ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run1_AugV5_k6_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: 0.6364
• Qwk: 0.4571
• Mse: 0.6364
• Rmse: 0.7978

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	0.0625	2	4.1536	-0.0277	4.1536	2.0380
No log	0.125	4	2.0790	0.0412	2.0790	1.4419
No log	0.1875	6	1.2804	0.0361	1.2804	1.1315
No log	0.25	8	0.9400	0.0288	0.9400	0.9696
No log	0.3125	10	0.9716	0.0206	0.9716	0.9857
No log	0.375	12	0.9160	0.0733	0.9160	0.9571
No log	0.4375	14	0.8160	0.1676	0.8160	0.9033
No log	0.5	16	0.7961	0.2068	0.7961	0.8922
No log	0.5625	18	0.8065	0.2792	0.8065	0.8981
No log	0.625	20	0.9102	0.1411	0.9102	0.9540
No log	0.6875	22	0.9064	0.1805	0.9064	0.9521
No log	0.75	24	0.8702	0.1857	0.8702	0.9328
No log	0.8125	26	0.8519	0.2239	0.8519	0.9230
No log	0.875	28	0.7947	0.3525	0.7947	0.8914
No log	0.9375	30	0.7693	0.3425	0.7693	0.8771
No log	1.0	32	0.7562	0.3466	0.7562	0.8696
No log	1.0625	34	0.9002	0.2699	0.9002	0.9488
No log	1.125	36	1.6148	0.1302	1.6148	1.2707
No log	1.1875	38	1.3817	0.1161	1.3817	1.1755
No log	1.25	40	0.9919	0.1484	0.9919	0.9959
No log	1.3125	42	0.7881	0.2275	0.7881	0.8878
No log	1.375	44	0.6852	0.3559	0.6852	0.8278
No log	1.4375	46	0.6795	0.3483	0.6795	0.8243
No log	1.5	48	0.7040	0.3656	0.7040	0.8390
No log	1.5625	50	0.8710	0.2504	0.8710	0.9333
No log	1.625	52	0.8976	0.2316	0.8976	0.9474
No log	1.6875	54	0.7763	0.3398	0.7763	0.8811
No log	1.75	56	0.7181	0.4035	0.7181	0.8474
No log	1.8125	58	0.7357	0.3534	0.7357	0.8578
No log	1.875	60	0.8290	0.3087	0.8290	0.9105
No log	1.9375	62	0.8800	0.2568	0.8800	0.9381
No log	2.0	64	0.7994	0.3373	0.7994	0.8941
No log	2.0625	66	0.6977	0.3494	0.6977	0.8353
No log	2.125	68	0.6659	0.4243	0.6659	0.8161
No log	2.1875	70	0.7015	0.3665	0.7015	0.8375
No log	2.25	72	0.6639	0.4229	0.6639	0.8148
No log	2.3125	74	0.6489	0.4059	0.6489	0.8056
No log	2.375	76	0.6197	0.4309	0.6197	0.7872
No log	2.4375	78	0.6791	0.4277	0.6791	0.8241
No log	2.5	80	0.7283	0.3848	0.7283	0.8534
No log	2.5625	82	0.7442	0.3761	0.7442	0.8626
No log	2.625	84	0.7100	0.3979	0.7100	0.8426
No log	2.6875	86	0.6460	0.4455	0.6460	0.8038
No log	2.75	88	0.6371	0.4528	0.6371	0.7982
No log	2.8125	90	0.6602	0.4734	0.6602	0.8125
No log	2.875	92	0.6510	0.4763	0.6510	0.8069
No log	2.9375	94	0.6530	0.5019	0.6530	0.8081
No log	3.0	96	0.6446	0.5050	0.6446	0.8029
No log	3.0625	98	0.6573	0.4878	0.6573	0.8108
No log	3.125	100	0.6528	0.4987	0.6528	0.8080
No log	3.1875	102	0.6836	0.5032	0.6835	0.8268
No log	3.25	104	0.7928	0.4355	0.7928	0.8904
No log	3.3125	106	0.7298	0.5157	0.7298	0.8543
No log	3.375	108	0.7026	0.5455	0.7026	0.8382
No log	3.4375	110	0.8113	0.4402	0.8113	0.9007
No log	3.5	112	0.7697	0.4837	0.7697	0.8773
No log	3.5625	114	0.6358	0.4593	0.6358	0.7974
No log	3.625	116	0.7490	0.4644	0.7490	0.8654
No log	3.6875	118	0.6716	0.4294	0.6716	0.8195
No log	3.75	120	0.6081	0.5505	0.6081	0.7798
No log	3.8125	122	0.6084	0.5287	0.6084	0.7800
No log	3.875	124	0.6171	0.5296	0.6171	0.7856
No log	3.9375	126	0.6609	0.5152	0.6609	0.8129
No log	4.0	128	0.6282	0.5656	0.6282	0.7926
No log	4.0625	130	0.7464	0.4052	0.7464	0.8639
No log	4.125	132	0.7978	0.4768	0.7978	0.8932
No log	4.1875	134	0.7812	0.5506	0.7812	0.8838
No log	4.25	136	0.7893	0.5294	0.7893	0.8884
No log	4.3125	138	0.8170	0.5542	0.8170	0.9039
No log	4.375	140	0.7546	0.5606	0.7546	0.8687
No log	4.4375	142	0.7354	0.5377	0.7354	0.8575
No log	4.5	144	0.6804	0.5648	0.6804	0.8249
No log	4.5625	146	0.6874	0.5339	0.6874	0.8291
No log	4.625	148	0.6351	0.5385	0.6351	0.7970
No log	4.6875	150	0.6562	0.4361	0.6562	0.8101
No log	4.75	152	0.7414	0.4602	0.7414	0.8611
No log	4.8125	154	0.7313	0.4761	0.7313	0.8552
No log	4.875	156	0.6378	0.5433	0.6378	0.7986
No log	4.9375	158	0.6469	0.5605	0.6469	0.8043
No log	5.0	160	0.6425	0.5701	0.6425	0.8016
No log	5.0625	162	0.6132	0.5374	0.6132	0.7831
No log	5.125	164	0.6062	0.5245	0.6062	0.7786
No log	5.1875	166	0.6305	0.5239	0.6305	0.7940
No log	5.25	168	0.6075	0.5341	0.6075	0.7794
No log	5.3125	170	0.6494	0.4373	0.6494	0.8058
No log	5.375	172	0.6666	0.4603	0.6666	0.8165
No log	5.4375	174	0.6241	0.5450	0.6241	0.7900
No log	5.5	176	0.6921	0.5098	0.6921	0.8319
No log	5.5625	178	0.6608	0.5173	0.6608	0.8129
No log	5.625	180	0.6248	0.5320	0.6248	0.7904
No log	5.6875	182	0.6268	0.5240	0.6268	0.7917
No log	5.75	184	0.6306	0.5175	0.6306	0.7941
No log	5.8125	186	0.7230	0.4769	0.7230	0.8503
No log	5.875	188	0.7842	0.4763	0.7842	0.8855
No log	5.9375	190	0.6884	0.5085	0.6884	0.8297
No log	6.0	192	0.6636	0.5370	0.6636	0.8146
No log	6.0625	194	0.6936	0.5350	0.6936	0.8328
No log	6.125	196	0.7268	0.5207	0.7268	0.8526
No log	6.1875	198	0.8661	0.4081	0.8661	0.9306
No log	6.25	200	0.7812	0.4087	0.7812	0.8838
No log	6.3125	202	0.6188	0.5200	0.6188	0.7867
No log	6.375	204	0.6747	0.5280	0.6747	0.8214
No log	6.4375	206	0.6860	0.4495	0.6860	0.8282
No log	6.5	208	0.6060	0.5069	0.6060	0.7785
No log	6.5625	210	0.6222	0.4985	0.6222	0.7888
No log	6.625	212	0.6860	0.5	0.6860	0.8282
No log	6.6875	214	0.6932	0.5057	0.6932	0.8326
No log	6.75	216	0.6794	0.5371	0.6794	0.8242
No log	6.8125	218	0.6968	0.5308	0.6968	0.8347
No log	6.875	220	0.6835	0.5207	0.6835	0.8268
No log	6.9375	222	0.8000	0.4291	0.8000	0.8944
No log	7.0	224	0.7635	0.4390	0.7635	0.8738
No log	7.0625	226	0.6656	0.5042	0.6656	0.8158
No log	7.125	228	0.7465	0.4838	0.7465	0.8640
No log	7.1875	230	0.7488	0.4813	0.7488	0.8653
No log	7.25	232	0.6449	0.4911	0.6449	0.8031
No log	7.3125	234	0.6293	0.4897	0.6293	0.7933
No log	7.375	236	0.8112	0.4793	0.8112	0.9006
No log	7.4375	238	0.8580	0.4879	0.8580	0.9263
No log	7.5	240	0.6895	0.4813	0.6895	0.8304
No log	7.5625	242	0.6901	0.5118	0.6901	0.8307
No log	7.625	244	0.8672	0.4902	0.8672	0.9313
No log	7.6875	246	0.8934	0.4636	0.8934	0.9452
No log	7.75	248	0.7655	0.5205	0.7655	0.8749
No log	7.8125	250	0.6405	0.5276	0.6405	0.8003
No log	7.875	252	0.5911	0.5126	0.5911	0.7689
No log	7.9375	254	0.5805	0.5744	0.5805	0.7619
No log	8.0	256	0.5944	0.5245	0.5944	0.7709
No log	8.0625	258	0.7509	0.4534	0.7509	0.8665
No log	8.125	260	0.9879	0.4283	0.9879	0.9939
No log	8.1875	262	0.9819	0.4484	0.9819	0.9909
No log	8.25	264	0.8261	0.4623	0.8261	0.9089
No log	8.3125	266	0.6734	0.5453	0.6734	0.8206
No log	8.375	268	0.7556	0.5225	0.7556	0.8693
No log	8.4375	270	0.7605	0.4726	0.7605	0.8721
No log	8.5	272	0.6669	0.5447	0.6669	0.8167
No log	8.5625	274	0.6266	0.5393	0.6266	0.7916
No log	8.625	276	0.6331	0.4994	0.6331	0.7957
No log	8.6875	278	0.6255	0.5006	0.6255	0.7909
No log	8.75	280	0.6119	0.5353	0.6119	0.7822
No log	8.8125	282	0.6116	0.5362	0.6116	0.7820
No log	8.875	284	0.6235	0.5341	0.6235	0.7896
No log	8.9375	286	0.6286	0.5471	0.6286	0.7929
No log	9.0	288	0.6224	0.5720	0.6224	0.7889
No log	9.0625	290	0.6193	0.5088	0.6193	0.7870
No log	9.125	292	0.6605	0.48	0.6605	0.8127
No log	9.1875	294	0.6570	0.4879	0.6570	0.8105
No log	9.25	296	0.6316	0.5160	0.6316	0.7947
No log	9.3125	298	0.6175	0.5369	0.6175	0.7858
No log	9.375	300	0.6298	0.5650	0.6298	0.7936
No log	9.4375	302	0.6664	0.5538	0.6664	0.8163
No log	9.5	304	0.7473	0.4944	0.7473	0.8645
No log	9.5625	306	0.8176	0.4525	0.8176	0.9042
No log	9.625	308	0.7305	0.5293	0.7305	0.8547
No log	9.6875	310	0.6587	0.5687	0.6587	0.8116
No log	9.75	312	0.6789	0.5387	0.6789	0.8240
No log	9.8125	314	0.6295	0.5722	0.6295	0.7934
No log	9.875	316	0.6366	0.5361	0.6366	0.7979
No log	9.9375	318	0.7541	0.4526	0.7541	0.8684
No log	10.0	320	0.7943	0.4593	0.7943	0.8912
No log	10.0625	322	0.7026	0.4731	0.7026	0.8382
No log	10.125	324	0.6259	0.5708	0.6259	0.7912
No log	10.1875	326	0.6180	0.6306	0.6180	0.7861
No log	10.25	328	0.6310	0.5540	0.6310	0.7943
No log	10.3125	330	0.6884	0.5145	0.6884	0.8297
No log	10.375	332	0.7174	0.4916	0.7174	0.8470
No log	10.4375	334	0.7568	0.4784	0.7568	0.8699
No log	10.5	336	0.6979	0.4724	0.6979	0.8354
No log	10.5625	338	0.6791	0.4687	0.6791	0.8241
No log	10.625	340	0.7242	0.4542	0.7242	0.8510
No log	10.6875	342	0.7580	0.4886	0.7580	0.8706
No log	10.75	344	0.6528	0.5317	0.6528	0.8080
No log	10.8125	346	0.5857	0.5545	0.5857	0.7653
No log	10.875	348	0.5806	0.6140	0.5806	0.7619
No log	10.9375	350	0.5687	0.5762	0.5687	0.7541
No log	11.0	352	0.5684	0.5236	0.5684	0.7539
No log	11.0625	354	0.6017	0.5127	0.6016	0.7757
No log	11.125	356	0.5885	0.5263	0.5885	0.7671
No log	11.1875	358	0.5586	0.5409	0.5586	0.7474
No log	11.25	360	0.5629	0.5415	0.5629	0.7503
No log	11.3125	362	0.5646	0.5547	0.5646	0.7514
No log	11.375	364	0.5662	0.5795	0.5662	0.7524
No log	11.4375	366	0.6085	0.6158	0.6085	0.7801
No log	11.5	368	0.6155	0.6065	0.6155	0.7845
No log	11.5625	370	0.6095	0.5662	0.6095	0.7807
No log	11.625	372	0.6164	0.5859	0.6164	0.7851
No log	11.6875	374	0.6771	0.5325	0.6771	0.8228
No log	11.75	376	0.7420	0.4577	0.7420	0.8614
No log	11.8125	378	0.7078	0.5029	0.7078	0.8413
No log	11.875	380	0.6546	0.5832	0.6546	0.8091
No log	11.9375	382	0.6677	0.5620	0.6677	0.8171
No log	12.0	384	0.6861	0.5762	0.6861	0.8283
No log	12.0625	386	0.6639	0.5665	0.6639	0.8148
No log	12.125	388	0.7024	0.5315	0.7024	0.8381
No log	12.1875	390	0.7232	0.5	0.7232	0.8504
No log	12.25	392	0.6625	0.5134	0.6625	0.8139
No log	12.3125	394	0.6320	0.5645	0.6320	0.7950
No log	12.375	396	0.6413	0.4731	0.6413	0.8008
No log	12.4375	398	0.6143	0.5241	0.6143	0.7837
No log	12.5	400	0.5925	0.5856	0.5925	0.7698
No log	12.5625	402	0.5959	0.6035	0.5959	0.7720
No log	12.625	404	0.6086	0.5488	0.6086	0.7801
No log	12.6875	406	0.6339	0.5228	0.6339	0.7962
No log	12.75	408	0.6739	0.5193	0.6739	0.8209
No log	12.8125	410	0.6394	0.5206	0.6394	0.7996
No log	12.875	412	0.6236	0.5329	0.6236	0.7897
No log	12.9375	414	0.6331	0.5063	0.6331	0.7957
No log	13.0	416	0.6214	0.4515	0.6214	0.7883
No log	13.0625	418	0.6160	0.4273	0.6160	0.7849
No log	13.125	420	0.6221	0.4080	0.6221	0.7887
No log	13.1875	422	0.6036	0.4847	0.6036	0.7769
No log	13.25	424	0.5979	0.5335	0.5979	0.7732
No log	13.3125	426	0.6380	0.5432	0.6380	0.7988
No log	13.375	428	0.7114	0.5073	0.7114	0.8434
No log	13.4375	430	0.6926	0.5242	0.6926	0.8322
No log	13.5	432	0.6403	0.5245	0.6403	0.8002
No log	13.5625	434	0.6692	0.5118	0.6692	0.8181
No log	13.625	436	0.6594	0.4829	0.6594	0.8120
No log	13.6875	438	0.5988	0.5075	0.5988	0.7738
No log	13.75	440	0.5886	0.5259	0.5886	0.7672
No log	13.8125	442	0.6170	0.5124	0.6170	0.7855
No log	13.875	444	0.6325	0.5135	0.6325	0.7953
No log	13.9375	446	0.6268	0.5850	0.6268	0.7917
No log	14.0	448	0.6335	0.5455	0.6335	0.7959
No log	14.0625	450	0.6812	0.5353	0.6812	0.8253
No log	14.125	452	0.6900	0.5198	0.6900	0.8306
No log	14.1875	454	0.6740	0.5384	0.6740	0.8210
No log	14.25	456	0.6499	0.5416	0.6499	0.8062
No log	14.3125	458	0.6400	0.5723	0.6400	0.8000
No log	14.375	460	0.6320	0.5517	0.6320	0.7950
No log	14.4375	462	0.6328	0.5633	0.6328	0.7955
No log	14.5	464	0.6377	0.5450	0.6377	0.7986
No log	14.5625	466	0.6426	0.5468	0.6426	0.8016
No log	14.625	468	0.6513	0.5773	0.6513	0.8070
No log	14.6875	470	0.6551	0.5773	0.6551	0.8094
No log	14.75	472	0.6853	0.5329	0.6853	0.8278
No log	14.8125	474	0.6640	0.5454	0.6640	0.8149
No log	14.875	476	0.6391	0.5816	0.6391	0.7994
No log	14.9375	478	0.6809	0.4841	0.6809	0.8251
No log	15.0	480	0.7041	0.4432	0.7041	0.8391
No log	15.0625	482	0.6609	0.5551	0.6609	0.8130
No log	15.125	484	0.6275	0.5559	0.6275	0.7922
No log	15.1875	486	0.6211	0.4998	0.6211	0.7881
No log	15.25	488	0.6091	0.5638	0.6091	0.7805
No log	15.3125	490	0.6464	0.5063	0.6464	0.8040
No log	15.375	492	0.7253	0.4581	0.7253	0.8516
No log	15.4375	494	0.7100	0.4652	0.7100	0.8426
No log	15.5	496	0.6612	0.4815	0.6612	0.8131
No log	15.5625	498	0.6332	0.4789	0.6332	0.7958
0.3639	15.625	500	0.6298	0.4372	0.6298	0.7936
0.3639	15.6875	502	0.6222	0.5140	0.6222	0.7888
0.3639	15.75	504	0.6468	0.4924	0.6468	0.8042
0.3639	15.8125	506	0.6442	0.5196	0.6442	0.8026
0.3639	15.875	508	0.6150	0.5247	0.6150	0.7842
0.3639	15.9375	510	0.6129	0.5247	0.6129	0.7829
0.3639	16.0	512	0.6415	0.4841	0.6415	0.8010
0.3639	16.0625	514	0.6313	0.4826	0.6313	0.7945
0.3639	16.125	516	0.5746	0.5691	0.5746	0.7580
0.3639	16.1875	518	0.5680	0.5483	0.5680	0.7537
0.3639	16.25	520	0.5745	0.5592	0.5745	0.7580
0.3639	16.3125	522	0.5798	0.5333	0.5798	0.7614
0.3639	16.375	524	0.5859	0.5372	0.5859	0.7654
0.3639	16.4375	526	0.5923	0.5206	0.5923	0.7696
0.3639	16.5	528	0.5926	0.5114	0.5926	0.7698
0.3639	16.5625	530	0.5913	0.5351	0.5913	0.7690
0.3639	16.625	532	0.6161	0.4751	0.6161	0.7849
0.3639	16.6875	534	0.5998	0.5084	0.5998	0.7745
0.3639	16.75	536	0.5755	0.5549	0.5755	0.7586
0.3639	16.8125	538	0.6091	0.5006	0.6091	0.7805
0.3639	16.875	540	0.7165	0.4772	0.7165	0.8465
0.3639	16.9375	542	0.7414	0.4654	0.7414	0.8611
0.3639	17.0	544	0.7099	0.4598	0.7099	0.8426
0.3639	17.0625	546	0.6571	0.4772	0.6571	0.8106
0.3639	17.125	548	0.6524	0.4783	0.6524	0.8077
0.3639	17.1875	550	0.6491	0.4648	0.6491	0.8057
0.3639	17.25	552	0.6480	0.4831	0.6480	0.8050
0.3639	17.3125	554	0.6661	0.5101	0.6661	0.8161
0.3639	17.375	556	0.7477	0.4643	0.7477	0.8647
0.3639	17.4375	558	0.8174	0.4514	0.8174	0.9041
0.3639	17.5	560	0.8073	0.4610	0.8073	0.8985
0.3639	17.5625	562	0.7080	0.4189	0.7080	0.8415
0.3639	17.625	564	0.6241	0.4710	0.6241	0.7900
0.3639	17.6875	566	0.6190	0.4851	0.6190	0.7868
0.3639	17.75	568	0.6157	0.4690	0.6157	0.7846
0.3639	17.8125	570	0.6200	0.4945	0.6200	0.7874
0.3639	17.875	572	0.6697	0.3938	0.6697	0.8183
0.3639	17.9375	574	0.7256	0.4103	0.7256	0.8518
0.3639	18.0	576	0.6971	0.4196	0.6971	0.8349
0.3639	18.0625	578	0.6416	0.4267	0.6416	0.8010
0.3639	18.125	580	0.6003	0.5233	0.6003	0.7748
0.3639	18.1875	582	0.5929	0.5570	0.5929	0.7700
0.3639	18.25	584	0.6003	0.5513	0.6003	0.7748
0.3639	18.3125	586	0.6134	0.5455	0.6134	0.7832
0.3639	18.375	588	0.6164	0.5532	0.6164	0.7851
0.3639	18.4375	590	0.6430	0.4795	0.6430	0.8019
0.3639	18.5	592	0.6688	0.4713	0.6688	0.8178
0.3639	18.5625	594	0.7016	0.4422	0.7016	0.8376
0.3639	18.625	596	0.6734	0.4687	0.6734	0.8206
0.3639	18.6875	598	0.6524	0.4613	0.6524	0.8077
0.3639	18.75	600	0.6289	0.4112	0.6289	0.7930
0.3639	18.8125	602	0.6155	0.4055	0.6155	0.7846
0.3639	18.875	604	0.6085	0.4132	0.6085	0.7800
0.3639	18.9375	606	0.6215	0.4137	0.6215	0.7884
0.3639	19.0	608	0.6631	0.4724	0.6631	0.8143
0.3639	19.0625	610	0.6625	0.4714	0.6625	0.8139
0.3639	19.125	612	0.6298	0.4281	0.6298	0.7936
0.3639	19.1875	614	0.6150	0.4553	0.6150	0.7842
0.3639	19.25	616	0.6095	0.5075	0.6095	0.7807
0.3639	19.3125	618	0.6081	0.5075	0.6081	0.7798
0.3639	19.375	620	0.6043	0.5026	0.6043	0.7774
0.3639	19.4375	622	0.5965	0.4948	0.5965	0.7723
0.3639	19.5	624	0.5887	0.4880	0.5887	0.7672
0.3639	19.5625	626	0.5791	0.4740	0.5791	0.7610
0.3639	19.625	628	0.5701	0.4617	0.5701	0.7550
0.3639	19.6875	630	0.5678	0.4273	0.5678	0.7536
0.3639	19.75	632	0.5690	0.4465	0.5690	0.7543
0.3639	19.8125	634	0.5705	0.4788	0.5705	0.7553
0.3639	19.875	636	0.5734	0.5065	0.5734	0.7572
0.3639	19.9375	638	0.5759	0.5215	0.5759	0.7589
0.3639	20.0	640	0.6270	0.5377	0.6270	0.7919
0.3639	20.0625	642	0.6740	0.4778	0.6740	0.8210
0.3639	20.125	644	0.6313	0.5190	0.6313	0.7945
0.3639	20.1875	646	0.5962	0.5397	0.5962	0.7721
0.3639	20.25	648	0.5941	0.5312	0.5941	0.7708
0.3639	20.3125	650	0.5795	0.5525	0.5795	0.7613
0.3639	20.375	652	0.5731	0.5156	0.5731	0.7570
0.3639	20.4375	654	0.5658	0.4747	0.5658	0.7522
0.3639	20.5	656	0.5768	0.4710	0.5768	0.7595
0.3639	20.5625	658	0.5804	0.5108	0.5804	0.7619
0.3639	20.625	660	0.5548	0.4864	0.5548	0.7449
0.3639	20.6875	662	0.5479	0.5013	0.5479	0.7402
0.3639	20.75	664	0.5561	0.4764	0.5561	0.7457
0.3639	20.8125	666	0.5563	0.5061	0.5563	0.7459
0.3639	20.875	668	0.5567	0.5453	0.5567	0.7461
0.3639	20.9375	670	0.5634	0.5574	0.5634	0.7506
0.3639	21.0	672	0.5605	0.5325	0.5605	0.7487
0.3639	21.0625	674	0.5575	0.4499	0.5575	0.7466
0.3639	21.125	676	0.5878	0.5220	0.5878	0.7667
0.3639	21.1875	678	0.6589	0.5068	0.6589	0.8117
0.3639	21.25	680	0.6992	0.5045	0.6992	0.8362
0.3639	21.3125	682	0.6604	0.5211	0.6604	0.8126
0.3639	21.375	684	0.6040	0.5494	0.6040	0.7772
0.3639	21.4375	686	0.5679	0.5148	0.5679	0.7536
0.3639	21.5	688	0.5603	0.5273	0.5603	0.7485
0.3639	21.5625	690	0.5797	0.5644	0.5797	0.7614
0.3639	21.625	692	0.5871	0.5560	0.5871	0.7662
0.3639	21.6875	694	0.6045	0.5729	0.6045	0.7775
0.3639	21.75	696	0.6025	0.5687	0.6025	0.7762
0.3639	21.8125	698	0.5999	0.5905	0.5999	0.7745
0.3639	21.875	700	0.6216	0.5348	0.6216	0.7884
0.3639	21.9375	702	0.6418	0.5080	0.6418	0.8011
0.3639	22.0	704	0.6141	0.5325	0.6141	0.7837
0.3639	22.0625	706	0.5813	0.5572	0.5813	0.7624
0.3639	22.125	708	0.5800	0.5257	0.5800	0.7616
0.3639	22.1875	710	0.5861	0.5344	0.5861	0.7656
0.3639	22.25	712	0.5878	0.5280	0.5878	0.7667
0.3639	22.3125	714	0.5703	0.5389	0.5703	0.7552
0.3639	22.375	716	0.5713	0.5223	0.5713	0.7558
0.3639	22.4375	718	0.5892	0.5272	0.5892	0.7676
0.3639	22.5	720	0.5817	0.5137	0.5817	0.7627
0.3639	22.5625	722	0.5538	0.5714	0.5538	0.7442
0.3639	22.625	724	0.5627	0.5370	0.5627	0.7501
0.3639	22.6875	726	0.6086	0.5468	0.6086	0.7801
0.3639	22.75	728	0.5998	0.5297	0.5998	0.7745
0.3639	22.8125	730	0.5623	0.5456	0.5623	0.7499
0.3639	22.875	732	0.5771	0.5747	0.5771	0.7596
0.3639	22.9375	734	0.5846	0.5785	0.5846	0.7646
0.3639	23.0	736	0.5701	0.5976	0.5701	0.7551
0.3639	23.0625	738	0.5745	0.5502	0.5745	0.7579
0.3639	23.125	740	0.5857	0.5385	0.5857	0.7653
0.3639	23.1875	742	0.5953	0.5426	0.5953	0.7716
0.3639	23.25	744	0.5927	0.6037	0.5927	0.7699
0.3639	23.3125	746	0.6459	0.5338	0.6459	0.8037
0.3639	23.375	748	0.7007	0.4731	0.7007	0.8371
0.3639	23.4375	750	0.6909	0.4731	0.6909	0.8312
0.3639	23.5	752	0.6425	0.4844	0.6425	0.8015
0.3639	23.5625	754	0.5889	0.5709	0.5889	0.7674
0.3639	23.625	756	0.5806	0.5767	0.5806	0.7620
0.3639	23.6875	758	0.5863	0.5530	0.5863	0.7657
0.3639	23.75	760	0.5758	0.5828	0.5758	0.7588
0.3639	23.8125	762	0.5884	0.5768	0.5884	0.7671
0.3639	23.875	764	0.6143	0.5205	0.6143	0.7838
0.3639	23.9375	766	0.6061	0.5371	0.6061	0.7785
0.3639	24.0	768	0.5873	0.5545	0.5873	0.7664
0.3639	24.0625	770	0.5849	0.5584	0.5849	0.7648
0.3639	24.125	772	0.5830	0.5708	0.5830	0.7635
0.3639	24.1875	774	0.5774	0.5524	0.5774	0.7599
0.3639	24.25	776	0.5753	0.5110	0.5753	0.7585
0.3639	24.3125	778	0.5706	0.5155	0.5706	0.7554
0.3639	24.375	780	0.5648	0.5206	0.5648	0.7515
0.3639	24.4375	782	0.5586	0.5372	0.5586	0.7474
0.3639	24.5	784	0.5533	0.5310	0.5533	0.7438
0.3639	24.5625	786	0.5483	0.5483	0.5483	0.7405
0.3639	24.625	788	0.5475	0.5610	0.5475	0.7399
0.3639	24.6875	790	0.5616	0.5501	0.5616	0.7494
0.3639	24.75	792	0.5754	0.5561	0.5754	0.7585
0.3639	24.8125	794	0.5808	0.5398	0.5808	0.7621
0.3639	24.875	796	0.5815	0.5314	0.5815	0.7626
0.3639	24.9375	798	0.5917	0.5289	0.5917	0.7692
0.3639	25.0	800	0.5854	0.5289	0.5854	0.7651
0.3639	25.0625	802	0.5786	0.5175	0.5786	0.7607
0.3639	25.125	804	0.5904	0.5422	0.5904	0.7684
0.3639	25.1875	806	0.6337	0.4907	0.6337	0.7960
0.3639	25.25	808	0.6204	0.5079	0.6204	0.7877
0.3639	25.3125	810	0.6094	0.4785	0.6094	0.7807
0.3639	25.375	812	0.5714	0.4464	0.5714	0.7559
0.3639	25.4375	814	0.5498	0.5049	0.5498	0.7415
0.3639	25.5	816	0.5513	0.5130	0.5513	0.7425
0.3639	25.5625	818	0.5758	0.5456	0.5758	0.7588
0.3639	25.625	820	0.6059	0.5576	0.6059	0.7784
0.3639	25.6875	822	0.6158	0.5536	0.6158	0.7847
0.3639	25.75	824	0.6081	0.5882	0.6081	0.7798
0.3639	25.8125	826	0.6279	0.5871	0.6279	0.7924
0.3639	25.875	828	0.6558	0.5427	0.6558	0.8098
0.3639	25.9375	830	0.6453	0.5427	0.6453	0.8033
0.3639	26.0	832	0.6275	0.5159	0.6275	0.7921
0.3639	26.0625	834	0.5993	0.5507	0.5993	0.7741
0.3639	26.125	836	0.5988	0.5193	0.5988	0.7738
0.3639	26.1875	838	0.6292	0.5205	0.6292	0.7932
0.3639	26.25	840	0.6721	0.4309	0.6721	0.8198
0.3639	26.3125	842	0.6533	0.4588	0.6533	0.8082
0.3639	26.375	844	0.6153	0.5334	0.6153	0.7844
0.3639	26.4375	846	0.5909	0.5144	0.5909	0.7687
0.3639	26.5	848	0.5688	0.5075	0.5688	0.7542
0.3639	26.5625	850	0.5634	0.4903	0.5634	0.7506
0.3639	26.625	852	0.5752	0.4928	0.5752	0.7584
0.3639	26.6875	854	0.6147	0.4707	0.6147	0.7840
0.3639	26.75	856	0.6364	0.4735	0.6364	0.7977
0.3639	26.8125	858	0.6193	0.4942	0.6193	0.7869
0.3639	26.875	860	0.5808	0.5006	0.5808	0.7621
0.3639	26.9375	862	0.5686	0.4786	0.5686	0.7541
0.3639	27.0	864	0.5920	0.5414	0.5920	0.7694
0.3639	27.0625	866	0.5920	0.5414	0.5920	0.7694
0.3639	27.125	868	0.5824	0.5095	0.5824	0.7632
0.3639	27.1875	870	0.5696	0.4874	0.5696	0.7547
0.3639	27.25	872	0.5878	0.4304	0.5878	0.7667
0.3639	27.3125	874	0.5953	0.4514	0.5953	0.7716
0.3639	27.375	876	0.5928	0.4360	0.5928	0.7699
0.3639	27.4375	878	0.5772	0.4359	0.5772	0.7597
0.3639	27.5	880	0.5872	0.4822	0.5872	0.7663
0.3639	27.5625	882	0.6024	0.4726	0.6024	0.7761
0.3639	27.625	884	0.5970	0.5279	0.5970	0.7726
0.3639	27.6875	886	0.5956	0.5270	0.5956	0.7718
0.3639	27.75	888	0.6495	0.5172	0.6495	0.8059
0.3639	27.8125	890	0.6909	0.4828	0.6909	0.8312
0.3639	27.875	892	0.6666	0.5006	0.6666	0.8165
0.3639	27.9375	894	0.6107	0.5006	0.6107	0.7814
0.3639	28.0	896	0.5820	0.5295	0.5820	0.7629
0.3639	28.0625	898	0.5722	0.4991	0.5722	0.7564
0.3639	28.125	900	0.5766	0.4779	0.5766	0.7593
0.3639	28.1875	902	0.5810	0.5118	0.5810	0.7622
0.3639	28.25	904	0.6026	0.4926	0.6026	0.7763
0.3639	28.3125	906	0.6256	0.5090	0.6256	0.7910
0.3639	28.375	908	0.6127	0.4973	0.6127	0.7828
0.3639	28.4375	910	0.5901	0.4958	0.5901	0.7682
0.3639	28.5	912	0.5860	0.5123	0.5860	0.7655
0.3639	28.5625	914	0.5912	0.4965	0.5912	0.7689
0.3639	28.625	916	0.5972	0.5236	0.5972	0.7728
0.3639	28.6875	918	0.5851	0.5069	0.5851	0.7649
0.3639	28.75	920	0.5684	0.4665	0.5684	0.7539
0.3639	28.8125	922	0.5627	0.4630	0.5627	0.7501
0.3639	28.875	924	0.5645	0.4523	0.5645	0.7513
0.3639	28.9375	926	0.5625	0.4588	0.5625	0.7500
0.3639	29.0	928	0.5618	0.4588	0.5618	0.7495
0.3639	29.0625	930	0.5698	0.4928	0.5698	0.7549
0.3639	29.125	932	0.5814	0.5087	0.5814	0.7625
0.3639	29.1875	934	0.5853	0.4838	0.5853	0.7650
0.3639	29.25	936	0.5724	0.4689	0.5724	0.7565
0.3639	29.3125	938	0.5728	0.4539	0.5728	0.7568
0.3639	29.375	940	0.5875	0.4765	0.5875	0.7665
0.3639	29.4375	942	0.5935	0.4765	0.5935	0.7704
0.3639	29.5	944	0.5799	0.5043	0.5799	0.7615
0.3639	29.5625	946	0.5645	0.4465	0.5645	0.7513
0.3639	29.625	948	0.5688	0.4833	0.5688	0.7542
0.3639	29.6875	950	0.5821	0.4853	0.5821	0.7630
0.3639	29.75	952	0.5814	0.4990	0.5814	0.7625
0.3639	29.8125	954	0.5788	0.5056	0.5788	0.7608
0.3639	29.875	956	0.5793	0.5173	0.5793	0.7611
0.3639	29.9375	958	0.5867	0.4939	0.5867	0.7660
0.3639	30.0	960	0.5975	0.4661	0.5975	0.7730
0.3639	30.0625	962	0.5979	0.4504	0.5979	0.7733
0.3639	30.125	964	0.5862	0.4653	0.5862	0.7657
0.3639	30.1875	966	0.5901	0.4363	0.5901	0.7682
0.3639	30.25	968	0.5860	0.4586	0.5860	0.7655
0.3639	30.3125	970	0.5865	0.4521	0.5865	0.7658
0.3639	30.375	972	0.5871	0.4357	0.5871	0.7662
0.3639	30.4375	974	0.5905	0.4567	0.5905	0.7684
0.3639	30.5	976	0.5851	0.4953	0.5851	0.7649
0.3639	30.5625	978	0.5779	0.5232	0.5779	0.7602
0.3639	30.625	980	0.5787	0.5161	0.5787	0.7607
0.3639	30.6875	982	0.5799	0.4854	0.5799	0.7615
0.3639	30.75	984	0.5807	0.5054	0.5807	0.7621
0.3639	30.8125	986	0.5816	0.5192	0.5816	0.7626
0.3639	30.875	988	0.5824	0.5282	0.5824	0.7631
0.3639	30.9375	990	0.5867	0.5239	0.5867	0.7659
0.3639	31.0	992	0.6004	0.4979	0.6004	0.7748
0.3639	31.0625	994	0.6058	0.4966	0.6058	0.7784
0.3639	31.125	996	0.6140	0.5096	0.6140	0.7836
0.3639	31.1875	998	0.6086	0.5005	0.6086	0.7801
0.0634	31.25	1000	0.5975	0.5216	0.5975	0.7730
0.0634	31.3125	1002	0.5927	0.4906	0.5927	0.7699
0.0634	31.375	1004	0.5991	0.4883	0.5991	0.7740
0.0634	31.4375	1006	0.6160	0.4879	0.6160	0.7849
0.0634	31.5	1008	0.6360	0.4462	0.6360	0.7975
0.0634	31.5625	1010	0.6364	0.4571	0.6364	0.7978

Framework versions

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