ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k19_task3_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: 0.7797
• Qwk: -0.0145
• Mse: 0.7797
• Rmse: 0.8830

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	0.0417	2	3.6210	-0.0165	3.6210	1.9029
No log	0.0833	4	1.7058	0.0398	1.7058	1.3061
No log	0.125	6	1.4616	0.0028	1.4616	1.2090
No log	0.1667	8	2.4017	-0.0141	2.4017	1.5497
No log	0.2083	10	1.3788	-0.0164	1.3788	1.1742
No log	0.25	12	0.7108	0.1021	0.7108	0.8431
No log	0.2917	14	0.6996	0.0	0.6996	0.8364
No log	0.3333	16	0.8006	0.1449	0.8006	0.8948
No log	0.375	18	1.1362	-0.0178	1.1362	1.0659
No log	0.4167	20	1.3090	-0.0234	1.3090	1.1441
No log	0.4583	22	1.1633	-0.0234	1.1633	1.0786
No log	0.5	24	0.9733	0.0137	0.9733	0.9866
No log	0.5417	26	1.0109	-0.0178	1.0109	1.0055
No log	0.5833	28	1.3917	-0.0468	1.3917	1.1797
No log	0.625	30	1.4537	-0.0468	1.4537	1.2057
No log	0.6667	32	1.0236	0.0423	1.0236	1.0117
No log	0.7083	34	0.7631	0.0334	0.7631	0.8736
No log	0.75	36	0.7737	-0.0160	0.7737	0.8796
No log	0.7917	38	0.9221	0.0353	0.9221	0.9603
No log	0.8333	40	1.3507	-0.0490	1.3507	1.1622
No log	0.875	42	1.3305	-0.0234	1.3305	1.1535
No log	0.9167	44	1.2265	-0.0490	1.2265	1.1075
No log	0.9583	46	1.1727	-0.0468	1.1727	1.0829
No log	1.0	48	0.9361	0.0431	0.9361	0.9675
No log	1.0417	50	0.6949	-0.0069	0.6949	0.8336
No log	1.0833	52	0.7011	0.0	0.7011	0.8373
No log	1.125	54	0.8263	-0.1249	0.8263	0.9090
No log	1.1667	56	0.9626	0.0260	0.9626	0.9811
No log	1.2083	58	1.1095	-0.0468	1.1095	1.0533
No log	1.25	60	1.0854	-0.0468	1.0854	1.0418
No log	1.2917	62	0.9323	-0.0923	0.9323	0.9656
No log	1.3333	64	0.8492	-0.1244	0.8492	0.9215
No log	1.375	66	0.8637	-0.1246	0.8637	0.9293
No log	1.4167	68	0.8053	-0.0660	0.8053	0.8974
No log	1.4583	70	0.8321	-0.1187	0.8321	0.9122
No log	1.5	72	0.9174	-0.0818	0.9174	0.9578
No log	1.5417	74	1.2207	-0.0665	1.2207	1.1049
No log	1.5833	76	1.3090	-0.0952	1.3090	1.1441
No log	1.625	78	1.0128	-0.0877	1.0128	1.0064
No log	1.6667	80	0.7388	-0.0551	0.7388	0.8595
No log	1.7083	82	0.7867	-0.0826	0.7867	0.8870
No log	1.75	84	0.7877	0.0128	0.7877	0.8875
No log	1.7917	86	0.7474	0.0	0.7474	0.8645
No log	1.8333	88	1.0057	-0.1506	1.0057	1.0029
No log	1.875	90	1.5825	-0.0234	1.5825	1.2580
No log	1.9167	92	1.6659	-0.0234	1.6659	1.2907
No log	1.9583	94	1.4827	-0.0234	1.4827	1.2177
No log	2.0	96	1.2997	-0.0234	1.2997	1.1401
No log	2.0417	98	1.0921	-0.0490	1.0921	1.0450
No log	2.0833	100	0.8798	0.0207	0.8798	0.9380
No log	2.125	102	0.8181	-0.0264	0.8181	0.9045
No log	2.1667	104	0.8107	-0.0264	0.8107	0.9004
No log	2.2083	106	0.8393	0.1291	0.8393	0.9161
No log	2.25	108	1.0941	-0.0736	1.0941	1.0460
No log	2.2917	110	1.3019	-0.0490	1.3019	1.1410
No log	2.3333	112	1.0901	-0.1019	1.0901	1.0441
No log	2.375	114	0.8650	0.0609	0.8650	0.9301
No log	2.4167	116	0.8154	-0.0778	0.8154	0.9030
No log	2.4583	118	0.8406	-0.0801	0.8406	0.9168
No log	2.5	120	0.7907	-0.0065	0.7907	0.8892
No log	2.5417	122	0.7577	-0.0571	0.7577	0.8705
No log	2.5833	124	0.7762	0.0460	0.7762	0.8810
No log	2.625	126	0.8803	-0.0886	0.8803	0.9383
No log	2.6667	128	0.9969	-0.0331	0.9969	0.9985
No log	2.7083	130	0.9599	-0.0316	0.9599	0.9798
No log	2.75	132	0.7825	-0.0264	0.7825	0.8846
No log	2.7917	134	0.7281	0.0909	0.7281	0.8533
No log	2.8333	136	0.6931	-0.0069	0.6931	0.8326
No log	2.875	138	0.6772	0.0555	0.6772	0.8229
No log	2.9167	140	0.7815	0.0159	0.7815	0.8840
No log	2.9583	142	0.8445	0.0549	0.8445	0.9190
No log	3.0	144	0.6999	0.0506	0.6999	0.8366
No log	3.0417	146	0.7057	0.0555	0.7057	0.8400
No log	3.0833	148	0.8022	0.0129	0.8022	0.8956
No log	3.125	150	0.8762	0.0476	0.8762	0.9360
No log	3.1667	152	0.7829	-0.0252	0.7829	0.8848
No log	3.2083	154	0.7240	0.0035	0.7240	0.8509
No log	3.25	156	0.7187	0.0555	0.7187	0.8478
No log	3.2917	158	0.7345	0.0	0.7345	0.8570
No log	3.3333	160	0.8017	0.0152	0.8017	0.8953
No log	3.375	162	0.8798	-0.0056	0.8798	0.9380
No log	3.4167	164	0.7349	0.0191	0.7349	0.8572
No log	3.4583	166	0.7413	0.0260	0.7413	0.8610
No log	3.5	168	0.7134	-0.0131	0.7134	0.8446
No log	3.5417	170	0.6940	0.0460	0.6940	0.8331
No log	3.5833	172	0.6927	-0.0033	0.6927	0.8323
No log	3.625	174	0.6829	0.0479	0.6829	0.8263
No log	3.6667	176	0.6715	0.0035	0.6715	0.8195
No log	3.7083	178	0.6725	-0.0069	0.6725	0.8200
No log	3.75	180	0.8982	-0.0390	0.8982	0.9477
No log	3.7917	182	1.0618	-0.0571	1.0618	1.0305
No log	3.8333	184	0.7709	-0.0287	0.7709	0.8780
No log	3.875	186	0.6801	0.0035	0.6801	0.8247
No log	3.9167	188	0.8011	0.0155	0.8011	0.8950
No log	3.9583	190	0.8104	0.0206	0.8104	0.9002
No log	4.0	192	0.7578	-0.0059	0.7578	0.8705
No log	4.0417	194	1.0503	-0.0526	1.0503	1.0249
No log	4.0833	196	1.1678	-0.0931	1.1678	1.0806
No log	4.125	198	1.0134	-0.0571	1.0134	1.0067
No log	4.1667	200	0.7804	0.0129	0.7804	0.8834
No log	4.2083	202	0.6982	0.0555	0.6982	0.8356
No log	4.25	204	0.6988	-0.0069	0.6988	0.8359
No log	4.2917	206	0.7114	-0.0101	0.7114	0.8435
No log	4.3333	208	0.7287	-0.0679	0.7287	0.8536
No log	4.375	210	0.7496	0.0	0.7496	0.8658
No log	4.4167	212	0.8226	0.1128	0.8226	0.9070
No log	4.4583	214	0.8497	0.1128	0.8497	0.9218
No log	4.5	216	0.8113	0.1130	0.8113	0.9007
No log	4.5417	218	0.7819	0.0628	0.7819	0.8842
No log	4.5833	220	0.7716	-0.0643	0.7716	0.8784
No log	4.625	222	0.7809	-0.0204	0.7809	0.8837
No log	4.6667	224	0.7367	0.0033	0.7367	0.8583
No log	4.7083	226	0.7572	0.0602	0.7572	0.8702
No log	4.75	228	0.7358	0.0035	0.7358	0.8578
No log	4.7917	230	0.7110	0.0571	0.7110	0.8432
No log	4.8333	232	0.7721	0.0191	0.7721	0.8787
No log	4.875	234	0.8192	0.0159	0.8192	0.9051
No log	4.9167	236	0.7930	0.0183	0.7930	0.8905
No log	4.9583	238	0.7499	-0.0065	0.7499	0.8660
No log	5.0	240	0.7487	-0.0473	0.7487	0.8653
No log	5.0417	242	0.8130	-0.0428	0.8130	0.9017
No log	5.0833	244	0.8187	0.0652	0.8187	0.9048
No log	5.125	246	0.7659	-0.0473	0.7659	0.8751
No log	5.1667	248	0.7518	-0.0473	0.7518	0.8671
No log	5.2083	250	0.7609	0.0122	0.7609	0.8723
No log	5.25	252	0.7865	0.0122	0.7865	0.8868
No log	5.2917	254	0.8148	-0.0826	0.8148	0.9027
No log	5.3333	256	0.8953	-0.0591	0.8953	0.9462
No log	5.375	258	0.9003	-0.0214	0.9003	0.9489
No log	5.4167	260	0.7897	0.0094	0.7897	0.8887
No log	5.4583	262	0.7428	0.0031	0.7428	0.8619
No log	5.5	264	0.7415	0.0031	0.7415	0.8611
No log	5.5417	266	0.7469	-0.0473	0.7469	0.8642
No log	5.5833	268	0.7430	-0.0473	0.7430	0.8620
No log	5.625	270	0.7401	-0.0473	0.7401	0.8603
No log	5.6667	272	0.7550	0.0	0.7550	0.8689
No log	5.7083	274	0.7430	-0.0473	0.7430	0.8620
No log	5.75	276	0.7482	-0.0473	0.7482	0.8650
No log	5.7917	278	0.7542	-0.0473	0.7542	0.8685
No log	5.8333	280	0.7615	-0.0473	0.7615	0.8726
No log	5.875	282	0.7678	-0.0473	0.7678	0.8762
No log	5.9167	284	0.7783	0.0031	0.7783	0.8822
No log	5.9583	286	0.8072	-0.0583	0.8072	0.8984
No log	6.0	288	0.8163	-0.0163	0.8163	0.9035
No log	6.0417	290	0.7821	-0.0030	0.7821	0.8844
No log	6.0833	292	0.7515	0.0031	0.7515	0.8669
No log	6.125	294	0.7394	0.0541	0.7394	0.8599
No log	6.1667	296	0.7460	0.1371	0.7460	0.8637
No log	6.2083	298	0.7460	0.1259	0.7460	0.8637
No log	6.25	300	0.7133	0.0909	0.7133	0.8446
No log	6.2917	302	0.7116	0.1082	0.7116	0.8436
No log	6.3333	304	0.7268	0.0541	0.7268	0.8525
No log	6.375	306	0.7533	0.0973	0.7533	0.8680
No log	6.4167	308	0.7675	0.0031	0.7675	0.8761
No log	6.4583	310	0.7755	0.0585	0.7755	0.8806
No log	6.5	312	0.7980	-0.0322	0.7980	0.8933
No log	6.5417	314	0.7667	-0.0939	0.7667	0.8756
No log	6.5833	316	0.7281	0.0541	0.7281	0.8533
No log	6.625	318	0.7315	0.0541	0.7315	0.8553
No log	6.6667	320	0.7606	0.0454	0.7606	0.8721
No log	6.7083	322	0.8116	0.1249	0.8116	0.9009
No log	6.75	324	0.8526	0.1048	0.8526	0.9234
No log	6.7917	326	0.8719	-0.0341	0.8719	0.9338
No log	6.8333	328	0.8332	0.0338	0.8332	0.9128
No log	6.875	330	0.7888	0.1024	0.7888	0.8881
No log	6.9167	332	0.8202	0.0640	0.8202	0.9056
No log	6.9583	334	0.9784	-0.0616	0.9784	0.9892
No log	7.0	336	0.9655	-0.0616	0.9655	0.9826
No log	7.0417	338	0.8273	0.0652	0.8273	0.9096
No log	7.0833	340	0.7976	0.0061	0.7976	0.8931
No log	7.125	342	0.7918	0.0031	0.7918	0.8898
No log	7.1667	344	0.7778	-0.0473	0.7778	0.8819
No log	7.2083	346	0.7637	0.0454	0.7637	0.8739
No log	7.25	348	0.7526	0.0454	0.7526	0.8675
No log	7.2917	350	0.7532	-0.1001	0.7532	0.8679
No log	7.3333	352	0.7852	-0.0881	0.7852	0.8861
No log	7.375	354	0.7701	-0.0473	0.7701	0.8775
No log	7.4167	356	0.7819	-0.0513	0.7819	0.8842
No log	7.4583	358	0.7973	-0.0030	0.7973	0.8929
No log	7.5	360	0.7922	-0.0030	0.7922	0.8900
No log	7.5417	362	0.7786	-0.0059	0.7786	0.8824
No log	7.5833	364	0.7600	-0.0030	0.7600	0.8718
No log	7.625	366	0.7625	-0.0473	0.7625	0.8732
No log	7.6667	368	0.7716	-0.0473	0.7716	0.8784
No log	7.7083	370	0.7724	-0.0030	0.7724	0.8789
No log	7.75	372	0.7775	0.0031	0.7775	0.8818
No log	7.7917	374	0.7700	-0.0473	0.7700	0.8775
No log	7.8333	376	0.7783	-0.0939	0.7783	0.8822
No log	7.875	378	0.7613	-0.0428	0.7613	0.8725
No log	7.9167	380	0.7567	0.0541	0.7567	0.8699
No log	7.9583	382	0.7598	-0.0032	0.7598	0.8717
No log	8.0	384	0.7562	-0.0578	0.7562	0.8696
No log	8.0417	386	0.7530	-0.0578	0.7530	0.8678
No log	8.0833	388	0.7591	0.0541	0.7591	0.8712
No log	8.125	390	0.7836	-0.0513	0.7836	0.8852
No log	8.1667	392	0.8196	0.0173	0.8196	0.9053
No log	8.2083	394	0.8601	0.0260	0.8601	0.9274
No log	8.25	396	0.9032	0.0297	0.9032	0.9504
No log	8.2917	398	0.8720	0.0240	0.8720	0.9338
No log	8.3333	400	0.8396	-0.0879	0.8396	0.9163
No log	8.375	402	0.8396	-0.0567	0.8396	0.9163
No log	8.4167	404	0.8312	-0.0027	0.8312	0.9117
No log	8.4583	406	0.8465	-0.0195	0.8465	0.9201
No log	8.5	408	0.8704	0.0279	0.8704	0.9330
No log	8.5417	410	0.8402	0.0260	0.8402	0.9166
No log	8.5833	412	0.7886	-0.0810	0.7886	0.8880
No log	8.625	414	0.7861	-0.0314	0.7861	0.8866
No log	8.6667	416	0.8215	0.0683	0.8215	0.9064
No log	8.7083	418	0.8135	0.0683	0.8135	0.9019
No log	8.75	420	0.8011	-0.1155	0.8011	0.8950
No log	8.7917	422	0.8377	0.0741	0.8377	0.9152
No log	8.8333	424	0.9215	-0.0341	0.9215	0.9599
No log	8.875	426	0.8942	0.1003	0.8942	0.9456
No log	8.9167	428	0.8484	0.0236	0.8484	0.9211
No log	8.9583	430	0.7919	-0.0029	0.7919	0.8899
No log	9.0	432	0.7920	-0.0406	0.7920	0.8899
No log	9.0417	434	0.7910	0.0122	0.7910	0.8894
No log	9.0833	436	0.8302	0.0695	0.8302	0.9111
No log	9.125	438	0.8097	0.0122	0.8097	0.8998
No log	9.1667	440	0.8025	-0.0406	0.8025	0.8958
No log	9.2083	442	0.8220	0.0640	0.8220	0.9066
No log	9.25	444	0.8084	0.0116	0.8084	0.8991
No log	9.2917	446	0.8075	-0.0406	0.8075	0.8986
No log	9.3333	448	0.8359	0.0715	0.8359	0.9143
No log	9.375	450	0.8350	0.0557	0.8350	0.9138
No log	9.4167	452	0.8511	-0.0059	0.8511	0.9226
No log	9.4583	454	0.8884	-0.1083	0.8884	0.9426
No log	9.5	456	0.8760	-0.1072	0.8760	0.9359
No log	9.5417	458	0.8479	0.0981	0.8479	0.9208
No log	9.5833	460	0.8593	0.1128	0.8593	0.9270
No log	9.625	462	0.8513	0.0715	0.8513	0.9226
No log	9.6667	464	0.8204	0.0122	0.8204	0.9058
No log	9.7083	466	0.8054	0.0122	0.8054	0.8974
No log	9.75	468	0.8015	0.0585	0.8015	0.8953
No log	9.7917	470	0.8081	0.0585	0.8081	0.8989
No log	9.8333	472	0.8299	-0.0363	0.8299	0.9110
No log	9.875	474	0.8095	0.0122	0.8095	0.8997
No log	9.9167	476	0.8038	-0.0363	0.8038	0.8965
No log	9.9583	478	0.8023	-0.0363	0.8023	0.8957
No log	10.0	480	0.8020	-0.0363	0.8020	0.8955
No log	10.0417	482	0.8026	0.0585	0.8026	0.8959
No log	10.0833	484	0.8141	0.0465	0.8141	0.9023
No log	10.125	486	0.8265	0.0412	0.8265	0.9091
No log	10.1667	488	0.8212	0.0465	0.8212	0.9062
No log	10.2083	490	0.8231	0.0058	0.8231	0.9073
No log	10.25	492	0.8423	-0.0363	0.8423	0.9178
No log	10.2917	494	0.8251	-0.0248	0.8251	0.9083
No log	10.3333	496	0.8005	0.0652	0.8005	0.8947
No log	10.375	498	0.7772	0.1590	0.7772	0.8816
0.3666	10.4167	500	0.8194	-0.0738	0.8194	0.9052
0.3666	10.4583	502	0.9014	0.0285	0.9014	0.9494
0.3666	10.5	504	0.9361	0.0275	0.9361	0.9675
0.3666	10.5417	506	0.9664	0.0291	0.9664	0.9830
0.3666	10.5833	508	0.9138	0.0647	0.9138	0.9559
0.3666	10.625	510	0.8807	0.0637	0.8807	0.9385
0.3666	10.6667	512	0.8330	0.1525	0.8330	0.9127
0.3666	10.7083	514	0.7720	0.0	0.7720	0.8786
0.3666	10.75	516	0.7794	0.0303	0.7794	0.8829
0.3666	10.7917	518	0.7650	0.0375	0.7650	0.8746
0.3666	10.8333	520	0.7768	-0.0032	0.7768	0.8813
0.3666	10.875	522	0.8156	-0.0056	0.8156	0.9031
0.3666	10.9167	524	0.8567	-0.0599	0.8567	0.9256
0.3666	10.9583	526	0.8695	-0.0599	0.8695	0.9325
0.3666	11.0	528	0.8871	-0.0629	0.8871	0.9418
0.3666	11.0417	530	0.8489	-0.0170	0.8489	0.9213
0.3666	11.0833	532	0.8199	0.0414	0.8199	0.9055
0.3666	11.125	534	0.7995	-0.0406	0.7995	0.8942
0.3666	11.1667	536	0.7930	0.0615	0.7930	0.8905
0.3666	11.2083	538	0.7787	0.0602	0.7787	0.8824
0.3666	11.25	540	0.7663	0.0033	0.7663	0.8754
0.3666	11.2917	542	0.7735	0.0602	0.7735	0.8795
0.3666	11.3333	544	0.7730	0.0556	0.7730	0.8792
0.3666	11.375	546	0.7748	0.0375	0.7748	0.8802
0.3666	11.4167	548	0.7891	0.0375	0.7891	0.8883
0.3666	11.4583	550	0.7937	0.0874	0.7937	0.8909
0.3666	11.5	552	0.8217	0.0879	0.8217	0.9065
0.3666	11.5417	554	0.9028	0.0226	0.9028	0.9502
0.3666	11.5833	556	1.0008	-0.1131	1.0008	1.0004
0.3666	11.625	558	0.9565	-0.0978	0.9565	0.9780
0.3666	11.6667	560	0.9568	0.0998	0.9568	0.9782
0.3666	11.7083	562	1.0383	-0.0211	1.0383	1.0190
0.3666	11.75	564	0.9995	-0.0236	0.9995	0.9998
0.3666	11.7917	566	0.8905	0.0637	0.8905	0.9437
0.3666	11.8333	568	0.8435	0.0449	0.8435	0.9184
0.3666	11.875	570	0.8401	-0.0195	0.8401	0.9166
0.3666	11.9167	572	0.8019	-0.0059	0.8019	0.8955
0.3666	11.9583	574	0.7944	0.0030	0.7944	0.8913
0.3666	12.0	576	0.8170	0.1525	0.8170	0.9039
0.3666	12.0417	578	0.8041	0.1080	0.8041	0.8967
0.3666	12.0833	580	0.7906	0.0058	0.7906	0.8892
0.3666	12.125	582	0.7873	-0.0469	0.7873	0.8873
0.3666	12.1667	584	0.7839	-0.0513	0.7839	0.8854
0.3666	12.2083	586	0.7701	-0.0030	0.7701	0.8775
0.3666	12.25	588	0.7699	-0.0513	0.7699	0.8774
0.3666	12.2917	590	0.7956	0.0061	0.7956	0.8920
0.3666	12.3333	592	0.8286	0.1080	0.8286	0.9103
0.3666	12.375	594	0.8550	0.1079	0.8550	0.9247
0.3666	12.4167	596	0.8651	0.1032	0.8651	0.9301
0.3666	12.4583	598	0.8467	0.0518	0.8467	0.9202
0.3666	12.5	600	0.8300	0.0503	0.8300	0.9110
0.3666	12.5417	602	0.8145	0.0488	0.8145	0.9025
0.3666	12.5833	604	0.8011	-0.0113	0.8011	0.8951
0.3666	12.625	606	0.7910	0.0338	0.7910	0.8894
0.3666	12.6667	608	0.7672	0.0375	0.7672	0.8759
0.3666	12.7083	610	0.7334	0.0541	0.7334	0.8564
0.3666	12.75	612	0.7429	0.0615	0.7429	0.8619
0.3666	12.7917	614	0.8202	0.0251	0.8202	0.9057
0.3666	12.8333	616	0.8952	-0.0317	0.8952	0.9462
0.3666	12.875	618	0.8789	-0.0408	0.8789	0.9375
0.3666	12.9167	620	0.8280	0.0633	0.8280	0.9099
0.3666	12.9583	622	0.8387	0.1287	0.8387	0.9158
0.3666	13.0	624	0.8627	0.1094	0.8627	0.9288
0.3666	13.0417	626	0.8675	0.1094	0.8675	0.9314
0.3666	13.0833	628	0.8468	0.1232	0.8468	0.9202
0.3666	13.125	630	0.8399	0.1416	0.8399	0.9165
0.3666	13.1667	632	0.8443	0.1126	0.8443	0.9188
0.3666	13.2083	634	0.8050	0.1130	0.8050	0.8972
0.3666	13.25	636	0.7704	0.0602	0.7704	0.8777
0.3666	13.2917	638	0.7640	0.0375	0.7640	0.8741
0.3666	13.3333	640	0.7794	0.0303	0.7794	0.8829
0.3666	13.375	642	0.7729	-0.0145	0.7729	0.8792
0.3666	13.4167	644	0.7564	0.1024	0.7564	0.8697
0.3666	13.4583	646	0.7728	0.0033	0.7728	0.8791
0.3666	13.5	648	0.7827	0.0513	0.7827	0.8847
0.3666	13.5417	650	0.8070	-0.0145	0.8070	0.8983
0.3666	13.5833	652	0.8538	0.0650	0.8538	0.9240
0.3666	13.625	654	0.9055	0.0040	0.9055	0.9516
0.3666	13.6667	656	0.8845	0.0118	0.8845	0.9405
0.3666	13.7083	658	0.8508	0.0791	0.8508	0.9224
0.3666	13.75	660	0.8259	0.0934	0.8259	0.9088
0.3666	13.7917	662	0.8447	0.1504	0.8447	0.9191
0.3666	13.8333	664	0.8790	0.0741	0.8790	0.9376
0.3666	13.875	666	0.8655	0.0733	0.8655	0.9303
0.3666	13.9167	668	0.8090	0.1525	0.8090	0.8994
0.3666	13.9583	670	0.7683	0.0471	0.7683	0.8765
0.3666	14.0	672	0.7624	0.0471	0.7624	0.8731
0.3666	14.0417	674	0.7801	0.0471	0.7801	0.8832
0.3666	14.0833	676	0.8135	0.0557	0.8135	0.9019
0.3666	14.125	678	0.8224	0.0426	0.8224	0.9068
0.3666	14.1667	680	0.8183	0.0323	0.8183	0.9046
0.3666	14.2083	682	0.8218	0.0323	0.8218	0.9065
0.3666	14.25	684	0.8226	-0.0025	0.8226	0.9070
0.3666	14.2917	686	0.8599	0.0192	0.8599	0.9273
0.3666	14.3333	688	0.9203	0.0364	0.9203	0.9593
0.3666	14.375	690	0.9006	0.0714	0.9006	0.9490
0.3666	14.4167	692	0.8437	0.0664	0.8437	0.9185
0.3666	14.4583	694	0.8187	0.0898	0.8187	0.9048
0.3666	14.5	696	0.8145	0.0393	0.8145	0.9025
0.3666	14.5417	698	0.8158	0.0804	0.8158	0.9032
0.3666	14.5833	700	0.8174	0.0893	0.8174	0.9041
0.3666	14.625	702	0.8451	0.1827	0.8451	0.9193
0.3666	14.6667	704	0.8495	0.1887	0.8495	0.9217
0.3666	14.7083	706	0.8368	0.0902	0.8368	0.9148
0.3666	14.75	708	0.8471	0.1310	0.8471	0.9204
0.3666	14.7917	710	0.8653	0.0916	0.8653	0.9302
0.3666	14.8333	712	0.8781	0.0919	0.8781	0.9370
0.3666	14.875	714	0.8332	0.0526	0.8332	0.9128
0.3666	14.9167	716	0.8019	0.0846	0.8019	0.8955
0.3666	14.9583	718	0.7966	-0.0672	0.7966	0.8925
0.3666	15.0	720	0.7812	-0.0672	0.7812	0.8839
0.3666	15.0417	722	0.7382	0.0375	0.7382	0.8592
0.3666	15.0833	724	0.7169	0.0918	0.7169	0.8467
0.3666	15.125	726	0.7337	0.0064	0.7337	0.8566
0.3666	15.1667	728	0.7538	0.0122	0.7538	0.8682
0.3666	15.2083	730	0.8031	0.0652	0.8031	0.8961
0.3666	15.25	732	0.8349	0.1525	0.8349	0.9137
0.3666	15.2917	734	0.8056	0.0898	0.8056	0.8976
0.3666	15.3333	736	0.8052	0.0804	0.8052	0.8973
0.3666	15.375	738	0.8184	0.0426	0.8184	0.9047
0.3666	15.4167	740	0.8112	0.0846	0.8112	0.9006
0.3666	15.4583	742	0.8012	0.0846	0.8012	0.8951
0.3666	15.5	744	0.7974	0.0426	0.7974	0.8930
0.3666	15.5417	746	0.7793	0.1333	0.7793	0.8828
0.3666	15.5833	748	0.7539	0.1333	0.7539	0.8683
0.3666	15.625	750	0.7417	0.1298	0.7417	0.8612
0.3666	15.6667	752	0.7516	0.0840	0.7516	0.8669
0.3666	15.7083	754	0.7699	0.1333	0.7699	0.8775
0.3666	15.75	756	0.7968	0.0141	0.7968	0.8926
0.3666	15.7917	758	0.8032	0.0937	0.8032	0.8962
0.3666	15.8333	760	0.7962	0.0426	0.7962	0.8923
0.3666	15.875	762	0.8066	0.0741	0.8066	0.8981
0.3666	15.9167	764	0.8145	0.0650	0.8145	0.9025
0.3666	15.9583	766	0.8005	0.0741	0.8005	0.8947
0.3666	16.0	768	0.7851	0.0341	0.7851	0.8860
0.3666	16.0417	770	0.7771	-0.0054	0.7771	0.8815
0.3666	16.0833	772	0.7783	-0.0541	0.7783	0.8822
0.3666	16.125	774	0.7879	-0.0541	0.7879	0.8876
0.3666	16.1667	776	0.7848	-0.0541	0.7848	0.8859
0.3666	16.2083	778	0.7973	-0.0557	0.7973	0.8929
0.3666	16.25	780	0.8206	-0.0186	0.8206	0.9058
0.3666	16.2917	782	0.8469	0.0091	0.8469	0.9203
0.3666	16.3333	784	0.8375	0.0574	0.8375	0.9152
0.3666	16.375	786	0.8165	0.0717	0.8165	0.9036
0.3666	16.4167	788	0.8077	0.0771	0.8077	0.8987
0.3666	16.4583	790	0.7909	0.1141	0.7909	0.8893
0.3666	16.5	792	0.7738	0.0840	0.7738	0.8797
0.3666	16.5417	794	0.7785	0.1372	0.7785	0.8824
0.3666	16.5833	796	0.8133	0.0229	0.8133	0.9018
0.3666	16.625	798	0.8299	-0.0166	0.8299	0.9110
0.3666	16.6667	800	0.8073	0.1079	0.8073	0.8985
0.3666	16.7083	802	0.7958	0.1031	0.7958	0.8921
0.3666	16.75	804	0.7887	0.0426	0.7887	0.8881
0.3666	16.7917	806	0.7975	0.0804	0.7975	0.8931
0.3666	16.8333	808	0.8086	0.0165	0.8086	0.8992
0.3666	16.875	810	0.8242	-0.0138	0.8242	0.9078
0.3666	16.9167	812	0.8120	0.0683	0.8120	0.9011
0.3666	16.9583	814	0.7938	0.0196	0.7938	0.8909
0.3666	17.0	816	0.7845	0.0148	0.7845	0.8857
0.3666	17.0417	818	0.8189	0.0218	0.8189	0.9049
0.3666	17.0833	820	0.8410	0.1079	0.8410	0.9171
0.3666	17.125	822	0.8229	0.0989	0.8229	0.9072
0.3666	17.1667	824	0.7950	0.0518	0.7950	0.8916
0.3666	17.2083	826	0.7840	0.0976	0.7840	0.8854
0.3666	17.25	828	0.8000	0.0323	0.8000	0.8944
0.3666	17.2917	830	0.8256	0.0341	0.8256	0.9086
0.3666	17.3333	832	0.8423	0.0024	0.8423	0.9178
0.3666	17.375	834	0.8579	0.0	0.8579	0.9263
0.3666	17.4167	836	0.8494	0.0090	0.8494	0.9216
0.3666	17.4583	838	0.8249	0.0495	0.8249	0.9082
0.3666	17.5	840	0.7998	0.0027	0.7998	0.8943
0.3666	17.5417	842	0.7919	0.0085	0.7919	0.8899
0.3666	17.5833	844	0.7757	0.0528	0.7757	0.8807
0.3666	17.625	846	0.7766	0.0528	0.7766	0.8813
0.3666	17.6667	848	0.8144	0.0	0.8144	0.9025
0.3666	17.7083	850	0.8527	0.0495	0.8527	0.9234
0.3666	17.75	852	0.8521	0.0426	0.8521	0.9231
0.3666	17.7917	854	0.8534	0.1138	0.8534	0.9238
0.3666	17.8333	856	0.8557	0.0717	0.8557	0.9250
0.3666	17.875	858	0.8427	0.1139	0.8427	0.9180
0.3666	17.9167	860	0.8186	0.0341	0.8186	0.9048
0.3666	17.9583	862	0.7962	0.0393	0.7962	0.8923
0.3666	18.0	864	0.8044	0.0889	0.8044	0.8969
0.3666	18.0417	866	0.8085	0.0393	0.8085	0.8992
0.3666	18.0833	868	0.8169	0.0393	0.8169	0.9038
0.3666	18.125	870	0.8326	0.0393	0.8326	0.9125
0.3666	18.1667	872	0.8510	0.0426	0.8510	0.9225
0.3666	18.2083	874	0.8749	0.0426	0.8749	0.9353
0.3666	18.25	876	0.9099	0.0494	0.9099	0.9539
0.3666	18.2917	878	0.9138	0.0441	0.9138	0.9559
0.3666	18.3333	880	0.8928	0.0426	0.8928	0.9449
0.3666	18.375	882	0.8602	0.0357	0.8602	0.9275
0.3666	18.4167	884	0.8567	0.0690	0.8567	0.9256
0.3666	18.4583	886	0.8499	0.0183	0.8499	0.9219
0.3666	18.5	888	0.8071	0.0776	0.8071	0.8984
0.3666	18.5417	890	0.7904	0.0357	0.7904	0.8891
0.3666	18.5833	892	0.8232	0.0934	0.8232	0.9073
0.3666	18.625	894	0.8841	0.1079	0.8841	0.9403
0.3666	18.6667	896	0.9092	0.1078	0.9092	0.9535
0.3666	18.7083	898	0.8687	0.0654	0.8687	0.9320
0.3666	18.75	900	0.8063	0.1029	0.8063	0.8979
0.3666	18.7917	902	0.7738	0.0821	0.7738	0.8797
0.3666	18.8333	904	0.7591	0.0318	0.7591	0.8713
0.3666	18.875	906	0.7463	0.0296	0.7463	0.8639
0.3666	18.9167	908	0.7442	0.0967	0.7442	0.8627
0.3666	18.9583	910	0.7569	0.0513	0.7569	0.8700
0.3666	19.0	912	0.7739	0.0615	0.7739	0.8797
0.3666	19.0417	914	0.7628	0.1081	0.7628	0.8734
0.3666	19.0833	916	0.7637	0.1081	0.7637	0.8739
0.3666	19.125	918	0.7714	0.0513	0.7714	0.8783
0.3666	19.1667	920	0.7779	0.0454	0.7779	0.8820
0.3666	19.2083	922	0.8040	-0.0170	0.8040	0.8967
0.3666	19.25	924	0.8076	-0.0170	0.8076	0.8987
0.3666	19.2917	926	0.7918	0.0338	0.7918	0.8898
0.3666	19.3333	928	0.7809	-0.0032	0.7809	0.8837
0.3666	19.375	930	0.7802	-0.0062	0.7802	0.8833
0.3666	19.4167	932	0.7935	0.0338	0.7935	0.8908
0.3666	19.4583	934	0.8169	0.0732	0.8169	0.9038
0.3666	19.5	936	0.7734	0.0338	0.7734	0.8795
0.3666	19.5417	938	0.7360	-0.0032	0.7360	0.8579
0.3666	19.5833	940	0.7358	0.0541	0.7358	0.8578
0.3666	19.625	942	0.7481	-0.0032	0.7481	0.8649
0.3666	19.6667	944	0.7658	-0.0030	0.7658	0.8751
0.3666	19.7083	946	0.7967	0.0412	0.7967	0.8926
0.3666	19.75	948	0.8141	0.0926	0.8141	0.9023
0.3666	19.7917	950	0.8173	0.0985	0.8173	0.9041
0.3666	19.8333	952	0.8158	0.0983	0.8158	0.9032
0.3666	19.875	954	0.8164	0.0828	0.8164	0.9035
0.3666	19.9167	956	0.8041	0.0741	0.8041	0.8967
0.3666	19.9583	958	0.7842	-0.0170	0.7842	0.8856
0.3666	20.0	960	0.7540	0.0414	0.7540	0.8683
0.3666	20.0417	962	0.7471	0.0375	0.7471	0.8643
0.3666	20.0833	964	0.7524	-0.0145	0.7524	0.8674
0.3666	20.125	966	0.7502	-0.0118	0.7502	0.8662
0.3666	20.1667	968	0.7594	0.0414	0.7594	0.8714
0.3666	20.2083	970	0.7815	0.0922	0.7815	0.8840
0.3666	20.25	972	0.8026	0.1453	0.8026	0.8959
0.3666	20.2917	974	0.8111	0.1028	0.8111	0.9006
0.3666	20.3333	976	0.7931	0.0528	0.7931	0.8906
0.3666	20.375	978	0.7658	0.0454	0.7658	0.8751
0.3666	20.4167	980	0.7812	-0.0145	0.7812	0.8839
0.3666	20.4583	982	0.8227	-0.0170	0.8227	0.9070
0.3666	20.5	984	0.8680	-0.0008	0.8680	0.9317
0.3666	20.5417	986	0.9278	-0.0806	0.9278	0.9632
0.3666	20.5833	988	0.9534	-0.0500	0.9534	0.9764
0.3666	20.625	990	0.8914	-0.0076	0.8914	0.9441
0.3666	20.6667	992	0.7901	0.0723	0.7901	0.8889
0.3666	20.7083	994	0.7592	0.0863	0.7592	0.8713
0.3666	20.75	996	0.7521	0.0454	0.7521	0.8672
0.3666	20.7917	998	0.7549	0.0454	0.7549	0.8688
0.0679	20.8333	1000	0.7682	0.0973	0.7682	0.8765
0.0679	20.875	1002	0.7836	0.0357	0.7836	0.8852
0.0679	20.9167	1004	0.8305	0.0741	0.8305	0.9113
0.0679	20.9583	1006	0.8687	0.0517	0.8687	0.9320
0.0679	21.0	1008	0.8697	0.0517	0.8697	0.9326
0.0679	21.0417	1010	0.8596	0.1049	0.8596	0.9272
0.0679	21.0833	1012	0.8262	0.0749	0.8262	0.9089
0.0679	21.125	1014	0.8042	0.0341	0.8042	0.8968
0.0679	21.1667	1016	0.7843	0.0432	0.7843	0.8856
0.0679	21.2083	1018	0.7798	-0.0091	0.7798	0.8830
0.0679	21.25	1020	0.7797	-0.0145	0.7797	0.8830

Framework versions

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