ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k5_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: 0.8761
• Qwk: 0.6142
• Mse: 0.8761
• Rmse: 0.9360

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	0.0741	2	5.4724	-0.0141	5.4724	2.3393
No log	0.1481	4	3.0061	0.0972	3.0061	1.7338
No log	0.2222	6	2.0049	0.0354	2.0049	1.4159
No log	0.2963	8	1.5819	0.1199	1.5819	1.2577
No log	0.3704	10	1.3744	0.1317	1.3744	1.1723
No log	0.4444	12	1.3652	0.0482	1.3652	1.1684
No log	0.5185	14	1.2183	0.1460	1.2183	1.1037
No log	0.5926	16	1.3334	0.1190	1.3334	1.1547
No log	0.6667	18	1.4081	0.0303	1.4081	1.1867
No log	0.7407	20	1.5304	-0.0466	1.5304	1.2371
No log	0.8148	22	1.6056	-0.0225	1.6056	1.2671
No log	0.8889	24	1.5930	0.0544	1.5930	1.2621
No log	0.9630	26	1.2821	0.2264	1.2821	1.1323
No log	1.0370	28	1.2457	0.2420	1.2457	1.1161
No log	1.1111	30	1.2998	0.2170	1.2998	1.1401
No log	1.1852	32	1.2232	0.2805	1.2232	1.1060
No log	1.2593	34	1.1222	0.2788	1.1222	1.0593
No log	1.3333	36	1.1891	0.1702	1.1891	1.0905
No log	1.4074	38	1.1134	0.1994	1.1134	1.0552
No log	1.4815	40	1.0542	0.2548	1.0542	1.0268
No log	1.5556	42	1.0183	0.3496	1.0183	1.0091
No log	1.6296	44	0.9703	0.3673	0.9703	0.9850
No log	1.7037	46	1.0993	0.3896	1.0993	1.0485
No log	1.7778	48	1.1371	0.3963	1.1371	1.0664
No log	1.8519	50	0.8827	0.5461	0.8827	0.9395
No log	1.9259	52	0.7611	0.4450	0.7611	0.8724
No log	2.0	54	0.7389	0.4922	0.7389	0.8596
No log	2.0741	56	0.7321	0.6186	0.7321	0.8556
No log	2.1481	58	0.7083	0.5836	0.7083	0.8416
No log	2.2222	60	0.7350	0.5886	0.7350	0.8573
No log	2.2963	62	1.0211	0.5154	1.0211	1.0105
No log	2.3704	64	0.9335	0.5577	0.9335	0.9662
No log	2.4444	66	0.7716	0.6409	0.7716	0.8784
No log	2.5185	68	0.8986	0.5821	0.8986	0.9479
No log	2.5926	70	0.8339	0.6184	0.8339	0.9132
No log	2.6667	72	0.8148	0.6289	0.8148	0.9027
No log	2.7407	74	0.7020	0.6669	0.7020	0.8378
No log	2.8148	76	1.0016	0.5026	1.0016	1.0008
No log	2.8889	78	0.8855	0.5670	0.8855	0.9410
No log	2.9630	80	0.7200	0.6882	0.7200	0.8485
No log	3.0370	82	0.7653	0.6905	0.7653	0.8748
No log	3.1111	84	0.8657	0.6106	0.8657	0.9304
No log	3.1852	86	0.7788	0.6894	0.7788	0.8825
No log	3.2593	88	0.8054	0.6086	0.8054	0.8975
No log	3.3333	90	0.8494	0.6017	0.8494	0.9216
No log	3.4074	92	0.7806	0.5981	0.7806	0.8835
No log	3.4815	94	0.9472	0.5826	0.9472	0.9733
No log	3.5556	96	0.9101	0.6099	0.9101	0.9540
No log	3.6296	98	0.7960	0.6326	0.7960	0.8922
No log	3.7037	100	0.7622	0.6233	0.7622	0.8730
No log	3.7778	102	0.7929	0.6363	0.7929	0.8904
No log	3.8519	104	0.8582	0.6131	0.8582	0.9264
No log	3.9259	106	0.7742	0.6050	0.7742	0.8799
No log	4.0	108	0.7859	0.5486	0.7859	0.8865
No log	4.0741	110	0.7775	0.5377	0.7775	0.8818
No log	4.1481	112	0.7663	0.4523	0.7663	0.8754
No log	4.2222	114	0.7717	0.4715	0.7717	0.8784
No log	4.2963	116	0.7580	0.4731	0.7580	0.8706
No log	4.3704	118	0.7617	0.5430	0.7617	0.8728
No log	4.4444	120	0.7403	0.5383	0.7403	0.8604
No log	4.5185	122	0.7691	0.6016	0.7691	0.8770
No log	4.5926	124	0.7961	0.6167	0.7961	0.8923
No log	4.6667	126	0.8438	0.6372	0.8438	0.9186
No log	4.7407	128	0.7734	0.6470	0.7734	0.8794
No log	4.8148	130	0.7132	0.6670	0.7132	0.8445
No log	4.8889	132	0.7161	0.6596	0.7161	0.8462
No log	4.9630	134	0.6806	0.6543	0.6806	0.8250
No log	5.0370	136	0.7138	0.6616	0.7138	0.8449
No log	5.1111	138	0.7395	0.6757	0.7395	0.8599
No log	5.1852	140	0.7080	0.7048	0.7080	0.8414
No log	5.2593	142	0.7820	0.6783	0.7820	0.8843
No log	5.3333	144	0.7849	0.6901	0.7849	0.8860
No log	5.4074	146	0.7221	0.6872	0.7221	0.8498
No log	5.4815	148	0.9300	0.6304	0.9300	0.9644
No log	5.5556	150	0.8668	0.6225	0.8668	0.9310
No log	5.6296	152	0.6519	0.6782	0.6519	0.8074
No log	5.7037	154	0.6432	0.7208	0.6432	0.8020
No log	5.7778	156	0.6409	0.7028	0.6409	0.8006
No log	5.8519	158	0.6330	0.6765	0.6330	0.7956
No log	5.9259	160	0.6524	0.6634	0.6524	0.8077
No log	6.0	162	0.6384	0.6722	0.6384	0.7990
No log	6.0741	164	0.6783	0.6693	0.6783	0.8236
No log	6.1481	166	0.6853	0.6777	0.6853	0.8278
No log	6.2222	168	0.7597	0.6767	0.7597	0.8716
No log	6.2963	170	0.8377	0.6667	0.8377	0.9153
No log	6.3704	172	0.7298	0.6858	0.7298	0.8543
No log	6.4444	174	0.6132	0.6987	0.6132	0.7831
No log	6.5185	176	0.6072	0.7034	0.6072	0.7792
No log	6.5926	178	0.6378	0.7088	0.6378	0.7986
No log	6.6667	180	0.6036	0.7032	0.6036	0.7769
No log	6.7407	182	0.6066	0.6857	0.6066	0.7789
No log	6.8148	184	0.6189	0.6912	0.6189	0.7867
No log	6.8889	186	0.7102	0.7052	0.7102	0.8427
No log	6.9630	188	0.9746	0.6364	0.9746	0.9872
No log	7.0370	190	0.8841	0.6611	0.8841	0.9402
No log	7.1111	192	0.6242	0.6818	0.6242	0.7900
No log	7.1852	194	0.6176	0.7191	0.6176	0.7859
No log	7.2593	196	0.6546	0.6912	0.6546	0.8091
No log	7.3333	198	0.5987	0.6835	0.5987	0.7737
No log	7.4074	200	0.7304	0.6913	0.7304	0.8546
No log	7.4815	202	0.7972	0.6885	0.7972	0.8929
No log	7.5556	204	0.6840	0.6924	0.6840	0.8271
No log	7.6296	206	0.6453	0.7080	0.6453	0.8033
No log	7.7037	208	0.7192	0.6917	0.7192	0.8481
No log	7.7778	210	0.6732	0.6919	0.6732	0.8205
No log	7.8519	212	0.6975	0.6758	0.6975	0.8352
No log	7.9259	214	0.8269	0.6483	0.8269	0.9093
No log	8.0	216	0.7727	0.6360	0.7727	0.8790
No log	8.0741	218	0.6756	0.6050	0.6756	0.8219
No log	8.1481	220	0.6975	0.5967	0.6975	0.8352
No log	8.2222	222	0.6666	0.6353	0.6666	0.8165
No log	8.2963	224	0.6707	0.6484	0.6707	0.8190
No log	8.3704	226	0.7101	0.6544	0.7101	0.8427
No log	8.4444	228	0.6502	0.6709	0.6502	0.8064
No log	8.5185	230	0.6328	0.6931	0.6328	0.7955
No log	8.5926	232	0.6296	0.6980	0.6296	0.7935
No log	8.6667	234	0.6357	0.6757	0.6357	0.7973
No log	8.7407	236	0.6612	0.6294	0.6612	0.8131
No log	8.8148	238	0.6511	0.6522	0.6511	0.8069
No log	8.8889	240	0.6556	0.6594	0.6556	0.8097
No log	8.9630	242	0.6537	0.6503	0.6537	0.8085
No log	9.0370	244	0.6534	0.6542	0.6534	0.8083
No log	9.1111	246	0.7447	0.6538	0.7447	0.8630
No log	9.1852	248	0.7751	0.6925	0.7751	0.8804
No log	9.2593	250	0.7172	0.7047	0.7172	0.8469
No log	9.3333	252	0.6391	0.6830	0.6391	0.7994
No log	9.4074	254	0.6438	0.6992	0.6438	0.8024
No log	9.4815	256	0.6393	0.7026	0.6393	0.7996
No log	9.5556	258	0.6078	0.6909	0.6078	0.7796
No log	9.6296	260	0.6031	0.7208	0.6031	0.7766
No log	9.7037	262	0.6076	0.7124	0.6076	0.7795
No log	9.7778	264	0.5789	0.7122	0.5789	0.7608
No log	9.8519	266	0.5677	0.7310	0.5677	0.7534
No log	9.9259	268	0.5667	0.7250	0.5667	0.7528
No log	10.0	270	0.5687	0.7131	0.5687	0.7541
No log	10.0741	272	0.5589	0.7267	0.5589	0.7476
No log	10.1481	274	0.6084	0.7247	0.6084	0.7800
No log	10.2222	276	0.7501	0.6476	0.7501	0.8661
No log	10.2963	278	0.7782	0.6376	0.7782	0.8821
No log	10.3704	280	0.6189	0.6674	0.6189	0.7867
No log	10.4444	282	0.5618	0.7283	0.5618	0.7495
No log	10.5185	284	0.6178	0.6746	0.6178	0.7860
No log	10.5926	286	0.5874	0.6913	0.5874	0.7664
No log	10.6667	288	0.6123	0.6234	0.6123	0.7825
No log	10.7407	290	0.6778	0.6298	0.6778	0.8233
No log	10.8148	292	0.6570	0.6309	0.6570	0.8105
No log	10.8889	294	0.6171	0.6377	0.6171	0.7856
No log	10.9630	296	0.6189	0.6690	0.6189	0.7867
No log	11.0370	298	0.6094	0.6773	0.6094	0.7806
No log	11.1111	300	0.6094	0.6567	0.6094	0.7807
No log	11.1852	302	0.6109	0.6983	0.6109	0.7816
No log	11.2593	304	0.6094	0.6713	0.6094	0.7806
No log	11.3333	306	0.6901	0.6395	0.6901	0.8307
No log	11.4074	308	0.7300	0.6144	0.7300	0.8544
No log	11.4815	310	0.6747	0.6459	0.6747	0.8214
No log	11.5556	312	0.6406	0.6438	0.6406	0.8004
No log	11.6296	314	0.6411	0.6418	0.6411	0.8007
No log	11.7037	316	0.6401	0.6725	0.6401	0.8001
No log	11.7778	318	0.6532	0.6770	0.6532	0.8082
No log	11.8519	320	0.6642	0.6210	0.6642	0.8150
No log	11.9259	322	0.6933	0.5226	0.6933	0.8327
No log	12.0	324	0.7159	0.4913	0.7159	0.8461
No log	12.0741	326	0.7253	0.4842	0.7253	0.8516
No log	12.1481	328	0.7641	0.5060	0.7641	0.8741
No log	12.2222	330	0.8527	0.5775	0.8527	0.9234
No log	12.2963	332	0.8711	0.5827	0.8711	0.9333
No log	12.3704	334	0.8007	0.6076	0.8007	0.8948
No log	12.4444	336	0.6872	0.6560	0.6872	0.8290
No log	12.5185	338	0.6442	0.6571	0.6442	0.8026
No log	12.5926	340	0.6326	0.7211	0.6326	0.7954
No log	12.6667	342	0.6325	0.7335	0.6325	0.7953
No log	12.7407	344	0.6208	0.7313	0.6208	0.7879
No log	12.8148	346	0.6201	0.7128	0.6201	0.7875
No log	12.8889	348	0.6587	0.6283	0.6587	0.8116
No log	12.9630	350	0.6571	0.6277	0.6571	0.8106
No log	13.0370	352	0.6358	0.6107	0.6358	0.7974
No log	13.1111	354	0.6291	0.6360	0.6291	0.7932
No log	13.1852	356	0.6261	0.6545	0.6261	0.7913
No log	13.2593	358	0.6261	0.6410	0.6261	0.7913
No log	13.3333	360	0.6379	0.6648	0.6379	0.7987
No log	13.4074	362	0.6567	0.6252	0.6567	0.8104
No log	13.4815	364	0.6876	0.5994	0.6876	0.8292
No log	13.5556	366	0.6743	0.5946	0.6743	0.8211
No log	13.6296	368	0.6423	0.6567	0.6423	0.8014
No log	13.7037	370	0.6370	0.6694	0.6370	0.7981
No log	13.7778	372	0.6099	0.6856	0.6099	0.7809
No log	13.8519	374	0.6056	0.6766	0.6056	0.7782
No log	13.9259	376	0.6245	0.6696	0.6245	0.7903
No log	14.0	378	0.6381	0.6675	0.6381	0.7988
No log	14.0741	380	0.6217	0.6751	0.6217	0.7885
No log	14.1481	382	0.6129	0.6705	0.6129	0.7829
No log	14.2222	384	0.6100	0.6856	0.6100	0.7810
No log	14.2963	386	0.6262	0.6845	0.6262	0.7913
No log	14.3704	388	0.6261	0.6783	0.6261	0.7912
No log	14.4444	390	0.6326	0.6682	0.6326	0.7954
No log	14.5185	392	0.6609	0.6465	0.6609	0.8130
No log	14.5926	394	0.6661	0.6559	0.6661	0.8161
No log	14.6667	396	0.6490	0.6733	0.6490	0.8056
No log	14.7407	398	0.6424	0.6573	0.6424	0.8015
No log	14.8148	400	0.6492	0.6583	0.6492	0.8057
No log	14.8889	402	0.6576	0.6529	0.6576	0.8109
No log	14.9630	404	0.6420	0.6564	0.6420	0.8013
No log	15.0370	406	0.6338	0.6544	0.6338	0.7961
No log	15.1111	408	0.6334	0.6862	0.6334	0.7958
No log	15.1852	410	0.6339	0.6796	0.6339	0.7962
No log	15.2593	412	0.6230	0.6862	0.6230	0.7893
No log	15.3333	414	0.6316	0.6490	0.6316	0.7947
No log	15.4074	416	0.6384	0.6472	0.6384	0.7990
No log	15.4815	418	0.6348	0.6427	0.6348	0.7967
No log	15.5556	420	0.6198	0.6483	0.6198	0.7873
No log	15.6296	422	0.6120	0.6485	0.6120	0.7823
No log	15.7037	424	0.6066	0.6767	0.6066	0.7789
No log	15.7778	426	0.5891	0.6822	0.5891	0.7675
No log	15.8519	428	0.6287	0.6953	0.6287	0.7929
No log	15.9259	430	0.6900	0.6784	0.6900	0.8307
No log	16.0	432	0.6669	0.6867	0.6669	0.8166
No log	16.0741	434	0.6061	0.6797	0.6061	0.7785
No log	16.1481	436	0.5999	0.6977	0.5999	0.7745
No log	16.2222	438	0.6030	0.6821	0.6030	0.7765
No log	16.2963	440	0.5605	0.7415	0.5605	0.7487
No log	16.3704	442	0.5679	0.7101	0.5679	0.7536
No log	16.4444	444	0.5678	0.7451	0.5678	0.7535
No log	16.5185	446	0.5757	0.7301	0.5757	0.7588
No log	16.5926	448	0.5737	0.7492	0.5737	0.7574
No log	16.6667	450	0.5795	0.7259	0.5795	0.7612
No log	16.7407	452	0.6053	0.7316	0.6053	0.7780
No log	16.8148	454	0.6224	0.7610	0.6224	0.7889
No log	16.8889	456	0.6145	0.7610	0.6145	0.7839
No log	16.9630	458	0.6540	0.7293	0.6540	0.8087
No log	17.0370	460	0.6752	0.6899	0.6752	0.8217
No log	17.1111	462	0.6516	0.6860	0.6516	0.8072
No log	17.1852	464	0.6195	0.6998	0.6195	0.7871
No log	17.2593	466	0.5878	0.7257	0.5878	0.7667
No log	17.3333	468	0.5837	0.7105	0.5837	0.7640
No log	17.4074	470	0.5799	0.7173	0.5799	0.7615
No log	17.4815	472	0.5893	0.7105	0.5893	0.7676
No log	17.5556	474	0.5963	0.7098	0.5963	0.7722
No log	17.6296	476	0.5721	0.7194	0.5721	0.7564
No log	17.7037	478	0.6356	0.6860	0.6356	0.7972
No log	17.7778	480	0.7468	0.6362	0.7468	0.8642
No log	17.8519	482	0.7309	0.6167	0.7309	0.8549
No log	17.9259	484	0.6483	0.6390	0.6483	0.8051
No log	18.0	486	0.6161	0.6361	0.6161	0.7849
No log	18.0741	488	0.5921	0.6930	0.5921	0.7695
No log	18.1481	490	0.5977	0.6662	0.5977	0.7731
No log	18.2222	492	0.6041	0.6684	0.6041	0.7772
No log	18.2963	494	0.6152	0.6632	0.6152	0.7844
No log	18.3704	496	0.6007	0.6619	0.6007	0.7750
No log	18.4444	498	0.6128	0.6662	0.6128	0.7828
0.3586	18.5185	500	0.6776	0.6268	0.6776	0.8232
0.3586	18.5926	502	0.7648	0.6097	0.7648	0.8745
0.3586	18.6667	504	0.9088	0.5854	0.9088	0.9533
0.3586	18.7407	506	0.8655	0.6282	0.8655	0.9303
0.3586	18.8148	508	0.7519	0.6041	0.7519	0.8671
0.3586	18.8889	510	0.6496	0.6486	0.6496	0.8060
0.3586	18.9630	512	0.6263	0.6674	0.6263	0.7914
0.3586	19.0370	514	0.6453	0.6538	0.6453	0.8033
0.3586	19.1111	516	0.7107	0.6232	0.7107	0.8431
0.3586	19.1852	518	0.7168	0.6033	0.7168	0.8466
0.3586	19.2593	520	0.7406	0.6118	0.7406	0.8606
0.3586	19.3333	522	0.6967	0.5980	0.6967	0.8347
0.3586	19.4074	524	0.6548	0.6386	0.6548	0.8092
0.3586	19.4815	526	0.6484	0.6611	0.6484	0.8052
0.3586	19.5556	528	0.6675	0.6912	0.6675	0.8170
0.3586	19.6296	530	0.6329	0.6895	0.6329	0.7955
0.3586	19.7037	532	0.6205	0.6999	0.6205	0.7877
0.3586	19.7778	534	0.6376	0.6904	0.6376	0.7985
0.3586	19.8519	536	0.7071	0.6764	0.7071	0.8409
0.3586	19.9259	538	0.7127	0.6832	0.7127	0.8442
0.3586	20.0	540	0.6563	0.6825	0.6563	0.8101
0.3586	20.0741	542	0.6291	0.6890	0.6291	0.7931
0.3586	20.1481	544	0.6342	0.6890	0.6342	0.7963
0.3586	20.2222	546	0.6465	0.6822	0.6465	0.8041
0.3586	20.2963	548	0.6889	0.6714	0.6889	0.8300
0.3586	20.3704	550	0.7988	0.6529	0.7988	0.8938
0.3586	20.4444	552	0.8618	0.6352	0.8618	0.9283
0.3586	20.5185	554	0.7892	0.6360	0.7892	0.8884
0.3586	20.5926	556	0.6805	0.7052	0.6805	0.8249
0.3586	20.6667	558	0.6582	0.7194	0.6582	0.8113
0.3586	20.7407	560	0.6382	0.7066	0.6382	0.7989
0.3586	20.8148	562	0.6113	0.7083	0.6113	0.7819
0.3586	20.8889	564	0.6233	0.7117	0.6233	0.7895
0.3586	20.9630	566	0.6533	0.6821	0.6533	0.8083
0.3586	21.0370	568	0.6609	0.6921	0.6609	0.8130
0.3586	21.1111	570	0.6208	0.6876	0.6208	0.7879
0.3586	21.1852	572	0.5939	0.6877	0.5939	0.7706
0.3586	21.2593	574	0.5946	0.6877	0.5946	0.7711
0.3586	21.3333	576	0.5982	0.6979	0.5982	0.7735
0.3586	21.4074	578	0.6018	0.6660	0.6018	0.7757
0.3586	21.4815	580	0.6586	0.6708	0.6586	0.8115
0.3586	21.5556	582	0.7405	0.6294	0.7405	0.8605
0.3586	21.6296	584	0.7578	0.6237	0.7578	0.8705
0.3586	21.7037	586	0.6986	0.6299	0.6986	0.8358
0.3586	21.7778	588	0.6241	0.6751	0.6241	0.7900
0.3586	21.8519	590	0.6087	0.6561	0.6087	0.7802
0.3586	21.9259	592	0.6082	0.6737	0.6082	0.7799
0.3586	22.0	594	0.6112	0.6780	0.6112	0.7818
0.3586	22.0741	596	0.6248	0.6953	0.6248	0.7905
0.3586	22.1481	598	0.6612	0.6895	0.6612	0.8131
0.3586	22.2222	600	0.7516	0.6408	0.7516	0.8669
0.3586	22.2963	602	0.7372	0.6476	0.7372	0.8586
0.3586	22.3704	604	0.6793	0.6697	0.6793	0.8242
0.3586	22.4444	606	0.5986	0.6864	0.5986	0.7737
0.3586	22.5185	608	0.5534	0.7037	0.5534	0.7439
0.3586	22.5926	610	0.5588	0.6811	0.5588	0.7475
0.3586	22.6667	612	0.5550	0.6971	0.5550	0.7450
0.3586	22.7407	614	0.5988	0.6696	0.5988	0.7738
0.3586	22.8148	616	0.6994	0.6408	0.6994	0.8363
0.3586	22.8889	618	0.6962	0.6408	0.6962	0.8344
0.3586	22.9630	620	0.5979	0.7030	0.5979	0.7732
0.3586	23.0370	622	0.5411	0.7191	0.5411	0.7356
0.3586	23.1111	624	0.5431	0.7375	0.5431	0.7369
0.3586	23.1852	626	0.5469	0.7310	0.5469	0.7395
0.3586	23.2593	628	0.5592	0.7023	0.5592	0.7478
0.3586	23.3333	630	0.5617	0.7061	0.5617	0.7495
0.3586	23.4074	632	0.5553	0.7284	0.5553	0.7452
0.3586	23.4815	634	0.5552	0.7394	0.5552	0.7451
0.3586	23.5556	636	0.5620	0.7088	0.5620	0.7496
0.3586	23.6296	638	0.5558	0.7088	0.5558	0.7455
0.3586	23.7037	640	0.5554	0.7088	0.5554	0.7452
0.3586	23.7778	642	0.5632	0.7037	0.5632	0.7504
0.3586	23.8519	644	0.6184	0.6743	0.6184	0.7864
0.3586	23.9259	646	0.6669	0.6665	0.6669	0.8166
0.3586	24.0	648	0.6432	0.6705	0.6432	0.8020
0.3586	24.0741	650	0.5837	0.6886	0.5837	0.7640
0.3586	24.1481	652	0.5512	0.7225	0.5512	0.7425
0.3586	24.2222	654	0.5512	0.7326	0.5512	0.7424
0.3586	24.2963	656	0.5616	0.7009	0.5616	0.7494
0.3586	24.3704	658	0.5953	0.6526	0.5953	0.7716
0.3586	24.4444	660	0.6314	0.6696	0.6314	0.7946
0.3586	24.5185	662	0.6084	0.6633	0.6084	0.7800
0.3586	24.5926	664	0.5790	0.7024	0.5790	0.7609
0.3586	24.6667	666	0.5555	0.7226	0.5555	0.7453
0.3586	24.7407	668	0.5599	0.7292	0.5599	0.7482
0.3586	24.8148	670	0.5793	0.7128	0.5793	0.7611
0.3586	24.8889	672	0.6499	0.6685	0.6499	0.8062
0.3586	24.9630	674	0.7519	0.6104	0.7519	0.8671
0.3586	25.0370	676	0.7624	0.5874	0.7624	0.8731
0.3586	25.1111	678	0.6851	0.6323	0.6851	0.8277
0.3586	25.1852	680	0.6009	0.6607	0.6009	0.7752
0.3586	25.2593	682	0.5959	0.6735	0.5959	0.7719
0.3586	25.3333	684	0.5942	0.6982	0.5942	0.7708
0.3586	25.4074	686	0.5782	0.7106	0.5782	0.7604
0.3586	25.4815	688	0.6276	0.6785	0.6276	0.7922
0.3586	25.5556	690	0.7197	0.6411	0.7197	0.8483
0.3586	25.6296	692	0.7381	0.6392	0.7381	0.8591
0.3586	25.7037	694	0.7534	0.6392	0.7534	0.8680
0.3586	25.7778	696	0.7217	0.6526	0.7217	0.8495
0.3586	25.8519	698	0.6442	0.6896	0.6442	0.8026
0.3586	25.9259	700	0.6181	0.6877	0.6181	0.7862
0.3586	26.0	702	0.6012	0.6661	0.6012	0.7753
0.3586	26.0741	704	0.6008	0.6736	0.6008	0.7751
0.3586	26.1481	706	0.6132	0.6539	0.6132	0.7831
0.3586	26.2222	708	0.6530	0.6665	0.6530	0.8081
0.3586	26.2963	710	0.7201	0.6065	0.7201	0.8486
0.3586	26.3704	712	0.7957	0.5886	0.7957	0.8920
0.3586	26.4444	714	0.8119	0.5969	0.8119	0.9011
0.3586	26.5185	716	0.7564	0.6415	0.7564	0.8697
0.3586	26.5926	718	0.6721	0.6520	0.6721	0.8198
0.3586	26.6667	720	0.6235	0.6905	0.6235	0.7896
0.3586	26.7407	722	0.6132	0.7096	0.6132	0.7831
0.3586	26.8148	724	0.6099	0.7096	0.6099	0.7810
0.3586	26.8889	726	0.6315	0.6905	0.6315	0.7947
0.3586	26.9630	728	0.6958	0.6674	0.6958	0.8342
0.3586	27.0370	730	0.7591	0.6545	0.7591	0.8713
0.3586	27.1111	732	0.7717	0.6396	0.7717	0.8784
0.3586	27.1852	734	0.7459	0.6279	0.7459	0.8636
0.3586	27.2593	736	0.7048	0.6395	0.7048	0.8395
0.3586	27.3333	738	0.6553	0.6526	0.6553	0.8095
0.3586	27.4074	740	0.6257	0.6747	0.6257	0.7910
0.3586	27.4815	742	0.6126	0.6943	0.6126	0.7827
0.3586	27.5556	744	0.5990	0.7186	0.5990	0.7740
0.3586	27.6296	746	0.5850	0.7477	0.5850	0.7649
0.3586	27.7037	748	0.5780	0.7388	0.5780	0.7602
0.3586	27.7778	750	0.5778	0.7195	0.5778	0.7601
0.3586	27.8519	752	0.5961	0.7067	0.5961	0.7721
0.3586	27.9259	754	0.6435	0.6812	0.6435	0.8022
0.3586	28.0	756	0.6235	0.7080	0.6235	0.7896
0.3586	28.0741	758	0.5882	0.7090	0.5882	0.7669
0.3586	28.1481	760	0.5723	0.7300	0.5723	0.7565
0.3586	28.2222	762	0.5745	0.7314	0.5745	0.7580
0.3586	28.2963	764	0.5807	0.7434	0.5807	0.7620
0.3586	28.3704	766	0.6023	0.7053	0.6023	0.7761
0.3586	28.4444	768	0.6933	0.6751	0.6933	0.8327
0.3586	28.5185	770	0.7733	0.6838	0.7733	0.8794
0.3586	28.5926	772	0.8180	0.6552	0.8180	0.9044
0.3586	28.6667	774	0.8102	0.6372	0.8102	0.9001
0.3586	28.7407	776	0.7375	0.6464	0.7375	0.8588
0.3586	28.8148	778	0.7011	0.6665	0.7011	0.8373
0.3586	28.8889	780	0.7089	0.6665	0.7089	0.8419
0.3586	28.9630	782	0.7186	0.6676	0.7186	0.8477
0.3586	29.0370	784	0.7404	0.6483	0.7404	0.8605
0.3586	29.1111	786	0.7773	0.6364	0.7773	0.8816
0.3586	29.1852	788	0.7386	0.6655	0.7386	0.8594
0.3586	29.2593	790	0.7132	0.6503	0.7132	0.8445
0.3586	29.3333	792	0.6871	0.6426	0.6871	0.8289
0.3586	29.4074	794	0.6865	0.6514	0.6865	0.8285
0.3586	29.4815	796	0.6561	0.6718	0.6561	0.8100
0.3586	29.5556	798	0.6134	0.6610	0.6134	0.7832
0.3586	29.6296	800	0.5963	0.6843	0.5963	0.7722
0.3586	29.7037	802	0.5918	0.6843	0.5918	0.7693
0.3586	29.7778	804	0.5938	0.6886	0.5938	0.7706
0.3586	29.8519	806	0.6256	0.6643	0.6256	0.7910
0.3586	29.9259	808	0.6739	0.6796	0.6739	0.8209
0.3586	30.0	810	0.6776	0.6696	0.6776	0.8232
0.3586	30.0741	812	0.6791	0.6696	0.6791	0.8241
0.3586	30.1481	814	0.6612	0.6736	0.6612	0.8131
0.3586	30.2222	816	0.6493	0.6685	0.6493	0.8058
0.3586	30.2963	818	0.6834	0.6707	0.6834	0.8267
0.3586	30.3704	820	0.6919	0.6517	0.6919	0.8318
0.3586	30.4444	822	0.6668	0.6757	0.6668	0.8166
0.3586	30.5185	824	0.6540	0.6745	0.6540	0.8087
0.3586	30.5926	826	0.6487	0.6745	0.6487	0.8054
0.3586	30.6667	828	0.6437	0.6653	0.6437	0.8023
0.3586	30.7407	830	0.6347	0.6727	0.6347	0.7967
0.3586	30.8148	832	0.6526	0.6499	0.6526	0.8078
0.3586	30.8889	834	0.6668	0.6585	0.6668	0.8166
0.3586	30.9630	836	0.6298	0.6939	0.6298	0.7936
0.3586	31.0370	838	0.6221	0.6852	0.6221	0.7887
0.3586	31.1111	840	0.6469	0.6581	0.6469	0.8043
0.3586	31.1852	842	0.6768	0.6417	0.6768	0.8227
0.3586	31.2593	844	0.6696	0.6468	0.6696	0.8183
0.3586	31.3333	846	0.6468	0.6608	0.6468	0.8042
0.3586	31.4074	848	0.6317	0.6617	0.6317	0.7948
0.3586	31.4815	850	0.6196	0.6651	0.6196	0.7871
0.3586	31.5556	852	0.6221	0.6537	0.6221	0.7887
0.3586	31.6296	854	0.6427	0.6684	0.6427	0.8017
0.3586	31.7037	856	0.6297	0.6996	0.6297	0.7935
0.3586	31.7778	858	0.6025	0.7459	0.6025	0.7762
0.3586	31.8519	860	0.6002	0.7719	0.6002	0.7748
0.3586	31.9259	862	0.6037	0.7358	0.6037	0.7770
0.3586	32.0	864	0.6056	0.7480	0.6056	0.7782
0.3586	32.0741	866	0.6115	0.7381	0.6115	0.7820
0.3586	32.1481	868	0.6494	0.6958	0.6494	0.8059
0.3586	32.2222	870	0.6858	0.6731	0.6858	0.8281
0.3586	32.2963	872	0.6931	0.6741	0.6931	0.8325
0.3586	32.3704	874	0.6720	0.6731	0.6720	0.8197
0.3586	32.4444	876	0.6292	0.7223	0.6292	0.7932
0.3586	32.5185	878	0.5979	0.7401	0.5979	0.7732
0.3586	32.5926	880	0.5974	0.7487	0.5974	0.7729
0.3586	32.6667	882	0.6029	0.7725	0.6029	0.7765
0.3586	32.7407	884	0.6272	0.7340	0.6272	0.7919
0.3586	32.8148	886	0.6664	0.7152	0.6664	0.8163
0.3586	32.8889	888	0.6885	0.6766	0.6885	0.8298
0.3586	32.9630	890	0.7136	0.6610	0.7136	0.8447
0.3586	33.0370	892	0.7016	0.6549	0.7016	0.8376
0.3586	33.1111	894	0.6634	0.6882	0.6634	0.8145
0.3586	33.1852	896	0.6108	0.6983	0.6108	0.7815
0.3586	33.2593	898	0.5982	0.7243	0.5982	0.7734
0.3586	33.3333	900	0.6049	0.6939	0.6049	0.7778
0.3586	33.4074	902	0.6419	0.6832	0.6419	0.8012
0.3586	33.4815	904	0.7156	0.6440	0.7156	0.8459
0.3586	33.5556	906	0.8307	0.6361	0.8307	0.9114
0.3586	33.6296	908	0.9217	0.5994	0.9217	0.9600
0.3586	33.7037	910	0.9082	0.6426	0.9082	0.9530
0.3586	33.7778	912	0.7891	0.6502	0.7891	0.8883
0.3586	33.8519	914	0.7141	0.6534	0.7141	0.8451
0.3586	33.9259	916	0.6471	0.6998	0.6471	0.8044
0.3586	34.0	918	0.6413	0.6998	0.6413	0.8008
0.3586	34.0741	920	0.6337	0.7082	0.6337	0.7961
0.3586	34.1481	922	0.6535	0.6927	0.6535	0.8084
0.3586	34.2222	924	0.6582	0.6728	0.6582	0.8113
0.3586	34.2963	926	0.6857	0.6461	0.6857	0.8281
0.3586	34.3704	928	0.6680	0.6461	0.6680	0.8173
0.3586	34.4444	930	0.6295	0.6975	0.6295	0.7934
0.3586	34.5185	932	0.5864	0.7164	0.5864	0.7658
0.3586	34.5926	934	0.5756	0.7396	0.5756	0.7587
0.3586	34.6667	936	0.5724	0.7311	0.5724	0.7566
0.3586	34.7407	938	0.5951	0.7136	0.5951	0.7714
0.3586	34.8148	940	0.6216	0.6961	0.6216	0.7884
0.3586	34.8889	942	0.6804	0.6686	0.6804	0.8248
0.3586	34.9630	944	0.7105	0.6604	0.7105	0.8429
0.3586	35.0370	946	0.7071	0.6604	0.7071	0.8409
0.3586	35.1111	948	0.6774	0.6604	0.6774	0.8231
0.3586	35.1852	950	0.6391	0.6728	0.6391	0.7995
0.3586	35.2593	952	0.6232	0.6728	0.6232	0.7894
0.3586	35.3333	954	0.5968	0.6929	0.5968	0.7725
0.3586	35.4074	956	0.5917	0.7038	0.5917	0.7692
0.3586	35.4815	958	0.5958	0.6967	0.5958	0.7719
0.3586	35.5556	960	0.6103	0.6848	0.6103	0.7812
0.3586	35.6296	962	0.6227	0.6890	0.6227	0.7891
0.3586	35.7037	964	0.6300	0.6621	0.6300	0.7937
0.3586	35.7778	966	0.6307	0.6633	0.6307	0.7942
0.3586	35.8519	968	0.6334	0.6515	0.6334	0.7959
0.3586	35.9259	970	0.6327	0.6384	0.6327	0.7954
0.3586	36.0	972	0.6518	0.6210	0.6518	0.8074
0.3586	36.0741	974	0.6879	0.6138	0.6879	0.8294
0.3586	36.1481	976	0.6844	0.6190	0.6844	0.8273
0.3586	36.2222	978	0.6354	0.6622	0.6354	0.7971
0.3586	36.2963	980	0.5988	0.7200	0.5988	0.7738
0.3586	36.3704	982	0.6322	0.7269	0.6322	0.7951
0.3586	36.4444	984	0.7372	0.6249	0.7372	0.8586
0.3586	36.5185	986	0.7981	0.6182	0.7981	0.8933
0.3586	36.5926	988	0.7916	0.6182	0.7916	0.8897
0.3586	36.6667	990	0.7484	0.6200	0.7484	0.8651
0.3586	36.7407	992	0.6943	0.6599	0.6943	0.8332
0.3586	36.8148	994	0.6759	0.6565	0.6759	0.8221
0.3586	36.8889	996	0.6856	0.6599	0.6856	0.8280
0.3586	36.9630	998	0.7293	0.6182	0.7293	0.8540
0.0685	37.0370	1000	0.8111	0.6109	0.8111	0.9006
0.0685	37.1111	1002	0.8535	0.6012	0.8535	0.9238
0.0685	37.1852	1004	0.8463	0.6126	0.8463	0.9200
0.0685	37.2593	1006	0.7677	0.6296	0.7677	0.8762
0.0685	37.3333	1008	0.7106	0.6666	0.7106	0.8430
0.0685	37.4074	1010	0.6721	0.6590	0.6721	0.8198
0.0685	37.4815	1012	0.6557	0.6842	0.6557	0.8098
0.0685	37.5556	1014	0.6577	0.6829	0.6577	0.8110
0.0685	37.6296	1016	0.6674	0.6697	0.6674	0.8169
0.0685	37.7037	1018	0.6776	0.6762	0.6776	0.8231
0.0685	37.7778	1020	0.6783	0.6847	0.6783	0.8236
0.0685	37.8519	1022	0.6583	0.6803	0.6583	0.8114
0.0685	37.9259	1024	0.6314	0.6737	0.6314	0.7946
0.0685	38.0	1026	0.6105	0.6779	0.6105	0.7814
0.0685	38.0741	1028	0.6003	0.7107	0.6003	0.7748
0.0685	38.1481	1030	0.6043	0.6982	0.6043	0.7774
0.0685	38.2222	1032	0.6414	0.6829	0.6414	0.8009
0.0685	38.2963	1034	0.6971	0.6726	0.6971	0.8349
0.0685	38.3704	1036	0.7207	0.6494	0.7207	0.8490
0.0685	38.4444	1038	0.7059	0.6583	0.7059	0.8402
0.0685	38.5185	1040	0.6861	0.6613	0.6861	0.8283
0.0685	38.5926	1042	0.6470	0.6859	0.6470	0.8043
0.0685	38.6667	1044	0.6009	0.7051	0.6009	0.7752
0.0685	38.7407	1046	0.5837	0.7210	0.5837	0.7640
0.0685	38.8148	1048	0.5760	0.7365	0.5760	0.7590
0.0685	38.8889	1050	0.5781	0.7404	0.5781	0.7603
0.0685	38.9630	1052	0.5947	0.7277	0.5947	0.7711
0.0685	39.0370	1054	0.6311	0.7175	0.6311	0.7944
0.0685	39.1111	1056	0.6481	0.6971	0.6481	0.8051
0.0685	39.1852	1058	0.6367	0.7127	0.6367	0.7979
0.0685	39.2593	1060	0.6132	0.7078	0.6132	0.7831
0.0685	39.3333	1062	0.6052	0.7078	0.6052	0.7780
0.0685	39.4074	1064	0.6019	0.7009	0.6019	0.7758
0.0685	39.4815	1066	0.6196	0.6926	0.6196	0.7871
0.0685	39.5556	1068	0.6558	0.6643	0.6558	0.8098
0.0685	39.6296	1070	0.6829	0.6343	0.6829	0.8264
0.0685	39.7037	1072	0.7000	0.6458	0.7000	0.8367
0.0685	39.7778	1074	0.7085	0.6312	0.7085	0.8417
0.0685	39.8519	1076	0.6940	0.6287	0.6940	0.8330
0.0685	39.9259	1078	0.7022	0.6192	0.7022	0.8380
0.0685	40.0	1080	0.7051	0.6237	0.7051	0.8397
0.0685	40.0741	1082	0.6950	0.6192	0.6950	0.8337
0.0685	40.1481	1084	0.6884	0.6443	0.6884	0.8297
0.0685	40.2222	1086	0.7087	0.6192	0.7087	0.8418
0.0685	40.2963	1088	0.7745	0.6167	0.7745	0.8801
0.0685	40.3704	1090	0.8757	0.6158	0.8757	0.9358
0.0685	40.4444	1092	0.9141	0.5784	0.9141	0.9561
0.0685	40.5185	1094	0.8761	0.6142	0.8761	0.9360

Framework versions

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