882	0.7197	0.8483
No log	3.8222	172	0.7569	0.6653	0.7569	0.8700
No log	3.8667	174	0.7657	0.6524	0.7657	0.8751
No log	3.9111	176	0.7170	0.6533	0.7170	0.8468
No log	3.9556	178	0.6793	0.6792	0.6793	0.8242
No log	4.0	180	0.6869	0.6172	0.6869	0.8288
No log	4.0444	182	0.6853	0.6722	0.6853	0.8278
No log	4.0889	184	0.8515	0.5690	0.8515	0.9227
No log	4.1333	186	0.9900	0.5179	0.9900	0.9950
No log	4.1778	188	0.8595	0.5731	0.8595	0.9271
No log	4.2222	190	0.6796	0.7005	0.6796	0.8244
No log	4.2667	192	0.6549	0.7015	0.6549	0.8093
No log	4.3111	194	0.6395	0.7024	0.6395	0.7997
No log	4.3556	196	0.7241	0.6782	0.7241	0.8510
No log	4.4	198	0.7999	0.6517	0.7999	0.8944
No log	4.4444	200	0.8055	0.6403	0.8055	0.8975
No log	4.4889	202	0.8663	0.6020	0.8663	0.9307
No log	4.5333	204	0.7935	0.5981	0.7935	0.8908
No log	4.5778	206	0.6472	0.6973	0.6472	0.8045
No log	4.6222	208	0.6338	0.7216	0.6338	0.7961
No log	4.6667	210	0.6284	0.7275	0.6284	0.7927
No log	4.7111	212	0.6309	0.6928	0.6309	0.7943
No log	4.7556	214	0.6293	0.6928	0.6293	0.7933
No log	4.8	216	0.6228	0.7196	0.6228	0.7892
No log	4.8444	218	0.6259	0.7181	0.6259	0.7912
No log	4.8889	220	0.6319	0.7324	0.6319	0.7949
No log	4.9333	222	0.6215	0.7221	0.6215	0.7884
No log	4.9778	224	0.6470	0.7066	0.6470	0.8044
No log	5.0222	226	0.7825	0.6600	0.7825	0.8846
No log	5.0667	228	0.7572	0.6939	0.7572	0.8701
No log	5.1111	230	0.6623	0.7274	0.6623	0.8138
No log	5.1556	232	0.6476	0.7167	0.6476	0.8047
No log	5.2	234	0.6296	0.7034	0.6296	0.7935
No log	5.2444	236	0.6312	0.6892	0.6312	0.7945
No log	5.2889	238	0.7045	0.6566	0.7045	0.8393
No log	5.3333	240	0.6975	0.6446	0.6975	0.8352
No log	5.3778	242	0.6327	0.7060	0.6327	0.7954
No log	5.4222	244	0.6791	0.6723	0.6791	0.8241
No log	5.4667	246	0.6868	0.7015	0.6868	0.8287
No log	5.5111	248	0.6424	0.6747	0.6424	0.8015
No log	5.5556	250	0.6397	0.7148	0.6397	0.7998
No log	5.6	252	0.6376	0.7273	0.6376	0.7985
No log	5.6444	254	0.6232	0.7326	0.6232	0.7894
No log	5.6889	256	0.6298	0.6813	0.6298	0.7936
No log	5.7333	258	0.6345	0.6759	0.6345	0.7965
No log	5.7778	260	0.6367	0.6424	0.6367	0.7979
No log	5.8222	262	0.6394	0.6315	0.6394	0.7996
No log	5.8667	264	0.6970	0.6350	0.6970	0.8349
No log	5.9111	266	0.6840	0.6624	0.6840	0.8270
No log	5.9556	268	0.6371	0.6979	0.6371	0.7982
No log	6.0	270	0.6030	0.7283	0.6030	0.7766
No log	6.0444	272	0.6167	0.7001	0.6167	0.7853
No log	6.0889	274	0.6193	0.7115	0.6193	0.7870
No log	6.1333	276	0.6112	0.6827	0.6112	0.7818
No log	6.1778	278	0.7115	0.6256	0.7115	0.8435
No log	6.2222	280	0.6823	0.6273	0.6823	0.8260
No log	6.2667	282	0.6139	0.6942	0.6139	0.7835
No log	6.3111	284	0.7364	0.6036	0.7364	0.8581
No log	6.3556	286	0.7301	0.6210	0.7301	0.8545
No log	6.4	288	0.6171	0.6951	0.6171	0.7856
No log	6.4444	290	0.7898	0.6262	0.7898	0.8887
No log	6.4889	292	1.0851	0.5388	1.0851	1.0417
No log	6.5333	294	1.0859	0.5398	1.0859	1.0421
No log	6.5778	296	0.8437	0.6258	0.8437	0.9185
No log	6.6222	298	0.6821	0.6600	0.6821	0.8259
No log	6.6667	300	0.6900	0.6747	0.6900	0.8307
No log	6.7111	302	0.6958	0.6179	0.6958	0.8342
No log	6.7556	304	0.7280	0.5741	0.7280	0.8533
No log	6.8	306	0.8078	0.6071	0.8078	0.8988
No log	6.8444	308	0.8482	0.6129	0.8482	0.9210
No log	6.8889	310	0.7463	0.6075	0.7463	0.8639
No log	6.9333	312	0.6378	0.6911	0.6378	0.7986
No log	6.9778	314	0.6370	0.6647	0.6370	0.7981
No log	7.0222	316	0.6338	0.6830	0.6338	0.7961
No log	7.0667	318	0.6437	0.6596	0.6437	0.8023
No log	7.1111	320	0.6585	0.6461	0.6585	0.8115
No log	7.1556	322	0.6566	0.6366	0.6566	0.8103
No log	7.2	324	0.7053	0.6439	0.7053	0.8398
No log	7.2444	326	0.7672	0.6425	0.7672	0.8759
No log	7.2889	328	0.6870	0.6706	0.6870	0.8288
No log	7.3333	330	0.6216	0.6531	0.6216	0.7884
No log	7.3778	332	0.6129	0.6265	0.6129	0.7829
No log	7.4222	334	0.6059	0.6730	0.6059	0.7784
No log	7.4667	336	0.5973	0.6990	0.5973	0.7729
No log	7.5111	338	0.6542	0.7057	0.6542	0.8088
No log	7.5556	340	0.6826	0.6949	0.6826	0.8262
No log	7.6	342	0.6414	0.7199	0.6414	0.8009
No log	7.6444	344	0.5965	0.7045	0.5965	0.7723
No log	7.6889	346	0.6005	0.7060	0.6005	0.7749
No log	7.7333	348	0.6179	0.6947	0.6179	0.7861
No log	7.7778	350	0.6648	0.7055	0.6648	0.8154
No log	7.8222	352	0.6640	0.7089	0.6640	0.8149
No log	7.8667	354	0.6714	0.7177	0.6714	0.8194
No log	7.9111	356	0.6794	0.7024	0.6794	0.8242
No log	7.9556	358	0.7146	0.6770	0.7146	0.8453
No log	8.0	360	0.7330	0.6695	0.7330	0.8562
No log	8.0444	362	0.7193	0.6525	0.7193	0.8481
No log	8.0889	364	0.7289	0.6266	0.7289	0.8537
No log	8.1333	366	0.6935	0.6113	0.6935	0.8328
No log	8.1778	368	0.6732	0.6501	0.6732	0.8205
No log	8.2222	370	0.6958	0.6394	0.6958	0.8342
No log	8.2667	372	0.8376	0.6415	0.8376	0.9152
No log	8.3111	374	0.8819	0.6082	0.8819	0.9391
No log	8.3556	376	0.7598	0.6656	0.7598	0.8717
No log	8.4	378	0.6595	0.6862	0.6595	0.8121
No log	8.4444	380	0.6239	0.7192	0.6239	0.7899
No log	8.4889	382	0.6260	0.7134	0.6260	0.7912
No log	8.5333	384	0.6365	0.6824	0.6365	0.7978
No log	8.5778	386	0.6350	0.6988	0.6350	0.7969
No log	8.6222	388	0.6249	0.7325	0.6249	0.7905
No log	8.6667	390	0.5995	0.7187	0.5995	0.7743
No log	8.7111	392	0.6373	0.6957	0.6373	0.7983
No log	8.7556	394	0.6197	0.6785	0.6197	0.7872
No log	8.8	396	0.5784	0.7483	0.5784	0.7605
No log	8.8444	398	0.5811	0.7134	0.5811	0.7623
No log	8.8889	400	0.5888	0.7028	0.5888	0.7673
No log	8.9333	402	0.5902	0.7202	0.5902	0.7682
No log	8.9778	404	0.6222	0.7205	0.6222	0.7888
No log	9.0222	406	0.6963	0.6787	0.6963	0.8345
No log	9.0667	408	0.7573	0.6361	0.7573	0.8702
No log	9.1111	410	0.7066	0.6403	0.7066	0.8406
No log	9.1556	412	0.6358	0.6490	0.6358	0.7974
No log	9.2	414	0.6236	0.6748	0.6236	0.7897
No log	9.2444	416	0.6228	0.6801	0.6228	0.7892
No log	9.2889	418	0.6394	0.6810	0.6394	0.7996
No log	9.3333	420	0.6806	0.6465	0.6806	0.8250
No log	9.3778	422	0.6651	0.6736	0.6651	0.8155
No log	9.4222	424	0.6165	0.7074	0.6165	0.7852
No log	9.4667	426	0.6234	0.7042	0.6234	0.7896
No log	9.5111	428	0.6265	0.7057	0.6265	0.7915
No log	9.5556	430	0.6223	0.6852	0.6223	0.7888
No log	9.6	432	0.6232	0.7038	0.6232	0.7894
No log	9.6444	434	0.6592	0.7047	0.6592	0.8119
No log	9.6889	436	0.7155	0.6864	0.7155	0.8458
No log	9.7333	438	0.6959	0.6975	0.6959	0.8342
No log	9.7778	440	0.6501	0.7006	0.6501	0.8063
No log	9.8222	442	0.6360	0.7165	0.6360	0.7975
No log	9.8667	444	0.6406	0.7082	0.6406	0.8003
No log	9.9111	446	0.7273	0.6770	0.7273	0.8528
No log	9.9556	448	0.8042	0.6444	0.8042	0.8968
No log	10.0	450	0.7757	0.6592	0.7757	0.8807
No log	10.0444	452	0.6420	0.6940	0.6420	0.8012
No log	10.0889	454	0.5754	0.7356	0.5754	0.7585
No log	10.1333	456	0.5738	0.7315	0.5738	0.7575
No log	10.1778	458	0.5704	0.7434	0.5704	0.7552
No log	10.2222	460	0.5836	0.7387	0.5836	0.7639
No log	10.2667	462	0.6121	0.7037	0.6121	0.7824
No log	10.3111	464	0.5862	0.7392	0.5862	0.7657
No log	10.3556	466	0.5750	0.7259	0.5750	0.7583
No log	10.4	468	0.5775	0.7300	0.5775	0.7599
No log	10.4444	470	0.5942	0.7261	0.5942	0.7709
No log	10.4889	472	0.6422	0.6989	0.6422	0.8014
No log	10.5333	474	0.6803	0.6803	0.6803	0.8248
No log	10.5778	476	0.6725	0.6912	0.6725	0.8201
No log	10.6222	478	0.6869	0.6663	0.6869	0.8288
No log	10.6667	480	0.6909	0.6859	0.6909	0.8312
No log	10.7111	482	0.7202	0.6734	0.7202	0.8486
No log	10.7556	484	0.7904	0.6358	0.7904	0.8890
No log	10.8	486	0.8635	0.6349	0.8635	0.9292
No log	10.8444	488	0.8214	0.6228	0.8214	0.9063
No log	10.8889	490	0.7972	0.6015	0.7972	0.8929
No log	10.9333	492	0.8106	0.5714	0.8106	0.9003
No log	10.9778	494	0.7993	0.5639	0.7993	0.8940
No log	11.0222	496	0.7712	0.5609	0.7712	0.8782
No log	11.0667	498	0.7234	0.6260	0.7234	0.8505
0.4345	11.1111	500	0.7668	0.6198	0.7668	0.8757
0.4345	11.1556	502	0.8090	0.6114	0.8090	0.8995
0.4345	11.2	504	0.7646	0.6310	0.7646	0.8744
0.4345	11.2444	506	0.7126	0.6248	0.7126	0.8442
0.4345	11.2889	508	0.6962	0.624	0.6962	0.8344
0.4345	11.3333	510	0.6840	0.6085	0.6840	0.8270
0.4345	11.3778	512	0.6865	0.6261	0.6865	0.8286
0.4345	11.4222	514	0.6717	0.5951	0.6717	0.8196
0.4345	11.4667	516	0.7137	0.6387	0.7137	0.8448
0.4345	11.5111	518	0.8100	0.6162	0.8100	0.9000
0.4345	11.5556	520	0.7674	0.6099	0.7674	0.8760
0.4345	11.6	522	0.6694	0.6558	0.6694	0.8182
0.4345	11.6444	524	0.6390	0.6630	0.6390	0.7994
0.4345	11.6889	526	0.6273	0.6904	0.6273	0.7920
0.4345	11.7333	528	0.6476	0.6921	0.6476	0.8048
0.4345	11.7778	530	0.7083	0.6559	0.7083	0.8416
0.4345	11.8222	532	0.7419	0.6529	0.7419	0.8613
0.4345	11.8667	534	0.7254	0.6490	0.7254	0.8517
0.4345	11.9111	536	0.7017	0.6330	0.7017	0.8377
0.4345	11.9556	538	0.6953	0.6664	0.6953	0.8339
0.4345	12.0	540	0.6779	0.7114	0.6779	0.8233
0.4345	12.0444	542	0.7238	0.6713	0.7238	0.8508
0.4345	12.0889	544	0.8973	0.6559	0.8973	0.9473
0.4345	12.1333	546	0.9999	0.6499	0.9999	1.0000
0.4345	12.1778	548	1.0358	0.6480	1.0358	1.0178
0.4345	12.2222	550	0.9445	0.6442	0.9445	0.9719
0.4345	12.2667	552	0.8040	0.6399	0.8040	0.8967
0.4345	12.3111	554	0.8086	0.6375	0.8086	0.8992
0.4345	12.3556	556	0.9016	0.5801	0.9016	0.9495
0.4345	12.4	558	0.8967	0.5813	0.8967	0.9469
0.4345	12.4444	560	0.8122	0.6462	0.8122	0.9012
0.4345	12.4889	562	0.7128	0.6771	0.7128	0.8443
0.4345	12.5333	564	0.6829	0.7019	0.6829	0.8264
0.4345	12.5778	566	0.6556	0.7092	0.6556	0.8097
0.4345	12.6222	568	0.6650	0.6756	0.6650	0.8155
0.4345	12.6667	570	0.7516	0.6445	0.7516	0.8670
0.4345	12.7111	572	0.8290	0.6190	0.8290	0.9105
0.4345	12.7556	574	0.7795	0.6222	0.7795	0.8829
0.4345	12.8	576	0.6922	0.6714	0.6922	0.8320
0.4345	12.8444	578	0.6687	0.6867	0.6687	0.8178
0.4345	12.8889	580	0.6684	0.7005	0.6684	0.8175
0.4345	12.9333	582	0.6888	0.6984	0.6888	0.8299
0.4345	12.9778	584	0.7303	0.6874	0.7303	0.8546
0.4345	13.0222	586	0.7957	0.6938	0.7957	0.8920
0.4345	13.0667	588	0.8317	0.6486	0.8317	0.9120
0.4345	13.1111	590	0.7493	0.6559	0.7493	0.8656
0.4345	13.1556	592	0.6741	0.6775	0.6741	0.8210
0.4345	13.2	594	0.6595	0.6825	0.6595	0.8121
0.4345	13.2444	596	0.6415	0.7114	0.6415	0.8009
0.4345	13.2889	598	0.6382	0.7119	0.6382	0.7989
0.4345	13.3333	600	0.6490	0.7050	0.6490	0.8056
0.4345	13.3778	602	0.7396	0.6857	0.7396	0.8600
0.4345	13.4222	604	0.9305	0.6257	0.9305	0.9646
0.4345	13.4667	606	1.0398	0.5824	1.0398	1.0197
0.4345	13.5111	608	0.9586	0.5581	0.9586	0.9791
0.4345	13.5556	610	0.7999	0.6222	0.7999	0.8944
0.4345	13.6	612	0.6968	0.6024	0.6968	0.8348
0.4345	13.6444	614	0.6638	0.6100	0.6638	0.8148
0.4345	13.6889	616	0.6521	0.6210	0.6521	0.8075
0.4345	13.7333	618	0.6659	0.6767	0.6659	0.8161
0.4345	13.7778	620	0.7545	0.6666	0.7545	0.8686
0.4345	13.8222	622	0.8338	0.6359	0.8338	0.9131
0.4345	13.8667	624	0.7874	0.6439	0.7874	0.8874
0.4345	13.9111	626	0.7336	0.6636	0.7336	0.8565
0.4345	13.9556	628	0.6372	0.7091	0.6372	0.7983
0.4345	14.0	630	0.6299	0.6706	0.6299	0.7937
0.4345	14.0444	632	0.6736	0.6674	0.6736	0.8207
0.4345	14.0889	634	0.6445	0.6852	0.6445	0.8028
0.4345	14.1333	636	0.6152	0.7071	0.6152	0.7844
0.4345	14.1778	638	0.7018	0.6819	0.7018	0.8377
0.4345	14.2222	640	0.8520	0.6213	0.8520	0.9231
0.4345	14.2667	642	0.8742	0.6198	0.8742	0.9350
0.4345	14.3111	644	0.7947	0.6389	0.7947	0.8915
0.4345	14.3556	646	0.7392	0.6925	0.7392	0.8598
0.4345	14.4	648	0.6685	0.7160	0.6685	0.8176
0.4345	14.4444	650	0.6419	0.7065	0.6419	0.8012
0.4345	14.4889	652	0.6552	0.7160	0.6552	0.8094
0.4345	14.5333	654	0.7298	0.6636	0.7298	0.8543
0.4345	14.5778	656	0.7356	0.6636	0.7356	0.8576
0.4345	14.6222	658	0.7018	0.7028	0.7018	0.8377
0.4345	14.6667	660	0.6936	0.6888	0.6936	0.8329
0.4345	14.7111	662	0.6839	0.6909	0.6839	0.8270
0.4345	14.7556	664	0.6923	0.6774	0.6923	0.8321
0.4345	14.8	666	0.7441	0.6646	0.7441	0.8626
0.4345	14.8444	668	0.8278	0.6213	0.8278	0.9098
0.4345	14.8889	670	0.8608	0.6395	0.8608	0.9278
0.4345	14.9333	672	0.8014	0.6685	0.8014	0.8952
0.4345	14.9778	674	0.6768	0.6876	0.6768	0.8227
0.4345	15.0222	676	0.6365	0.6629	0.6365	0.7978
0.4345	15.0667	678	0.6392	0.6647	0.6392	0.7995
0.4345	15.1111	680	0.6256	0.6894	0.6256	0.7909
0.4345	15.1556	682	0.6405	0.7028	0.6405	0.8003
0.4345	15.2	684	0.7177	0.6904	0.7177	0.8472
0.4345	15.2444	686	0.8217	0.6400	0.8217	0.9065
0.4345	15.2889	688	0.8356	0.6166	0.8356	0.9141
0.4345	15.3333	690	0.7609	0.6637	0.7609	0.8723
0.4345	15.3778	692	0.7131	0.6844	0.7131	0.8445
0.4345	15.4222	694	0.6750	0.6797	0.6750	0.8216
0.4345	15.4667	696	0.6537	0.7093	0.6537	0.8085
0.4345	15.5111	698	0.6543	0.7228	0.6543	0.8089
0.4345	15.5556	700	0.6567	0.7220	0.6567	0.8103
0.4345	15.6	702	0.6658	0.6916	0.6658	0.8160
0.4345	15.6444	704	0.7148	0.6820	0.7148	0.8454
0.4345	15.6889	706	0.7029	0.6904	0.7029	0.8384
0.4345	15.7333	708	0.6415	0.6988	0.6415	0.8009
0.4345	15.7778	710	0.6057	0.7441	0.6057	0.7783
0.4345	15.8222	712	0.6074	0.7372	0.6074	0.7794
0.4345	15.8667	714	0.6285	0.7290	0.6285	0.7928
0.4345	15.9111	716	0.6956	0.6851	0.6956	0.8340
0.4345	15.9556	718	0.7253	0.6665	0.7253	0.8517
0.4345	16.0	720	0.6546	0.7201	0.6546	0.8091
0.4345	16.0444	722	0.6097	0.7405	0.6097	0.7808
0.4345	16.0889	724	0.6268	0.7265	0.6268	0.7917
0.4345	16.1333	726	0.6245	0.7265	0.6245	0.7902
0.4345	16.1778	728	0.6117	0.7356	0.6117	0.7821
0.4345	16.2222	730	0.6237	0.7398	0.6237	0.7897
0.4345	16.2667	732	0.6442	0.7121	0.6442	0.8026
0.4345	16.3111	734	0.6369	0.7229	0.6369	0.7981
0.4345	16.3556	736	0.6386	0.7052	0.6386	0.7991
0.4345	16.4	738	0.6300	0.6842	0.6300	0.7937
0.4345	16.4444	740	0.6405	0.6769	0.6405	0.8003
0.4345	16.4889	742	0.6583	0.6468	0.6583	0.8113
0.4345	16.5333	744	0.6558	0.6685	0.6558	0.8098
0.4345	16.5778	746	0.6664	0.6878	0.6664	0.8163
0.4345	16.6222	748	0.6395	0.7002	0.6395	0.7997
0.4345	16.6667	750	0.6203	0.7253	0.6203	0.7876
0.4345	16.7111	752	0.6073	0.7195	0.6073	0.7793
0.4345	16.7556	754	0.6229	0.7212	0.6229	0.7892
0.4345	16.8	756	0.6886	0.6885	0.6886	0.8298
0.4345	16.8444	758	0.7851	0.6310	0.7851	0.8860
0.4345	16.8889	760	0.8126	0.6234	0.8126	0.9014
0.4345	16.9333	762	0.7409	0.6715	0.7409	0.8608
0.4345	16.9778	764	0.6977	0.6885	0.6977	0.8353
0.4345	17.0222	766	0.6503	0.7105	0.6503	0.8064
0.4345	17.0667	768	0.6141	0.7122	0.6141	0.7837
0.4345	17.1111	770	0.6058	0.6935	0.6058	0.7783
0.4345	17.1556	772	0.6136	0.7052	0.6136	0.7833
0.4345	17.2	774	0.6200	0.7029	0.6200	0.7874
0.4345	17.2444	776	0.6186	0.7029	0.6186	0.7865
0.4345	17.2889	778	0.6086	0.6983	0.6086	0.7801
0.4345	17.3333	780	0.5957	0.6967	0.5957	0.7718
0.4345	17.3778	782	0.5942	0.6878	0.5942	0.7708
0.4345	17.4222	784	0.5999	0.7171	0.5999	0.7745
0.4345	17.4667	786	0.6094	0.7171	0.6094	0.7807
0.4345	17.5111	788	0.6345	0.7131	0.6345	0.7966
0.4345	17.5556	790	0.6427	0.6993	0.6427	0.8017
0.4345	17.6	792	0.6323	0.7088	0.6323	0.7952
0.4345	17.6444	794	0.6353	0.7118	0.6353	0.7971
0.4345	17.6889	796	0.6376	0.7057	0.6376	0.7985
0.4345	17.7333	798	0.6431	0.7104	0.6431	0.8019
0.4345	17.7778	800	0.6734	0.6875	0.6734	0.8206
0.4345	17.8222	802	0.7320	0.6485	0.7320	0.8556
0.4345	17.8667	804	0.7736	0.6318	0.7736	0.8795
0.4345	17.9111	806	0.7743	0.6392	0.7743	0.8799
0.4345	17.9556	808	0.7571	0.6318	0.7571	0.8701
0.4345	18.0	810	0.7773	0.6232	0.7773	0.8816
0.4345	18.0444	812	0.8130	0.6150	0.8130	0.9017
0.4345	18.0889	814	0.8201	0.5874	0.8201	0.9056
0.4345	18.1333	816	0.7918	0.6107	0.7918	0.8898
0.4345	18.1778	818	0.7259	0.6169	0.7259	0.8520
0.4345	18.2222	820	0.6943	0.6362	0.6943	0.8332
0.4345	18.2667	822	0.6790	0.6673	0.6790	0.8240
0.4345	18.3111	824	0.6827	0.6673	0.6827	0.8262
0.4345	18.3556	826	0.6954	0.6745	0.6954	0.8339
0.4345	18.4	828	0.7213	0.6857	0.7213	0.8493
0.4345	18.4444	830	0.7599	0.6204	0.7599	0.8717
0.4345	18.4889	832	0.7520	0.6288	0.7520	0.8672
0.4345	18.5333	834	0.7043	0.6604	0.7043	0.8392
0.4345	18.5778	836	0.6436	0.7052	0.6436	0.8023
0.4345	18.6222	838	0.6205	0.6649	0.6205	0.7877
0.4345	18.6667	840	0.6257	0.6510	0.6257	0.7910
0.4345	18.7111	842	0.6218	0.6799	0.6218	0.7885
0.4345	18.7556	844	0.6356	0.6923	0.6356	0.7972
0.4345	18.8	846	0.7040	0.6744	0.7040	0.8390
0.4345	18.8444	848	0.7595	0.6617	0.7595	0.8715
0.4345	18.8889	850	0.7208	0.6877	0.7208	0.8490
0.4345	18.9333	852	0.6367	0.7018	0.6367	0.7980
0.4345	18.9778	854	0.6026	0.7547	0.6026	0.7763
0.4345	19.0222	856	0.5964	0.7485	0.5964	0.7723
0.4345	19.0667	858	0.6066	0.7360	0.6066	0.7788
0.4345	19.1111	860	0.6284	0.6992	0.6284	0.7927
0.4345	19.1556	862	0.6613	0.6685	0.6613	0.8132
0.4345	19.2	864	0.7074	0.6593	0.7074	0.8411
0.4345	19.2444	866	0.7394	0.6369	0.7394	0.8599
0.4345	19.2889	868	0.7305	0.6665	0.7305	0.8547
0.4345	19.3333	870	0.6982	0.7239	0.6982	0.8356
0.4345	19.3778	872	0.6725	0.7348	0.6725	0.8201
0.4345	19.4222	874	0.6539	0.7529	0.6539	0.8086
0.4345	19.4667	876	0.6598	0.7551	0.6598	0.8123
0.4345	19.5111	878	0.6696	0.7325	0.6696	0.8183
0.4345	19.5556	880	0.6946	0.7294	0.6946	0.8334
0.4345	19.6	882	0.7179	0.6989	0.7179	0.8473
0.4345	19.6444	884	0.7825	0.6460	0.7825	0.8846
0.4345	19.6889	886	0.8157	0.6442	0.8157	0.9031
0.4345	19.7333	888	0.8417	0.6542	0.8417	0.9174
0.4345	19.7778	890	0.7972	0.6530	0.7972	0.8929
0.4345	19.8222	892	0.6795	0.7173	0.6795	0.8243
0.4345	19.8667	894	0.6402	0.7260	0.6402	0.8001
0.4345	19.9111	896	0.6378	0.7016	0.6378	0.7987
0.4345	19.9556	898	0.6434	0.6901	0.6434	0.8021
0.4345	20.0	900	0.6811	0.6971	0.6811	0.8253
0.4345	20.0444	902	0.7229	0.7055	0.7229	0.8502
0.4345	20.0889	904	0.7533	0.6822	0.7533	0.8679
0.4345	20.1333	906	0.7863	0.6733	0.7863	0.8867
0.4345	20.1778	908	0.7463	0.6794	0.7463	0.8639
0.4345	20.2222	910	0.6867	0.6623	0.6867	0.8287
0.4345	20.2667	912	0.6779	0.6766	0.6779	0.8233
0.4345	20.3111	914	0.7022	0.6932	0.7022	0.8380
0.4345	20.3556	916	0.7324	0.6916	0.7324	0.8558
0.4345	20.4	918	0.7263	0.7181	0.7263	0.8523
0.4345	20.4444	920	0.7027	0.7248	0.7027	0.8383
0.4345	20.4889	922	0.6538	0.7080	0.6538	0.8086
0.4345	20.5333	924	0.6437	0.7018	0.6437	0.8023
0.4345	20.5778	926	0.6448	0.7080	0.6448	0.8030
0.4345	20.6222	928	0.6586	0.7111	0.6586	0.8116
0.4345	20.6667	930	0.6695	0.7077	0.6695	0.8182
0.4345	20.7111	932	0.6434	0.6929	0.6434	0.8021
0.4345	20.7556	934	0.6148	0.6923	0.6148	0.7841
0.4345	20.8	936	0.6073	0.7276	0.6073	0.7793
0.4345	20.8444	938	0.6310	0.6938	0.6310	0.7943
0.4345	20.8889	940	0.6613	0.6984	0.6613	0.8132
0.4345	20.9333	942	0.6796	0.6754	0.6796	0.8244
0.4345	20.9778	944	0.6925	0.6734	0.6925	0.8322
0.4345	21.0222	946	0.6344	0.6988	0.6344	0.7965
0.4345	21.0667	948	0.6073	0.7412	0.6073	0.7793
0.4345	21.1111	950	0.5881	0.7416	0.5881	0.7669
0.4345	21.1556	952	0.5798	0.7266	0.5798	0.7615
0.4345	21.2	954	0.5805	0.7344	0.5805	0.7619
0.4345	21.2444	956	0.6037	0.7540	0.6037	0.7770
0.4345	21.2889	958	0.6556	0.6942	0.6556	0.8097
0.4345	21.3333	960	0.7003	0.6826	0.7003	0.8368
0.4345	21.3778	962	0.6818	0.6835	0.6818	0.8257
0.4345	21.4222	964	0.6492	0.7155	0.6492	0.8057
0.4345	21.4667	966	0.6446	0.7114	0.6446	0.8029
0.4345	21.5111	968	0.6394	0.7261	0.6394	0.7996
0.4345	21.5556	970	0.6246	0.7181	0.6246	0.7903
0.4345	21.6	972	0.6510	0.7261	0.6510	0.8068
0.4345	21.6444	974	0.7534	0.6877	0.7534	0.8680
0.4345	21.6889	976	0.8409	0.6360	0.8409	0.9170
0.4345	21.7333	978	0.8016	0.6450	0.8016	0.8953
0.4345	21.7778	980	0.6973	0.6989	0.6973	0.8350
0.4345	21.8222	982	0.6014	0.7357	0.6014	0.7755
0.4345	21.8667	984	0.5828	0.7575	0.5828	0.7634
0.4345	21.9111	986	0.5803	0.7477	0.5803	0.7618
0.4345	21.9556	988	0.5843	0.7124	0.5843	0.7644
0.4345	22.0	990	0.6148	0.7373	0.6148	0.7841
0.4345	22.0444	992	0.7237	0.6800	0.7237	0.8507
0.4345	22.0889	994	0.8032	0.6618	0.8032	0.8962
0.4345	22.1333	996	0.7978	0.6618	0.7978	0.8932
0.4345	22.1778	998	0.7366	0.6665	0.7366	0.8583
0.0777	22.2222	1000	0.6684	0.6951	0.6684	0.8176
0.0777	22.2667	1002	0.6689	0.6951	0.6689	0.8179
0.0777	22.3111	1004	0.6943	0.6768	0.6943	0.8332
0.0777	22.3556	1006	0.7547	0.6422	0.7547	0.8688
0.0777	22.4	1008	0.8154	0.6042	0.8154	0.9030
0.0777	22.4444	1010	0.8586	0.5730	0.8586	0.9266

Framework versions

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