ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k11_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: 0.9613
• Qwk: -0.0204
• Mse: 0.9613
• Rmse: 0.9805

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	0.0645	2	3.7454	-0.0068	3.7454	1.9353
No log	0.1290	4	2.0535	0.0478	2.0535	1.4330
No log	0.1935	6	1.6389	0.0130	1.6389	1.2802
No log	0.2581	8	2.6144	-0.0464	2.6144	1.6169
No log	0.3226	10	2.4367	0.0141	2.4367	1.5610
No log	0.3871	12	1.0196	-0.0571	1.0196	1.0097
No log	0.4516	14	0.7019	0.0460	0.7019	0.8378
No log	0.5161	16	0.7657	0.0909	0.7657	0.8750
No log	0.5806	18	1.0692	-0.0468	1.0692	1.0340
No log	0.6452	20	1.6613	0.0	1.6613	1.2889
No log	0.7097	22	1.9077	-0.0029	1.9077	1.3812
No log	0.7742	24	1.6515	0.0	1.6515	1.2851
No log	0.8387	26	1.3584	0.0	1.3584	1.1655
No log	0.9032	28	0.9342	0.0596	0.9342	0.9665
No log	0.9677	30	0.7816	-0.0753	0.7816	0.8841
No log	1.0323	32	0.8651	-0.1715	0.8651	0.9301
No log	1.0968	34	0.8831	-0.1715	0.8831	0.9397
No log	1.1613	36	1.1471	0.0046	1.1471	1.0710
No log	1.2258	38	1.7588	-0.0759	1.7588	1.3262
No log	1.2903	40	1.5093	-0.0487	1.5093	1.2286
No log	1.3548	42	0.9793	-0.0894	0.9793	0.9896
No log	1.4194	44	0.8491	-0.0331	0.8491	0.9215
No log	1.4839	46	0.8118	0.0191	0.8118	0.9010
No log	1.5484	48	0.9489	-0.0668	0.9489	0.9741
No log	1.6129	50	1.1257	-0.0720	1.1257	1.0610
No log	1.6774	52	1.4179	-0.0247	1.4179	1.1908
No log	1.7419	54	1.3315	-0.0247	1.3315	1.1539
No log	1.8065	56	1.0467	-0.0720	1.0467	1.0231
No log	1.8710	58	0.8799	0.0071	0.8799	0.9380
No log	1.9355	60	0.8240	-0.0753	0.8240	0.9077
No log	2.0	62	0.7828	-0.0739	0.7828	0.8848
No log	2.0645	64	0.7961	0.0588	0.7961	0.8923
No log	2.1290	66	0.8176	0.0017	0.8176	0.9042
No log	2.1935	68	0.8637	0.0642	0.8637	0.9294
No log	2.2581	70	0.8697	0.0642	0.8697	0.9326
No log	2.3226	72	0.9788	-0.0331	0.9788	0.9893
No log	2.3871	74	0.9634	-0.0617	0.9634	0.9816
No log	2.4516	76	0.8848	0.0826	0.8848	0.9406
No log	2.5161	78	0.8671	0.0099	0.8671	0.9312
No log	2.5806	80	1.0188	-0.1283	1.0188	1.0094
No log	2.6452	82	1.2043	-0.1019	1.2043	1.0974
No log	2.7097	84	1.2165	-0.1019	1.2165	1.1029
No log	2.7742	86	1.4040	-0.1019	1.4040	1.1849
No log	2.8387	88	1.4421	-0.0731	1.4421	1.2009
No log	2.9032	90	1.0601	-0.1274	1.0601	1.0296
No log	2.9677	92	0.9697	-0.1265	0.9697	0.9847
No log	3.0323	94	0.9950	-0.0837	0.9950	0.9975
No log	3.0968	96	1.1221	-0.0269	1.1221	1.0593
No log	3.1613	98	0.9839	-0.1267	0.9839	0.9919
No log	3.2258	100	0.8112	0.0476	0.8112	0.9007
No log	3.2903	102	0.8613	0.1342	0.8613	0.9281
No log	3.3548	104	0.9425	-0.0812	0.9425	0.9708
No log	3.4194	106	1.2767	-0.1523	1.2767	1.1299
No log	3.4839	108	1.3675	-0.1124	1.3675	1.1694
No log	3.5484	110	0.8459	0.0016	0.8459	0.9197
No log	3.6129	112	0.7044	0.1311	0.7044	0.8393
No log	3.6774	114	0.7156	0.1362	0.7156	0.8459
No log	3.7419	116	0.8128	0.1001	0.8128	0.9015
No log	3.8065	118	1.1124	-0.0438	1.1124	1.0547
No log	3.8710	120	1.5633	0.0140	1.5633	1.2503
No log	3.9355	122	1.3677	-0.0849	1.3677	1.1695
No log	4.0	124	0.8461	-0.0718	0.8461	0.9198
No log	4.0645	126	0.7674	0.0863	0.7674	0.8760
No log	4.1290	128	0.8179	-0.0766	0.8179	0.9044
No log	4.1935	130	0.9860	-0.0008	0.9860	0.9930
No log	4.2581	132	0.9281	-0.0767	0.9281	0.9634
No log	4.3226	134	0.8717	-0.1572	0.8717	0.9336
No log	4.3871	136	0.9085	-0.1633	0.9085	0.9532
No log	4.4516	138	1.0980	0.0193	1.0980	1.0478
No log	4.5161	140	0.9428	-0.1131	0.9428	0.9710
No log	4.5806	142	0.9223	-0.0915	0.9223	0.9604
No log	4.6452	144	0.9888	-0.1561	0.9888	0.9944
No log	4.7097	146	1.0535	-0.1554	1.0535	1.0264
No log	4.7742	148	1.0144	-0.1449	1.0144	1.0072
No log	4.8387	150	1.0697	-0.1446	1.0697	1.0342
No log	4.9032	152	1.1048	-0.0327	1.1048	1.0511
No log	4.9677	154	1.0940	-0.0788	1.0940	1.0459
No log	5.0323	156	1.0259	-0.1336	1.0259	1.0128
No log	5.0968	158	1.0205	-0.1229	1.0205	1.0102
No log	5.1613	160	0.9855	-0.0970	0.9855	0.9927
No log	5.2258	162	0.9759	-0.1643	0.9759	0.9879
No log	5.2903	164	0.9999	-0.1450	0.9999	1.0000
No log	5.3548	166	1.1803	-0.1488	1.1803	1.0864
No log	5.4194	168	1.0660	-0.1895	1.0660	1.0325
No log	5.4839	170	1.0087	-0.1222	1.0087	1.0043
No log	5.5484	172	1.0364	-0.2041	1.0364	1.0180
No log	5.6129	174	1.1960	-0.0939	1.1960	1.0936
No log	5.6774	176	1.2358	-0.0900	1.2358	1.1116
No log	5.7419	178	1.1177	-0.1514	1.1177	1.0572
No log	5.8065	180	1.0810	-0.1517	1.0810	1.0397
No log	5.8710	182	1.0091	-0.0734	1.0091	1.0045
No log	5.9355	184	1.0671	-0.1155	1.0671	1.0330
No log	6.0	186	0.9384	-0.1121	0.9384	0.9687
No log	6.0645	188	0.9184	-0.1464	0.9184	0.9583
No log	6.1290	190	0.9195	-0.1523	0.9195	0.9589
No log	6.1935	192	0.9200	-0.0643	0.9200	0.9591
No log	6.2581	194	1.0909	-0.0815	1.0909	1.0445
No log	6.3226	196	1.0393	-0.1203	1.0393	1.0195
No log	6.3871	198	0.8874	-0.0179	0.8874	0.9420
No log	6.4516	200	0.8852	-0.0056	0.8852	0.9408
No log	6.5161	202	0.9293	-0.0704	0.9293	0.9640
No log	6.5806	204	1.0287	-0.0818	1.0287	1.0143
No log	6.6452	206	0.9770	-0.0391	0.9770	0.9885
No log	6.7097	208	0.8743	-0.0690	0.8743	0.9350
No log	6.7742	210	0.8831	-0.0704	0.8831	0.9397
No log	6.8387	212	0.9621	-0.0355	0.9621	0.9809
No log	6.9032	214	0.9227	0.0095	0.9227	0.9606
No log	6.9677	216	0.8393	-0.0704	0.8393	0.9161
No log	7.0323	218	0.8544	-0.1187	0.8544	0.9243
No log	7.0968	220	0.9004	-0.0295	0.9004	0.9489
No log	7.1613	222	1.0530	-0.1270	1.0530	1.0262
No log	7.2258	224	1.0986	-0.1181	1.0986	1.0482
No log	7.2903	226	0.9656	-0.1187	0.9656	0.9827
No log	7.3548	228	0.9553	-0.1194	0.9553	0.9774
No log	7.4194	230	1.1417	-0.0138	1.1417	1.0685
No log	7.4839	232	1.2897	-0.0385	1.2897	1.1357
No log	7.5484	234	1.0099	-0.0118	1.0099	1.0050
No log	7.6129	236	0.8347	-0.0718	0.8347	0.9136
No log	7.6774	238	0.8081	-0.0704	0.8081	0.8989
No log	7.7419	240	0.8478	-0.1187	0.8478	0.9208
No log	7.8065	242	0.8426	-0.1187	0.8426	0.9179
No log	7.8710	244	0.8631	-0.1187	0.8631	0.9290
No log	7.9355	246	0.8503	0.0375	0.8503	0.9221
No log	8.0	248	0.8885	-0.0541	0.8885	0.9426
No log	8.0645	250	0.9476	-0.0785	0.9476	0.9734
No log	8.1290	252	1.0243	-0.1072	1.0243	1.0121
No log	8.1935	254	1.1281	-0.2231	1.1281	1.0621
No log	8.2581	256	1.0264	-0.2351	1.0264	1.0131
No log	8.3226	258	0.9206	-0.1580	0.9206	0.9595
No log	8.3871	260	0.8373	-0.0029	0.8373	0.9150
No log	8.4516	262	0.7954	-0.0059	0.7954	0.8918
No log	8.5161	264	0.7638	-0.0228	0.7638	0.8739
No log	8.5806	266	0.7892	0.0588	0.7892	0.8884
No log	8.6452	268	0.9595	0.0676	0.9595	0.9795
No log	8.7097	270	1.0420	0.0545	1.0420	1.0208
No log	8.7742	272	0.8879	0.0071	0.8879	0.9423
No log	8.8387	274	0.8522	-0.0999	0.8522	0.9231
No log	8.9032	276	0.8748	-0.0999	0.8748	0.9353
No log	8.9677	278	0.8945	-0.1187	0.8945	0.9458
No log	9.0323	280	0.9024	-0.1187	0.9024	0.9500
No log	9.0968	282	0.8778	-0.1131	0.8778	0.9369
No log	9.1613	284	0.8497	0.0247	0.8497	0.9218
No log	9.2258	286	0.8563	0.0129	0.8563	0.9254
No log	9.2903	288	0.9914	-0.0079	0.9914	0.9957
No log	9.3548	290	0.9978	-0.0459	0.9978	0.9989
No log	9.4194	292	0.8835	0.0562	0.8835	0.9399
No log	9.4839	294	0.8481	0.0214	0.8481	0.9209
No log	9.5484	296	0.8465	0.0863	0.8465	0.9200
No log	9.6129	298	0.8547	0.0879	0.8547	0.9245
No log	9.6774	300	0.8759	0.0600	0.8759	0.9359
No log	9.7419	302	0.9175	0.0071	0.9175	0.9579
No log	9.8065	304	0.8744	0.0700	0.8744	0.9351
No log	9.8710	306	0.8726	0.0700	0.8726	0.9341
No log	9.9355	308	0.8751	0.0277	0.8751	0.9355
No log	10.0	310	0.8906	0.1277	0.8906	0.9437
No log	10.0645	312	0.9119	0.0856	0.9119	0.9550
No log	10.1290	314	0.9478	-0.0669	0.9478	0.9736
No log	10.1935	316	0.9406	-0.0656	0.9406	0.9698
No log	10.2581	318	0.9379	-0.0027	0.9379	0.9684
No log	10.3226	320	0.9244	-0.0643	0.9244	0.9615
No log	10.3871	322	0.9502	-0.0699	0.9502	0.9748
No log	10.4516	324	0.9621	0.0129	0.9621	0.9808
No log	10.5161	326	0.8859	0.0225	0.8859	0.9412
No log	10.5806	328	0.8334	-0.1106	0.8334	0.9129
No log	10.6452	330	0.8305	0.0	0.8305	0.9113
No log	10.7097	332	0.8242	-0.1180	0.8242	0.9079
No log	10.7742	334	0.8674	-0.1197	0.8674	0.9314
No log	10.8387	336	0.8877	-0.0746	0.8877	0.9422
No log	10.9032	338	0.8637	-0.1449	0.8637	0.9294
No log	10.9677	340	0.9052	-0.1044	0.9052	0.9514
No log	11.0323	342	1.0600	0.1065	1.0600	1.0296
No log	11.0968	344	1.0845	-0.0157	1.0845	1.0414
No log	11.1613	346	0.9703	-0.0408	0.9703	0.9850
No log	11.2258	348	0.9158	-0.0355	0.9158	0.9570
No log	11.2903	350	0.9124	0.0016	0.9124	0.9552
No log	11.3548	352	0.8470	-0.0287	0.8470	0.9203
No log	11.4194	354	0.8490	-0.0195	0.8490	0.9214
No log	11.4839	356	0.8841	-0.0163	0.8841	0.9402
No log	11.5484	358	0.9270	-0.0186	0.9270	0.9628
No log	11.6129	360	0.9958	-0.0252	0.9958	0.9979
No log	11.6774	362	0.9526	-0.0218	0.9526	0.9760
No log	11.7419	364	0.9175	0.0257	0.9175	0.9579
No log	11.8065	366	0.9065	0.1192	0.9065	0.9521
No log	11.8710	368	0.9109	0.1189	0.9109	0.9544
No log	11.9355	370	0.9400	0.0236	0.9400	0.9695
No log	12.0	372	0.9966	-0.1203	0.9966	0.9983
No log	12.0645	374	1.0215	-0.1609	1.0215	1.0107
No log	12.1290	376	0.9697	-0.0755	0.9697	0.9847
No log	12.1935	378	0.9604	-0.1066	0.9604	0.9800
No log	12.2581	380	0.9958	-0.1009	0.9958	0.9979
No log	12.3226	382	1.0016	-0.1409	1.0016	1.0008
No log	12.3871	384	0.9797	-0.0186	0.9797	0.9898
No log	12.4516	386	1.0292	-0.0755	1.0292	1.0145
No log	12.5161	388	1.0284	-0.0351	1.0284	1.0141
No log	12.5806	390	0.9635	-0.0295	0.9635	0.9816
No log	12.6452	392	0.9339	-0.0704	0.9339	0.9664
No log	12.7097	394	0.9200	-0.0690	0.9200	0.9592
No log	12.7742	396	0.9244	-0.0704	0.9244	0.9614
No log	12.8387	398	0.9808	-0.0812	0.9808	0.9904
No log	12.9032	400	0.9306	-0.0295	0.9306	0.9647
No log	12.9677	402	0.9120	-0.0295	0.9120	0.9550
No log	13.0323	404	0.8961	-0.0274	0.8961	0.9466
No log	13.0968	406	0.9260	-0.0295	0.9260	0.9623
No log	13.1613	408	0.9448	-0.0316	0.9448	0.9720
No log	13.2258	410	0.9618	-0.0316	0.9618	0.9807
No log	13.2903	412	0.9646	-0.0316	0.9646	0.9821
No log	13.3548	414	0.9434	-0.0316	0.9434	0.9713
No log	13.4194	416	0.8905	-0.0252	0.8905	0.9437
No log	13.4839	418	0.9361	-0.0371	0.9361	0.9675
No log	13.5484	420	1.0690	-0.1645	1.0690	1.0339
No log	13.6129	422	1.0118	-0.0861	1.0118	1.0059
No log	13.6774	424	0.9200	-0.0228	0.9200	0.9591
No log	13.7419	426	0.9046	-0.0179	0.9046	0.9511
No log	13.8065	428	0.9314	-0.0228	0.9314	0.9651
No log	13.8710	430	0.9835	0.0099	0.9835	0.9917
No log	13.9355	432	0.9786	-0.0371	0.9786	0.9892
No log	14.0	434	0.9490	0.0099	0.9490	0.9742
No log	14.0645	436	0.9894	-0.0390	0.9894	0.9947
No log	14.1290	438	0.9612	0.0071	0.9612	0.9804
No log	14.1935	440	0.9159	-0.0118	0.9159	0.9570
No log	14.2581	442	0.9427	-0.0717	0.9427	0.9709
No log	14.3226	444	0.9303	-0.0056	0.9303	0.9645
No log	14.3871	446	0.9486	-0.0145	0.9486	0.9740
No log	14.4516	448	0.9795	-0.0163	0.9795	0.9897
No log	14.5161	450	0.9954	-0.0947	0.9954	0.9977
No log	14.5806	452	0.9976	-0.0806	0.9976	0.9988
No log	14.6452	454	0.9728	-0.0947	0.9728	0.9863
No log	14.7097	456	0.9690	-0.1135	0.9690	0.9844
No log	14.7742	458	0.9409	-0.0743	0.9409	0.9700
No log	14.8387	460	0.9211	-0.1457	0.9211	0.9597
No log	14.9032	462	0.9276	-0.1394	0.9276	0.9631
No log	14.9677	464	0.9175	-0.0444	0.9175	0.9579
No log	15.0323	466	0.9640	-0.0543	0.9640	0.9819
No log	15.0968	468	0.9778	-0.0904	0.9778	0.9888
No log	15.1613	470	0.9199	-0.0280	0.9199	0.9591
No log	15.2258	472	0.9723	0.0071	0.9723	0.9861
No log	15.2903	474	1.0376	-0.1660	1.0376	1.0186
No log	15.3548	476	0.9775	-0.1259	0.9775	0.9887
No log	15.4194	478	0.9410	-0.0541	0.9410	0.9700
No log	15.4839	480	0.9604	-0.0054	0.9604	0.9800
No log	15.5484	482	0.9837	-0.0221	0.9837	0.9918
No log	15.6129	484	1.0584	-0.1609	1.0584	1.0288
No log	15.6774	486	1.1141	-0.1582	1.1141	1.0555
No log	15.7419	488	1.0519	-0.1098	1.0519	1.0256
No log	15.8065	490	1.0244	-0.0127	1.0244	1.0121
No log	15.8710	492	1.0398	-0.1050	1.0398	1.0197
No log	15.9355	494	1.0615	-0.1152	1.0615	1.0303
No log	16.0	496	1.1021	-0.1998	1.1021	1.0498
No log	16.0645	498	1.0862	-0.1614	1.0862	1.0422
0.3533	16.1290	500	1.0453	-0.1748	1.0453	1.0224
0.3533	16.1935	502	1.0835	-0.2253	1.0835	1.0409
0.3533	16.2581	504	1.0637	-0.2125	1.0637	1.0314
0.3533	16.3226	506	1.0282	-0.0588	1.0282	1.0140
0.3533	16.3871	508	1.0278	-0.1200	1.0278	1.0138
0.3533	16.4516	510	1.0224	-0.1200	1.0224	1.0112
0.3533	16.5161	512	0.9725	-0.1650	0.9725	0.9861
0.3533	16.5806	514	0.9799	-0.1515	0.9799	0.9899
0.3533	16.6452	516	0.9964	-0.1762	0.9964	0.9982
0.3533	16.7097	518	1.0109	-0.1392	1.0109	1.0054
0.3533	16.7742	520	1.0092	-0.0743	1.0092	1.0046
0.3533	16.8387	522	0.9782	-0.0629	0.9782	0.9891
0.3533	16.9032	524	0.9639	-0.0731	0.9639	0.9818
0.3533	16.9677	526	0.9267	-0.0643	0.9267	0.9627
0.3533	17.0323	528	0.9028	-0.0524	0.9028	0.9502
0.3533	17.0968	530	0.8797	-0.0567	0.8797	0.9379
0.3533	17.1613	532	0.8627	-0.0567	0.8627	0.9288
0.3533	17.2258	534	0.8853	-0.0675	0.8853	0.9409
0.3533	17.2903	536	1.0115	-0.0336	1.0115	1.0057
0.3533	17.3548	538	1.0544	-0.0336	1.0544	1.0268
0.3533	17.4194	540	1.0022	-0.1072	1.0022	1.0011
0.3533	17.4839	542	1.0162	-0.1459	1.0162	1.0080
0.3533	17.5484	544	1.0104	-0.0585	1.0104	1.0052
0.3533	17.6129	546	0.9674	-0.0573	0.9674	0.9836
0.3533	17.6774	548	0.9463	-0.0228	0.9463	0.9728
0.3533	17.7419	550	0.9266	-0.0731	0.9266	0.9626
0.3533	17.8065	552	0.9089	-0.0731	0.9089	0.9534
0.3533	17.8710	554	0.8948	-0.0690	0.8948	0.9459
0.3533	17.9355	556	0.9106	-0.0628	0.9106	0.9543
0.3533	18.0	558	0.9339	-0.0690	0.9339	0.9664
0.3533	18.0645	560	0.9553	-0.0675	0.9553	0.9774
0.3533	18.1290	562	0.9933	-0.0295	0.9933	0.9967
0.3533	18.1935	564	1.0143	-0.1197	1.0143	1.0071
0.3533	18.2581	566	1.0051	-0.1197	1.0051	1.0025
0.3533	18.3226	568	0.9953	-0.0295	0.9953	0.9976
0.3533	18.3871	570	0.9876	-0.0755	0.9876	0.9938
0.3533	18.4516	572	0.9968	-0.1197	0.9968	0.9984
0.3533	18.5161	574	0.9502	-0.0643	0.9502	0.9748
0.3533	18.5806	576	0.9412	-0.0524	0.9412	0.9702
0.3533	18.6452	578	0.9368	-0.0675	0.9368	0.9679
0.3533	18.7097	580	0.9643	-0.1191	0.9643	0.9820
0.3533	18.7742	582	0.9433	-0.1650	0.9433	0.9712
0.3533	18.8387	584	0.9094	-0.0660	0.9094	0.9536
0.3533	18.9032	586	0.9044	-0.0675	0.9044	0.9510
0.3533	18.9677	588	0.9531	-0.1255	0.9531	0.9763
0.3533	19.0323	590	0.9802	-0.1255	0.9802	0.9900
0.3533	19.0968	592	0.9255	-0.0252	0.9255	0.9620
0.3533	19.1613	594	0.9191	-0.0252	0.9191	0.9587
0.3533	19.2258	596	0.9395	-0.0731	0.9395	0.9693
0.3533	19.2903	598	0.9498	-0.0790	0.9498	0.9746
0.3533	19.3548	600	0.9035	-0.0228	0.9035	0.9505
0.3533	19.4194	602	0.8785	-0.0643	0.8785	0.9373
0.3533	19.4839	604	0.8773	-0.0567	0.8773	0.9366
0.3533	19.5484	606	0.8768	-0.0643	0.8768	0.9364
0.3533	19.6129	608	0.9065	-0.0704	0.9065	0.9521
0.3533	19.6774	610	1.0071	0.0183	1.0071	1.0035
0.3533	19.7419	612	1.0657	-0.0336	1.0657	1.0323
0.3533	19.8065	614	1.0920	-0.0336	1.0920	1.0450
0.3533	19.8710	616	1.0811	-0.1191	1.0811	1.0397
0.3533	19.9355	618	1.0466	-0.1191	1.0466	1.0230
0.3533	20.0	620	0.9684	-0.0252	0.9684	0.9841
0.3533	20.0645	622	0.9420	-0.0218	0.9420	0.9706
0.3533	20.1290	624	0.9473	-0.0252	0.9473	0.9733
0.3533	20.1935	626	0.9715	0.0512	0.9715	0.9856
0.3533	20.2581	628	0.9159	0.0549	0.9159	0.9570
0.3533	20.3226	630	0.8685	0.0183	0.8685	0.9319
0.3533	20.3871	632	0.8416	-0.0170	0.8416	0.9174
0.3533	20.4516	634	0.8432	0.0269	0.8432	0.9183
0.3533	20.5161	636	0.8485	-0.0170	0.8485	0.9211
0.3533	20.5806	638	0.8765	-0.0316	0.8765	0.9362
0.3533	20.6452	640	0.9844	0.1243	0.9844	0.9922
0.3533	20.7097	642	0.9898	0.1243	0.9898	0.9949
0.3533	20.7742	644	0.8928	-0.0316	0.8928	0.9449
0.3533	20.8387	646	0.8705	0.0205	0.8705	0.9330
0.3533	20.9032	648	0.8774	0.0152	0.8774	0.9367
0.3533	20.9677	650	0.8743	0.0236	0.8743	0.9350
0.3533	21.0323	652	0.8748	-0.0170	0.8748	0.9353
0.3533	21.0968	654	0.9026	0.0152	0.9026	0.9500
0.3533	21.1613	656	0.9289	0.0099	0.9289	0.9638
0.3533	21.2258	658	0.9290	0.0099	0.9290	0.9638
0.3533	21.2903	660	0.8821	-0.0138	0.8821	0.9392
0.3533	21.3548	662	0.9362	-0.0861	0.9362	0.9676
0.3533	21.4194	664	0.9823	-0.1054	0.9823	0.9911
0.3533	21.4839	666	0.9317	-0.0066	0.9317	0.9653
0.3533	21.5484	668	0.8735	-0.0628	0.8735	0.9346
0.3533	21.6129	670	0.9019	-0.0295	0.9019	0.9497
0.3533	21.6774	672	0.9109	0.0123	0.9109	0.9544
0.3533	21.7419	674	0.8746	-0.0704	0.8746	0.9352
0.3533	21.8065	676	0.8701	-0.0675	0.8701	0.9328
0.3533	21.8710	678	0.9050	-0.0029	0.9050	0.9513
0.3533	21.9355	680	0.9132	-0.0644	0.9132	0.9556
0.3533	22.0	682	0.9249	-0.1184	0.9249	0.9617
0.3533	22.0645	684	1.0336	-0.0336	1.0336	1.0167
0.3533	22.1290	686	1.0758	-0.1609	1.0758	1.0372
0.3533	22.1935	688	1.0309	-0.0336	1.0309	1.0153
0.3533	22.2581	690	0.9443	-0.1644	0.9443	0.9718
0.3533	22.3226	692	0.9172	-0.0567	0.9172	0.9577
0.3533	22.3871	694	0.9039	-0.0426	0.9039	0.9507
0.3533	22.4516	696	0.8733	-0.0550	0.8733	0.9345
0.3533	22.5161	698	0.8463	-0.1180	0.8463	0.9199
0.3533	22.5806	700	0.8535	-0.0718	0.8535	0.9239
0.3533	22.6452	702	0.8433	-0.0274	0.8433	0.9183
0.3533	22.7097	704	0.8626	0.0152	0.8626	0.9288
0.3533	22.7742	706	0.8630	0.0152	0.8630	0.9290
0.3533	22.8387	708	0.8616	0.0152	0.8616	0.9282
0.3533	22.9032	710	0.8491	0.0152	0.8491	0.9215
0.3533	22.9677	712	0.8423	-0.0718	0.8423	0.9177
0.3533	23.0323	714	0.8412	-0.0179	0.8412	0.9172
0.3533	23.0968	716	0.8523	-0.0252	0.8523	0.9232
0.3533	23.1613	718	0.9183	0.0549	0.9183	0.9583
0.3533	23.2258	720	1.0366	-0.0886	1.0366	1.0181
0.3533	23.2903	722	1.0981	-0.1624	1.0981	1.0479
0.3533	23.3548	724	1.0275	-0.0878	1.0275	1.0136
0.3533	23.4194	726	0.9667	-0.0336	0.9667	0.9832
0.3533	23.4839	728	0.9381	0.0152	0.9381	0.9686
0.3533	23.5484	730	0.9586	0.0123	0.9586	0.9791
0.3533	23.6129	732	1.0331	-0.0373	1.0331	1.0164
0.3533	23.6774	734	1.0560	-0.0809	1.0560	1.0276
0.3533	23.7419	736	1.0007	0.0123	1.0007	1.0003
0.3533	23.8065	738	0.9469	-0.0283	0.9469	0.9731
0.3533	23.8710	740	0.9338	-0.0283	0.9338	0.9663
0.3533	23.9355	742	0.9192	0.0123	0.9192	0.9587
0.3533	24.0	744	0.8849	0.0152	0.8849	0.9407
0.3533	24.0645	746	0.8898	-0.0274	0.8898	0.9433
0.3533	24.1290	748	0.9081	-0.0274	0.9081	0.9530
0.3533	24.1935	750	0.9537	-0.0336	0.9537	0.9766
0.3533	24.2581	752	1.0020	-0.1209	1.0020	1.0010
0.3533	24.3226	754	1.0880	-0.1268	1.0880	1.0431
0.3533	24.3871	756	1.0664	-0.1597	1.0664	1.0326
0.3533	24.4516	758	0.9692	-0.0336	0.9692	0.9845
0.3533	24.5161	760	0.9123	-0.0204	0.9123	0.9551
0.3533	24.5806	762	0.9022	0.0338	0.9022	0.9498
0.3533	24.6452	764	0.9039	0.0247	0.9039	0.9507
0.3533	24.7097	766	0.9484	-0.0788	0.9484	0.9739
0.3533	24.7742	768	1.0030	-0.1214	1.0030	1.0015
0.3533	24.8387	770	1.0199	-0.0490	1.0199	1.0099
0.3533	24.9032	772	1.0213	-0.1214	1.0213	1.0106
0.3533	24.9677	774	0.9831	-0.0408	0.9831	0.9915
0.3533	25.0323	776	0.9461	-0.0316	0.9461	0.9727
0.3533	25.0968	778	0.9223	-0.0295	0.9223	0.9604
0.3533	25.1613	780	0.9288	-0.0316	0.9288	0.9637
0.3533	25.2258	782	0.9626	-0.1203	0.9626	0.9811
0.3533	25.2903	784	0.9864	-0.1609	0.9864	0.9932
0.3533	25.3548	786	0.9845	-0.1206	0.9845	0.9922
0.3533	25.4194	788	0.9853	-0.1209	0.9853	0.9926
0.3533	25.4839	790	0.9901	-0.1206	0.9901	0.9950
0.3533	25.5484	792	0.9460	-0.0295	0.9460	0.9726
0.3533	25.6129	794	0.9337	0.0183	0.9337	0.9663
0.3533	25.6774	796	0.9333	-0.0295	0.9333	0.9661
0.3533	25.7419	798	0.9424	-0.0295	0.9424	0.9708
0.3533	25.8065	800	0.9491	-0.0336	0.9491	0.9742
0.3533	25.8710	802	0.9243	-0.0718	0.9243	0.9614
0.3533	25.9355	804	0.9054	-0.0690	0.9054	0.9515
0.3533	26.0	806	0.9126	-0.0690	0.9126	0.9553
0.3533	26.0645	808	0.9179	-0.0704	0.9179	0.9581
0.3533	26.1290	810	0.9459	-0.0351	0.9459	0.9726
0.3533	26.1935	812	0.9690	-0.0351	0.9690	0.9844
0.3533	26.2581	814	0.9590	-0.0351	0.9590	0.9793
0.3533	26.3226	816	0.9509	-0.0766	0.9509	0.9751
0.3533	26.3871	818	0.9774	-0.0351	0.9774	0.9886
0.3533	26.4516	820	0.9912	-0.0351	0.9912	0.9956
0.3533	26.5161	822	0.9700	-0.0371	0.9700	0.9849
0.3533	26.5806	824	0.9351	0.0191	0.9351	0.9670
0.3533	26.6452	826	0.9257	-0.0675	0.9257	0.9621
0.3533	26.7097	828	0.9343	-0.1916	0.9343	0.9666
0.3533	26.7742	830	0.9381	-0.1916	0.9381	0.9686
0.3533	26.8387	832	0.9803	-0.0336	0.9803	0.9901
0.3533	26.9032	834	1.0315	0.0346	1.0315	1.0156
0.3533	26.9677	836	0.9989	-0.0390	0.9989	0.9994
0.3533	27.0323	838	0.9308	-0.1580	0.9308	0.9648
0.3533	27.0968	840	0.8890	-0.0612	0.8890	0.9429
0.3533	27.1613	842	0.8760	-0.0612	0.8760	0.9359
0.3533	27.2258	844	0.8730	-0.0612	0.8730	0.9344
0.3533	27.2903	846	0.9099	-0.0766	0.9099	0.9539
0.3533	27.3548	848	0.9649	0.0043	0.9649	0.9823
0.3533	27.4194	850	0.9738	0.0071	0.9738	0.9868
0.3533	27.4839	852	0.9721	0.0071	0.9721	0.9860
0.3533	27.5484	854	0.9545	-0.1184	0.9545	0.9770
0.3533	27.6129	856	0.9683	-0.0743	0.9683	0.9840
0.3533	27.6774	858	0.9631	-0.0274	0.9631	0.9814
0.3533	27.7419	860	0.9434	-0.0643	0.9434	0.9713
0.3533	27.8065	862	0.9486	-0.1643	0.9486	0.9739
0.3533	27.8710	864	0.9420	-0.1047	0.9420	0.9705
0.3533	27.9355	866	0.9289	-0.0179	0.9289	0.9638
0.3533	28.0	868	0.9611	-0.0755	0.9611	0.9804
0.3533	28.0645	870	0.9938	-0.1261	0.9938	0.9969
0.3533	28.1290	872	0.9776	-0.1259	0.9776	0.9887
0.3533	28.1935	874	0.9367	-0.0767	0.9367	0.9678
0.3533	28.2581	876	0.8793	-0.0252	0.8793	0.9377
0.3533	28.3226	878	0.8763	-0.0218	0.8763	0.9361
0.3533	28.3871	880	0.9064	-0.0274	0.9064	0.9521
0.3533	28.4516	882	0.9407	-0.0336	0.9407	0.9699
0.3533	28.5161	884	0.9534	-0.0336	0.9534	0.9764
0.3533	28.5806	886	1.0113	-0.0861	1.0113	1.0057
0.3533	28.6452	888	1.0409	-0.0571	1.0409	1.0203
0.3533	28.7097	890	0.9732	-0.0459	0.9732	0.9865
0.3533	28.7742	892	0.8858	-0.0336	0.8858	0.9412
0.3533	28.8387	894	0.8741	-0.0152	0.8741	0.9350
0.3533	28.9032	896	0.9187	-0.1592	0.9187	0.9585
0.3533	28.9677	898	0.9273	-0.0320	0.9273	0.9630
0.3533	29.0323	900	0.9098	-0.0145	0.9098	0.9538
0.3533	29.0968	902	0.9336	-0.0274	0.9336	0.9662
0.3533	29.1613	904	0.9914	-0.0778	0.9914	0.9957
0.3533	29.2258	906	0.9897	-0.0778	0.9897	0.9948
0.3533	29.2903	908	0.9499	-0.0228	0.9499	0.9746
0.3533	29.3548	910	0.9433	-0.0583	0.9433	0.9712
0.3533	29.4194	912	0.9514	-0.0541	0.9514	0.9754
0.3533	29.4839	914	0.9378	-0.0628	0.9378	0.9684
0.3533	29.5484	916	0.9562	-0.0718	0.9562	0.9779
0.3533	29.6129	918	1.0413	-0.0861	1.0413	1.0205
0.3533	29.6774	920	1.0750	-0.1265	1.0750	1.0368
0.3533	29.7419	922	1.0658	-0.1267	1.0658	1.0324
0.3533	29.8065	924	0.9986	-0.0852	0.9986	0.9993
0.3533	29.8710	926	0.9165	0.0159	0.9165	0.9573
0.3533	29.9355	928	0.8667	-0.0179	0.8667	0.9310
0.3533	30.0	930	0.8498	-0.0179	0.8498	0.9218
0.3533	30.0645	932	0.8485	-0.0152	0.8485	0.9211
0.3533	30.1290	934	0.8631	-0.0204	0.8631	0.9290
0.3533	30.1935	936	0.9139	0.0071	0.9139	0.9560
0.3533	30.2581	938	0.9648	-0.0390	0.9648	0.9822
0.3533	30.3226	940	1.0243	-0.0842	1.0243	1.0121
0.3533	30.3871	942	0.9985	-0.1203	0.9985	0.9993
0.3533	30.4516	944	0.9425	-0.0743	0.9425	0.9708
0.3533	30.5161	946	0.9238	-0.0731	0.9238	0.9611
0.3533	30.5806	948	0.9528	-0.0743	0.9528	0.9761
0.3533	30.6452	950	1.0162	-0.1259	1.0162	1.0080
0.3533	30.7097	952	1.0482	-0.0852	1.0482	1.0238
0.3533	30.7742	954	1.0496	-0.1261	1.0496	1.0245
0.3533	30.8387	956	0.9880	-0.1255	0.9880	0.9940
0.3533	30.9032	958	0.9366	-0.0690	0.9366	0.9678
0.3533	30.9677	960	0.9595	-0.0939	0.9595	0.9795
0.3533	31.0323	962	1.0076	-0.0977	1.0076	1.0038
0.3533	31.0968	964	1.0084	-0.1408	1.0084	1.0042
0.3533	31.1613	966	0.9870	-0.0898	0.9870	0.9935
0.3533	31.2258	968	1.0064	-0.0731	1.0064	1.0032
0.3533	31.2903	970	1.0557	-0.1257	1.0557	1.0275
0.3533	31.3548	972	1.0836	-0.1263	1.0836	1.0410
0.3533	31.4194	974	1.0738	-0.1267	1.0738	1.0362
0.3533	31.4839	976	1.0154	-0.0842	1.0154	1.0077
0.3533	31.5484	978	0.9223	-0.0331	0.9223	0.9604
0.3533	31.6129	980	0.8939	0.0191	0.8939	0.9454
0.3533	31.6774	982	0.8952	-0.0252	0.8952	0.9462
0.3533	31.7419	984	0.9142	-0.0252	0.9142	0.9562
0.3533	31.8065	986	0.9285	-0.0274	0.9285	0.9636
0.3533	31.8710	988	0.9123	-0.0252	0.9123	0.9552
0.3533	31.9355	990	0.9133	-0.0252	0.9133	0.9557
0.3533	32.0	992	0.9313	-0.0295	0.9313	0.9651
0.3533	32.0645	994	0.9419	-0.0295	0.9419	0.9705
0.3533	32.1290	996	0.9703	-0.0351	0.9703	0.9850
0.3533	32.1935	998	0.9629	-0.0351	0.9629	0.9813
0.069	32.2581	1000	0.9252	-0.0204	0.9252	0.9619
0.069	32.3226	1002	0.9238	-0.0179	0.9238	0.9611
0.069	32.3871	1004	0.9505	-0.1395	0.9505	0.9750
0.069	32.4516	1006	0.9592	-0.1459	0.9592	0.9794
0.069	32.5161	1008	0.9613	-0.1060	0.9613	0.9804
0.069	32.5806	1010	0.9682	-0.0204	0.9682	0.9840
0.069	32.6452	1012	0.9613	-0.0204	0.9613	0.9805

Framework versions

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