ArabicNewSplits7_FineTuningAraBERT_run2_AugV5_k8_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: 0.8628
• Qwk: 0.0017
• Mse: 0.8628
• Rmse: 0.9289

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	0.0870	2	3.7685	0.0029	3.7685	1.9413
No log	0.1739	4	1.8078	0.0153	1.8078	1.3445
No log	0.2609	6	0.9744	0.0486	0.9744	0.9871
No log	0.3478	8	0.7722	0.0857	0.7722	0.8787
No log	0.4348	10	1.0533	-0.0899	1.0533	1.0263
No log	0.5217	12	1.0606	-0.0551	1.0606	1.0299
No log	0.6087	14	0.8048	0.0759	0.8048	0.8971
No log	0.6957	16	0.7939	0.1379	0.7939	0.8910
No log	0.7826	18	0.8052	-0.1233	0.8052	0.8973
No log	0.8696	20	0.9424	-0.0558	0.9424	0.9708
No log	0.9565	22	1.1254	-0.0677	1.1254	1.0609
No log	1.0435	24	1.4305	-0.0247	1.4305	1.1960
No log	1.1304	26	1.1228	-0.0164	1.1228	1.0596
No log	1.2174	28	1.0314	-0.0398	1.0314	1.0156
No log	1.3043	30	0.9656	-0.0301	0.9656	0.9827
No log	1.3913	32	0.9574	-0.0583	0.9574	0.9785
No log	1.4783	34	1.0353	-0.0982	1.0353	1.0175
No log	1.5652	36	0.9482	-0.0583	0.9482	0.9738
No log	1.6522	38	1.0491	-0.1285	1.0491	1.0243
No log	1.7391	40	0.9517	-0.0902	0.9517	0.9755
No log	1.8261	42	0.8323	-0.1153	0.8323	0.9123
No log	1.9130	44	0.8449	-0.0609	0.8449	0.9192
No log	2.0	46	0.9878	-0.0886	0.9878	0.9939
No log	2.0870	48	1.1759	-0.0987	1.1759	1.0844
No log	2.1739	50	1.6520	-0.0247	1.6520	1.2853
No log	2.2609	52	1.4057	-0.1294	1.4057	1.1856
No log	2.3478	54	0.9883	-0.0200	0.9883	0.9941
No log	2.4348	56	0.9225	-0.0894	0.9225	0.9605
No log	2.5217	58	1.0019	-0.0930	1.0019	1.0009
No log	2.6087	60	1.0614	-0.0695	1.0614	1.0302
No log	2.6957	62	1.0924	-0.0117	1.0924	1.0452
No log	2.7826	64	0.8643	-0.0391	0.8643	0.9297
No log	2.8696	66	0.8229	-0.0188	0.8229	0.9071
No log	2.9565	68	0.8181	-0.0660	0.8181	0.9045
No log	3.0435	70	0.8798	-0.0532	0.8798	0.9380
No log	3.1304	72	0.9246	-0.0571	0.9246	0.9616
No log	3.2174	74	0.8805	0.1107	0.8805	0.9384
No log	3.3043	76	0.8017	0.0476	0.8017	0.8954
No log	3.3913	78	0.8396	-0.1397	0.8396	0.9163
No log	3.4783	80	0.7945	-0.1001	0.7945	0.8914
No log	3.5652	82	0.8819	0.0476	0.8819	0.9391
No log	3.6522	84	1.0292	-0.0163	1.0292	1.0145
No log	3.7391	86	0.9205	-0.0545	0.9205	0.9594
No log	3.8261	88	1.1607	0.0331	1.1607	1.0774
No log	3.9130	90	0.8178	-0.0690	0.8178	0.9043
No log	4.0	92	0.8048	0.0479	0.8048	0.8971
No log	4.0870	94	0.9182	-0.1585	0.9182	0.9582
No log	4.1739	96	1.2882	-0.0272	1.2882	1.1350
No log	4.2609	98	1.0876	-0.0106	1.0876	1.0429
No log	4.3478	100	0.8492	-0.0557	0.8492	0.9215
No log	4.4348	102	0.9213	-0.1107	0.9213	0.9598
No log	4.5217	104	1.3578	0.1240	1.3578	1.1653
No log	4.6087	106	1.0200	0.0175	1.0200	1.0100
No log	4.6957	108	0.7700	0.0449	0.7700	0.8775
No log	4.7826	110	0.7651	0.0323	0.7651	0.8747
No log	4.8696	112	0.7418	0.0296	0.7418	0.8613
No log	4.9565	114	0.9456	-0.0122	0.9456	0.9724
No log	5.0435	116	1.6800	0.1147	1.6800	1.2962
No log	5.1304	118	1.8684	0.0602	1.8684	1.3669
No log	5.2174	120	1.2589	0.0819	1.2589	1.1220
No log	5.3043	122	0.7317	0.0863	0.7317	0.8554
No log	5.3913	124	0.7419	-0.0551	0.7419	0.8613
No log	5.4783	126	0.7120	-0.0591	0.7120	0.8438
No log	5.5652	128	1.0045	0.0651	1.0045	1.0022
No log	5.6522	130	1.4059	-0.0141	1.4059	1.1857
No log	5.7391	132	1.1208	0.0848	1.1208	1.0587
No log	5.8261	134	0.7433	0.0512	0.7433	0.8622
No log	5.9130	136	0.7472	0.1879	0.7472	0.8644
No log	6.0	138	1.0044	0.0778	1.0044	1.0022
No log	6.0870	140	0.9349	0.0257	0.9349	0.9669
No log	6.1739	142	0.8367	0.0134	0.8367	0.9147
No log	6.2609	144	1.0577	0.0217	1.0577	1.0284
No log	6.3478	146	1.6201	-0.0412	1.6201	1.2728
No log	6.4348	148	1.3419	-0.0012	1.3419	1.1584
No log	6.5217	150	0.8815	0.0956	0.8815	0.9389
No log	6.6087	152	0.8044	0.0680	0.8044	0.8969
No log	6.6957	154	0.7930	0.0680	0.7930	0.8905
No log	6.7826	156	0.8316	0.0123	0.8316	0.9119
No log	6.8696	158	0.9969	-0.0182	0.9969	0.9985
No log	6.9565	160	1.0716	-0.0228	1.0716	1.0352
No log	7.0435	162	0.9433	-0.0393	0.9433	0.9712
No log	7.1304	164	0.8849	0.1001	0.8849	0.9407
No log	7.2174	166	0.9962	0.1632	0.9962	0.9981
No log	7.3043	168	0.8510	0.0972	0.8510	0.9225
No log	7.3913	170	0.9187	-0.0030	0.9187	0.9585
No log	7.4783	172	1.1049	-0.0214	1.1049	1.0511
No log	7.5652	174	0.8265	0.0490	0.8265	0.9091
No log	7.6522	176	0.7674	0.0983	0.7674	0.8760
No log	7.7391	178	0.7638	0.0937	0.7638	0.8740
No log	7.8261	180	0.8884	-0.0101	0.8884	0.9425
No log	7.9130	182	1.4896	0.0537	1.4896	1.2205
No log	8.0	184	1.5157	0.0795	1.5157	1.2311
No log	8.0870	186	0.9917	-0.0163	0.9917	0.9958
No log	8.1739	188	0.7859	0.0610	0.7859	0.8865
No log	8.2609	190	0.8935	0.0776	0.8935	0.9453
No log	8.3478	192	0.7943	-0.1399	0.7943	0.8912
No log	8.4348	194	0.7610	0.0318	0.7610	0.8723
No log	8.5217	196	1.1315	-0.0982	1.1315	1.0637
No log	8.6087	198	1.5335	0.0045	1.5335	1.2383
No log	8.6957	200	1.3972	0.0060	1.3972	1.1820
No log	8.7826	202	0.9870	0.0515	0.9870	0.9935
No log	8.8696	204	0.7913	0.0214	0.7913	0.8895
No log	8.9565	206	0.7662	0.0214	0.7662	0.8753
No log	9.0435	208	0.7626	0.0650	0.7626	0.8733
No log	9.1304	210	0.7600	0.0574	0.7600	0.8718
No log	9.2174	212	1.0242	0.1599	1.0242	1.0120
No log	9.3043	214	1.0796	0.2020	1.0796	1.0390
No log	9.3913	216	0.7749	0.0676	0.7749	0.8803
No log	9.4783	218	0.6755	0.0334	0.6755	0.8219
No log	9.5652	220	0.6759	0.1021	0.6759	0.8221
No log	9.6522	222	0.6878	0.0964	0.6878	0.8293
No log	9.7391	224	0.8555	0.0233	0.8555	0.9249
No log	9.8261	226	1.0636	0.0006	1.0636	1.0313
No log	9.9130	228	0.9635	-0.0285	0.9635	0.9816
No log	10.0	230	0.9057	-0.0545	0.9057	0.9517
No log	10.0870	232	0.8671	0.0346	0.8671	0.9312
No log	10.1739	234	0.8187	-0.0371	0.8187	0.9048
No log	10.2609	236	0.8159	-0.0186	0.8159	0.9033
No log	10.3478	238	0.8274	-0.0178	0.8274	0.9096
No log	10.4348	240	0.8888	-0.0809	0.8888	0.9427
No log	10.5217	242	1.0103	-0.0595	1.0103	1.0051
No log	10.6087	244	1.0119	-0.0595	1.0119	1.0059
No log	10.6957	246	0.8252	-0.0371	0.8252	0.9084
No log	10.7826	248	0.7739	0.0357	0.7739	0.8797
No log	10.8696	250	0.7883	0.0323	0.7883	0.8879
No log	10.9565	252	0.8662	-0.0390	0.8662	0.9307
No log	11.0435	254	0.8407	0.0099	0.8407	0.9169
No log	11.1304	256	0.8370	0.0099	0.8370	0.9149
No log	11.2174	258	0.8010	0.0225	0.8010	0.8950
No log	11.3043	260	0.8775	-0.0056	0.8775	0.9367
No log	11.3913	262	0.9758	-0.0490	0.9758	0.9878
No log	11.4783	264	0.9033	-0.0056	0.9033	0.9504
No log	11.5652	266	0.9074	-0.0033	0.9074	0.9526
No log	11.6522	268	0.9946	0.0111	0.9946	0.9973
No log	11.7391	270	0.8366	0.0442	0.8366	0.9147
No log	11.8261	272	0.7629	0.0095	0.7629	0.8735
No log	11.9130	274	0.7627	0.0562	0.7627	0.8733
No log	12.0	276	0.7452	0.0026	0.7452	0.8632
No log	12.0870	278	0.8709	0.0776	0.8709	0.9332
No log	12.1739	280	0.8160	0.1171	0.8160	0.9033
No log	12.2609	282	0.7645	0.0759	0.7645	0.8743
No log	12.3478	284	0.8986	-0.0490	0.8986	0.9480
No log	12.4348	286	0.8318	-0.0425	0.8318	0.9120
No log	12.5217	288	0.7370	0.0513	0.7370	0.8585
No log	12.6087	290	0.8105	-0.0248	0.8105	0.9003
No log	12.6957	292	0.7796	-0.0248	0.7796	0.8830
No log	12.7826	294	0.7362	0.0496	0.7362	0.8580
No log	12.8696	296	0.8910	-0.0870	0.8910	0.9439
No log	12.9565	298	1.0131	-0.0595	1.0131	1.0065
No log	13.0435	300	1.0594	-0.0595	1.0594	1.0292
No log	13.1304	302	0.8435	0.0017	0.8435	0.9184
No log	13.2174	304	0.7524	0.0543	0.7524	0.8674
No log	13.3043	306	0.7664	-0.0248	0.7664	0.8755
No log	13.3913	308	0.7315	0.0863	0.7315	0.8553
No log	13.4783	310	0.8585	-0.0518	0.8585	0.9266
No log	13.5652	312	1.0441	-0.0961	1.0441	1.0218
No log	13.6522	314	1.0144	-0.0949	1.0144	1.0072
No log	13.7391	316	0.8092	0.0476	0.8092	0.8996
No log	13.8261	318	0.7649	0.0783	0.7649	0.8746
No log	13.9130	320	0.7625	0.0357	0.7625	0.8732
No log	14.0	322	0.7731	0.1202	0.7731	0.8793
No log	14.0870	324	0.8147	0.0588	0.8147	0.9026
No log	14.1739	326	0.8200	0.0588	0.8200	0.9055
No log	14.2609	328	0.8339	0.0549	0.8339	0.9132
No log	14.3478	330	0.7452	0.1259	0.7452	0.8633
No log	14.4348	332	0.7326	0.0416	0.7326	0.8559
No log	14.5217	334	0.7605	0.0628	0.7605	0.8720
No log	14.6087	336	0.8671	-0.0408	0.8671	0.9312
No log	14.6957	338	1.0888	-0.0331	1.0888	1.0435
No log	14.7826	340	1.0223	-0.0285	1.0223	1.0111
No log	14.8696	342	0.8133	0.0205	0.8133	0.9018
No log	14.9565	344	0.7848	0.0030	0.7848	0.8859
No log	15.0435	346	0.8090	0.0187	0.8090	0.8994
No log	15.1304	348	0.7961	-0.0059	0.7961	0.8922
No log	15.2174	350	0.9179	-0.0788	0.9179	0.9580
No log	15.3043	352	1.0325	-0.0902	1.0325	1.0161
No log	15.3913	354	0.9385	-0.0122	0.9385	0.9687
No log	15.4783	356	0.8403	0.0071	0.8403	0.9167
No log	15.5652	358	0.8291	0.0549	0.8291	0.9105
No log	15.6522	360	0.8180	0.1047	0.8180	0.9044
No log	15.7391	362	0.9115	-0.0861	0.9115	0.9547
No log	15.8261	364	0.9837	-0.0558	0.9837	0.9918
No log	15.9130	366	0.9689	-0.0558	0.9689	0.9843
No log	16.0	368	0.8533	-0.0833	0.8533	0.9237
No log	16.0870	370	0.7723	0.0374	0.7723	0.8788
No log	16.1739	372	0.7735	-0.0644	0.7735	0.8795
No log	16.2609	374	0.8133	0.0588	0.8133	0.9018
No log	16.3478	376	0.9725	-0.0218	0.9725	0.9862
No log	16.4348	378	0.9899	-0.0236	0.9899	0.9949
No log	16.5217	380	0.8519	-0.0408	0.8519	0.9230
No log	16.6087	382	0.7664	-0.0451	0.7664	0.8754
No log	16.6957	384	0.7792	-0.0363	0.7792	0.8827
No log	16.7826	386	0.7598	-0.0451	0.7598	0.8716
No log	16.8696	388	0.7747	0.0670	0.7747	0.8802
No log	16.9565	390	0.8581	-0.0842	0.8581	0.9263
No log	17.0435	392	0.8953	-0.1261	0.8953	0.9462
No log	17.1304	394	0.8215	0.0588	0.8215	0.9064
No log	17.2174	396	0.7822	0.0191	0.7822	0.8844
No log	17.3043	398	0.7737	0.0191	0.7737	0.8796
No log	17.3913	400	0.7810	0.0588	0.7810	0.8838
No log	17.4783	402	0.7930	0.0099	0.7930	0.8905
No log	17.5652	404	0.7867	0.0099	0.7867	0.8869
No log	17.6522	406	0.7543	0.0670	0.7543	0.8685
No log	17.7391	408	0.7327	0.1024	0.7327	0.8560
No log	17.8261	410	0.7456	0.0723	0.7456	0.8635
No log	17.9130	412	0.8753	-0.0894	0.8753	0.9356
No log	18.0	414	1.0035	0.0329	1.0035	1.0017
No log	18.0870	416	0.9621	-0.0606	0.9621	0.9809
No log	18.1739	418	0.8162	0.0099	0.8162	0.9034
No log	18.2609	420	0.7862	0.0759	0.7862	0.8867
No log	18.3478	422	0.8161	0.0588	0.8161	0.9034
No log	18.4348	424	0.8306	0.0512	0.8306	0.9114
No log	18.5217	426	0.8674	-0.0474	0.8674	0.9313
No log	18.6087	428	0.9060	-0.0909	0.9060	0.9518
No log	18.6957	430	0.8108	0.0549	0.8108	0.9005
No log	18.7826	432	0.7181	0.1371	0.7181	0.8474
No log	18.8696	434	0.7104	0.0541	0.7104	0.8428
No log	18.9565	436	0.7045	0.0918	0.7045	0.8394
No log	19.0435	438	0.7243	0.0759	0.7243	0.8510
No log	19.1304	440	0.7330	0.0714	0.7330	0.8561
No log	19.2174	442	0.7277	0.0964	0.7277	0.8531
No log	19.3043	444	0.7516	0.0260	0.7516	0.8670
No log	19.3913	446	0.7931	0.1097	0.7931	0.8906
No log	19.4783	448	0.8052	0.1449	0.8052	0.8973
No log	19.5652	450	0.8414	0.0909	0.8414	0.9173
No log	19.6522	452	0.9047	-0.0079	0.9047	0.9511
No log	19.7391	454	0.8721	0.0442	0.8721	0.9339
No log	19.8261	456	0.8380	0.0679	0.8380	0.9154
No log	19.9130	458	0.8558	0.0236	0.8558	0.9251
No log	20.0	460	0.8558	-0.0200	0.8558	0.9251
No log	20.0870	462	0.8624	0.0146	0.8624	0.9287
No log	20.1739	464	0.9010	0.0377	0.9010	0.9492
No log	20.2609	466	0.8345	0.0549	0.8345	0.9135
No log	20.3478	468	0.7780	-0.0170	0.7780	0.8820
No log	20.4348	470	0.7651	-0.0541	0.7651	0.8747
No log	20.5217	472	0.7783	0.1148	0.7783	0.8822
No log	20.6087	474	0.8112	0.0588	0.8112	0.9007
No log	20.6957	476	0.9038	-0.0916	0.9038	0.9507
No log	20.7826	478	0.9273	-0.0930	0.9273	0.9630
No log	20.8696	480	0.8509	0.0476	0.8509	0.9224
No log	20.9565	482	0.8285	0.0588	0.8285	0.9102
No log	21.0435	484	0.8481	-0.0408	0.8481	0.9209
No log	21.1304	486	0.8888	-0.0532	0.8888	0.9428
No log	21.2174	488	0.8624	-0.0390	0.8624	0.9287
No log	21.3043	490	0.8558	0.0071	0.8558	0.9251
No log	21.3913	492	0.8247	0.0588	0.8247	0.9081
No log	21.4783	494	0.7844	0.0759	0.7844	0.8857
No log	21.5652	496	0.7591	0.0375	0.7591	0.8712
No log	21.6522	498	0.7691	0.0768	0.7691	0.8770
0.3369	21.7391	500	0.8348	0.0017	0.8348	0.9137
0.3369	21.8261	502	0.8380	-0.0056	0.8380	0.9154
0.3369	21.9130	504	0.8741	-0.0163	0.8741	0.9349
0.3369	22.0	506	0.8621	-0.0163	0.8621	0.9285
0.3369	22.0870	508	0.7726	0.0549	0.7726	0.8790
0.3369	22.1739	510	0.7318	0.1148	0.7318	0.8555
0.3369	22.2609	512	0.7253	0.0759	0.7253	0.8516
0.3369	22.3478	514	0.7556	0.1047	0.7556	0.8693
0.3369	22.4348	516	0.8462	-0.0143	0.8462	0.9199
0.3369	22.5217	518	0.8563	-0.0504	0.8563	0.9254
0.3369	22.6087	520	0.7687	0.0512	0.7687	0.8767
0.3369	22.6957	522	0.7103	0.0909	0.7103	0.8428
0.3369	22.7826	524	0.7088	0.0035	0.7088	0.8419
0.3369	22.8696	526	0.7078	0.1021	0.7078	0.8413
0.3369	22.9565	528	0.7552	0.0628	0.7552	0.8690
0.3369	23.0435	530	0.8583	0.0748	0.8583	0.9265
0.3369	23.1304	532	0.8901	0.0676	0.8901	0.9435
0.3369	23.2174	534	0.8386	0.0786	0.8386	0.9158
0.3369	23.3043	536	0.7535	-0.0264	0.7535	0.8680
0.3369	23.3913	538	0.7521	0.0615	0.7521	0.8672
0.3369	23.4783	540	0.7890	-0.0774	0.7890	0.8882
0.3369	23.5652	542	0.7663	0.0122	0.7663	0.8754
0.3369	23.6522	544	0.7886	0.0191	0.7886	0.8880
0.3369	23.7391	546	0.9317	-0.0218	0.9317	0.9652
0.3369	23.8261	548	0.9963	-0.0583	0.9963	0.9982
0.3369	23.9130	550	0.9158	0.0642	0.9158	0.9570
0.3369	24.0	552	0.8030	-0.0331	0.8030	0.8961
0.3369	24.0870	554	0.7595	0.0479	0.7595	0.8715
0.3369	24.1739	556	0.7575	0.0479	0.7575	0.8703
0.3369	24.2609	558	0.7798	0.0225	0.7798	0.8831
0.3369	24.3478	560	0.8122	-0.0331	0.8122	0.9012
0.3369	24.4348	562	0.7995	0.0247	0.7995	0.8941
0.3369	24.5217	564	0.8129	0.0247	0.8129	0.9016
0.3369	24.6087	566	0.8331	0.0476	0.8331	0.9127
0.3369	24.6957	568	0.8787	-0.0056	0.8787	0.9374
0.3369	24.7826	570	0.8587	0.0017	0.8587	0.9267
0.3369	24.8696	572	0.8192	0.0071	0.8192	0.9051
0.3369	24.9565	574	0.7856	0.0759	0.7856	0.8863
0.3369	25.0435	576	0.7804	0.0759	0.7804	0.8834
0.3369	25.1304	578	0.8151	0.0476	0.8151	0.9028
0.3369	25.2174	580	0.8224	-0.0008	0.8224	0.9068
0.3369	25.3043	582	0.8124	0.0442	0.8124	0.9013
0.3369	25.3913	584	0.8216	-0.0008	0.8216	0.9064
0.3369	25.4783	586	0.7653	0.0159	0.7653	0.8748
0.3369	25.5652	588	0.7563	0.0670	0.7563	0.8696
0.3369	25.6522	590	0.8163	0.0442	0.8163	0.9035
0.3369	25.7391	592	0.9232	0.0576	0.9232	0.9608
0.3369	25.8261	594	0.9210	0.0576	0.9210	0.9597
0.3369	25.9130	596	0.8192	0.0476	0.8192	0.9051
0.3369	26.0	598	0.7632	0.0129	0.7632	0.8736
0.3369	26.0870	600	0.7123	0.1379	0.7123	0.8440
0.3369	26.1739	602	0.6963	0.0460	0.6963	0.8344
0.3369	26.2609	604	0.6928	0.0460	0.6928	0.8324
0.3369	26.3478	606	0.6876	0.0460	0.6876	0.8292
0.3369	26.4348	608	0.7297	0.0714	0.7297	0.8542
0.3369	26.5217	610	0.7622	0.0159	0.7622	0.8730
0.3369	26.6087	612	0.7790	0.0549	0.7790	0.8826
0.3369	26.6957	614	0.8270	0.0442	0.8270	0.9094
0.3369	26.7826	616	0.8246	0.0953	0.8246	0.9081
0.3369	26.8696	618	0.8398	0.0909	0.8398	0.9164
0.3369	26.9565	620	0.7826	0.0588	0.7826	0.8846
0.3369	27.0435	622	0.8474	0.0867	0.8474	0.9205
0.3369	27.1304	624	0.8499	0.0909	0.8499	0.9219
0.3369	27.2174	626	0.8148	0.0549	0.8148	0.9027
0.3369	27.3043	628	0.7594	0.1423	0.7594	0.8714
0.3369	27.3913	630	0.7582	0.1423	0.7582	0.8708
0.3369	27.4783	632	0.7777	0.0670	0.7777	0.8819
0.3369	27.5652	634	0.8052	0.0588	0.8052	0.8973
0.3369	27.6522	636	0.7627	0.0159	0.7627	0.8734
0.3369	27.7391	638	0.7243	0.1379	0.7243	0.8511
0.3369	27.8261	640	0.7106	0.1379	0.7106	0.8430
0.3369	27.9130	642	0.7600	0.0588	0.7600	0.8718
0.3369	28.0	644	0.8303	-0.0033	0.8303	0.9112
0.3369	28.0870	646	0.9053	0.0458	0.9053	0.9515
0.3369	28.1739	648	0.8896	0.0909	0.8896	0.9432
0.3369	28.2609	650	0.8240	0.0409	0.8240	0.9078
0.3369	28.3478	652	0.7692	-0.0274	0.7692	0.8771
0.3369	28.4348	654	0.7444	0.0471	0.7444	0.8628
0.3369	28.5217	656	0.7574	0.1443	0.7574	0.8703
0.3369	28.6087	658	0.7612	0.0376	0.7612	0.8725
0.3369	28.6957	660	0.8544	0.0016	0.8544	0.9244
0.3369	28.7826	662	0.9434	0.0909	0.9434	0.9713
0.3369	28.8696	664	0.8987	0.0316	0.8987	0.9480
0.3369	28.9565	666	0.7907	0.0071	0.7907	0.8892
0.3369	29.0435	668	0.7818	0.0071	0.7818	0.8842
0.3369	29.1304	670	0.7860	0.0071	0.7860	0.8866
0.3369	29.2174	672	0.7696	-0.0351	0.7696	0.8773
0.3369	29.3043	674	0.7853	-0.0371	0.7853	0.8862
0.3369	29.3913	676	0.7497	0.0759	0.7497	0.8659
0.3369	29.4783	678	0.7329	0.0416	0.7329	0.8561
0.3369	29.5652	680	0.7367	0.0587	0.7367	0.8583
0.3369	29.6522	682	0.7504	0.0068	0.7504	0.8663
0.3369	29.7391	684	0.7436	0.0571	0.7436	0.8623
0.3369	29.8261	686	0.7541	0.0374	0.7541	0.8684
0.3369	29.9130	688	0.7893	-0.0309	0.7893	0.8884
0.3369	30.0	690	0.8239	-0.0351	0.8239	0.9077
0.3369	30.0870	692	0.8261	-0.0351	0.8261	0.9089
0.3369	30.1739	694	0.7799	0.0191	0.7799	0.8831
0.3369	30.2609	696	0.7634	0.0296	0.7634	0.8738
0.3369	30.3478	698	0.7748	0.0191	0.7748	0.8802
0.3369	30.4348	700	0.7568	0.0759	0.7568	0.8699
0.3369	30.5217	702	0.7484	0.0759	0.7484	0.8651
0.3369	30.6087	704	0.7402	0.0759	0.7402	0.8603
0.3369	30.6957	706	0.7139	0.0374	0.7139	0.8449
0.3369	30.7826	708	0.7116	0.0374	0.7116	0.8436
0.3369	30.8696	710	0.7189	0.0296	0.7189	0.8479
0.3369	30.9565	712	0.7686	0.0628	0.7686	0.8767
0.3369	31.0435	714	0.7945	0.0628	0.7945	0.8913
0.3369	31.1304	716	0.8051	0.0183	0.8051	0.8973
0.3369	31.2174	718	0.7912	0.0183	0.7912	0.8895
0.3369	31.3043	720	0.7933	0.0183	0.7933	0.8907
0.3369	31.3913	722	0.8572	0.0711	0.8572	0.9259
0.3369	31.4783	724	0.9848	-0.0285	0.9848	0.9924
0.3369	31.5652	726	1.0051	-0.0285	1.0051	1.0026
0.3369	31.6522	728	0.9507	-0.0236	0.9507	0.9750
0.3369	31.7391	730	0.8794	0.0676	0.8794	0.9378
0.3369	31.8261	732	0.7970	0.0442	0.7970	0.8928
0.3369	31.9130	734	0.7249	0.1828	0.7249	0.8514
0.3369	32.0	736	0.7311	-0.0030	0.7311	0.8550
0.3369	32.0870	738	0.7775	-0.0248	0.7775	0.8818
0.3369	32.1739	740	0.7415	0.0	0.7415	0.8611
0.3369	32.2609	742	0.7515	0.1259	0.7515	0.8669
0.3369	32.3478	744	0.8565	0.0748	0.8565	0.9255
0.3369	32.4348	746	0.9577	-0.1279	0.9577	0.9786
0.3369	32.5217	748	0.9491	-0.0966	0.9491	0.9742
0.3369	32.6087	750	0.9393	-0.0966	0.9393	0.9692
0.3369	32.6957	752	0.8822	0.0233	0.8822	0.9393
0.3369	32.7826	754	0.8056	0.0099	0.8056	0.8976
0.3369	32.8696	756	0.7668	0.0723	0.7668	0.8757
0.3369	32.9565	758	0.7713	0.0214	0.7713	0.8783
0.3369	33.0435	760	0.8084	0.0826	0.8084	0.8991
0.3369	33.1304	762	0.9009	0.0642	0.9009	0.9492
0.3369	33.2174	764	0.8831	0.0642	0.8831	0.9398
0.3369	33.3043	766	0.8235	0.0867	0.8235	0.9075
0.3369	33.3913	768	0.7921	0.1047	0.7921	0.8900
0.3369	33.4783	770	0.7631	0.0768	0.7631	0.8736
0.3369	33.5652	772	0.7546	0.0863	0.7546	0.8687
0.3369	33.6522	774	0.7556	0.0869	0.7556	0.8693
0.3369	33.7391	776	0.7627	0.1318	0.7627	0.8733
0.3369	33.8261	778	0.7834	0.0628	0.7834	0.8851
0.3369	33.9130	780	0.7978	0.1342	0.7978	0.8932
0.3369	34.0	782	0.8032	0.1342	0.8032	0.8962
0.3369	34.0870	784	0.8146	0.1291	0.8146	0.9026
0.3369	34.1739	786	0.7933	0.1148	0.7933	0.8907
0.3369	34.2609	788	0.7956	0.1148	0.7956	0.8920
0.3369	34.3478	790	0.8149	0.1342	0.8149	0.9027
0.3369	34.4348	792	0.8029	0.1047	0.8029	0.8960
0.3369	34.5217	794	0.8540	0.0826	0.8540	0.9241
0.3369	34.6087	796	0.9600	-0.0182	0.9600	0.9798
0.3369	34.6957	798	0.9958	-0.0930	0.9958	0.9979
0.3369	34.7826	800	0.9359	0.0207	0.9359	0.9674
0.3369	34.8696	802	0.8533	0.0786	0.8533	0.9237
0.3369	34.9565	804	0.8379	0.0099	0.8379	0.9154
0.3369	35.0435	806	0.8024	0.0670	0.8024	0.8958
0.3369	35.1304	808	0.7889	0.0714	0.7889	0.8882
0.3369	35.2174	810	0.7909	0.0714	0.7909	0.8893
0.3369	35.3043	812	0.8145	0.0512	0.8145	0.9025
0.3369	35.3913	814	0.8299	0.0786	0.8299	0.9110
0.3369	35.4783	816	0.8535	0.0346	0.8535	0.9238
0.3369	35.5652	818	0.8241	0.0826	0.8241	0.9078
0.3369	35.6522	820	0.7684	0.0714	0.7684	0.8766
0.3369	35.7391	822	0.7553	0.0714	0.7553	0.8691
0.3369	35.8261	824	0.7344	0.0260	0.7344	0.8570
0.3369	35.9130	826	0.7254	0.1379	0.7254	0.8517
0.3369	36.0	828	0.7243	0.0909	0.7243	0.8510
0.3369	36.0870	830	0.7301	0.1379	0.7301	0.8544
0.3369	36.1739	832	0.7292	0.0807	0.7292	0.8540
0.3369	36.2609	834	0.7877	0.0670	0.7877	0.8875
0.3369	36.3478	836	0.9135	0.0233	0.9135	0.9557
0.3369	36.4348	838	0.9452	-0.0182	0.9452	0.9722
0.3369	36.5217	840	0.9143	0.0207	0.9143	0.9562
0.3369	36.6087	842	0.8193	0.0628	0.8193	0.9052
0.3369	36.6957	844	0.7815	0.0807	0.7815	0.8840
0.3369	36.7826	846	0.7789	0.0807	0.7789	0.8826
0.3369	36.8696	848	0.7925	0.0260	0.7925	0.8902
0.3369	36.9565	850	0.8199	0.0999	0.8199	0.9055
0.3369	37.0435	852	0.8964	0.0676	0.8964	0.9468
0.3369	37.1304	854	0.9492	-0.0236	0.9492	0.9743
0.3369	37.2174	856	0.9528	-0.0236	0.9528	0.9761
0.3369	37.3043	858	0.8483	0.0409	0.8483	0.9210
0.3369	37.3913	860	0.7283	0.0807	0.7283	0.8534
0.3369	37.4783	862	0.7060	0.1082	0.7060	0.8403
0.3369	37.5652	864	0.7397	-0.0551	0.7397	0.8601
0.3369	37.6522	866	0.7328	-0.0551	0.7328	0.8560
0.3369	37.7391	868	0.7327	0.0807	0.7327	0.8560
0.3369	37.8261	870	0.8404	0.0476	0.8404	0.9167
0.3369	37.9130	872	1.0553	0.0067	1.0553	1.0273
0.3369	38.0	874	1.1577	-0.1289	1.1577	1.0760
0.3369	38.0870	876	1.1385	-0.1287	1.1385	1.0670
0.3369	38.1739	878	1.0057	-0.0236	1.0057	1.0029
0.3369	38.2609	880	0.8453	0.0409	0.8453	0.9194
0.3369	38.3478	882	0.7671	0.1148	0.7671	0.8758
0.3369	38.4348	884	0.7721	0.1148	0.7721	0.8787
0.3369	38.5217	886	0.7842	0.1148	0.7842	0.8855
0.3369	38.6087	888	0.8290	0.0628	0.8290	0.9105
0.3369	38.6957	890	0.8896	0.0377	0.8896	0.9432
0.3369	38.7826	892	0.9094	0.0287	0.9094	0.9536
0.3369	38.8696	894	0.8949	0.0316	0.8949	0.9460
0.3369	38.9565	896	0.9032	0.0316	0.9032	0.9504
0.3369	39.0435	898	0.9714	0.0233	0.9714	0.9856
0.3369	39.1304	900	0.9931	-0.0182	0.9931	0.9966
0.3369	39.2174	902	0.9947	-0.0182	0.9947	0.9974
0.3369	39.3043	904	1.0134	-0.0182	1.0134	1.0067
0.3369	39.3913	906	0.9786	0.0233	0.9786	0.9893
0.3369	39.4783	908	0.8919	-0.0056	0.8919	0.9444
0.3369	39.5652	910	0.8658	0.0867	0.8658	0.9305
0.3369	39.6522	912	0.8255	0.0549	0.8255	0.9086
0.3369	39.7391	914	0.8308	0.0549	0.8308	0.9115
0.3369	39.8261	916	0.7615	0.1047	0.7615	0.8726
0.3369	39.9130	918	0.7069	0.1444	0.7069	0.8408
0.3369	40.0	920	0.6979	0.0964	0.6979	0.8354
0.3369	40.0870	922	0.6961	0.0964	0.6961	0.8343
0.3369	40.1739	924	0.7569	0.0588	0.7569	0.8700
0.3369	40.2609	926	0.8833	0.0711	0.8833	0.9399
0.3369	40.3478	928	1.0180	-0.0285	1.0180	1.0090
0.3369	40.4348	930	1.1357	-0.1286	1.1357	1.0657
0.3369	40.5217	932	1.1627	-0.1288	1.1627	1.0783
0.3369	40.6087	934	1.0692	-0.0638	1.0692	1.0340
0.3369	40.6957	936	0.9541	0.0576	0.9541	0.9768
0.3369	40.7826	938	0.8442	0.0071	0.8442	0.9188
0.3369	40.8696	940	0.7878	0.0628	0.7878	0.8876
0.3369	40.9565	942	0.7771	0.0628	0.7771	0.8815
0.3369	41.0435	944	0.7947	0.0628	0.7947	0.8915
0.3369	41.1304	946	0.8617	-0.0056	0.8617	0.9283
0.3369	41.2174	948	0.9399	-0.0218	0.9399	0.9695
0.3369	41.3043	950	0.9580	-0.0218	0.9580	0.9788
0.3369	41.3913	952	0.9678	-0.0571	0.9678	0.9838
0.3369	41.4783	954	0.9725	0.0515	0.9725	0.9862
0.3369	41.5652	956	0.9626	0.0515	0.9626	0.9811
0.3369	41.6522	958	0.9803	0.0134	0.9803	0.9901
0.3369	41.7391	960	0.9274	0.1064	0.9274	0.9630
0.3369	41.8261	962	0.8616	0.0826	0.8616	0.9282
0.3369	41.9130	964	0.8502	0.0826	0.8502	0.9221
0.3369	42.0	966	0.8541	0.0786	0.8541	0.9242
0.3369	42.0870	968	0.8066	0.0512	0.8066	0.8981
0.3369	42.1739	970	0.7665	0.0628	0.7665	0.8755
0.3369	42.2609	972	0.7997	0.0476	0.7997	0.8942
0.3369	42.3478	974	0.8572	0.0711	0.8572	0.9259
0.3369	42.4348	976	0.9045	0.1360	0.9045	0.9510
0.3369	42.5217	978	0.9247	0.0157	0.9247	0.9616
0.3369	42.6087	980	0.8979	0.0676	0.8979	0.9476
0.3369	42.6957	982	0.8196	0.0476	0.8196	0.9053
0.3369	42.7826	984	0.7671	0.1259	0.7671	0.8759
0.3369	42.8696	986	0.7762	0.1259	0.7762	0.8810
0.3369	42.9565	988	0.8028	0.0588	0.8028	0.8960
0.3369	43.0435	990	0.8490	0.0442	0.8490	0.9214
0.3369	43.1304	992	0.8808	0.0409	0.8808	0.9385
0.3369	43.2174	994	0.8989	0.0409	0.8989	0.9481
0.3369	43.3043	996	0.9373	0.0260	0.9373	0.9681
0.3369	43.3913	998	0.9554	-0.0545	0.9554	0.9774
0.058	43.4783	1000	0.9564	-0.0545	0.9564	0.9780
0.058	43.5652	1002	0.9262	0.0233	0.9262	0.9624
0.058	43.6522	1004	0.8515	0.0826	0.8515	0.9228
0.058	43.7391	1006	0.7765	0.1148	0.7765	0.8812
0.058	43.8261	1008	0.7642	0.1202	0.7642	0.8742
0.058	43.9130	1010	0.7969	0.1506	0.7969	0.8927
0.058	44.0	1012	0.8344	0.0442	0.8344	0.9134
0.058	44.0870	1014	0.9184	0.0287	0.9184	0.9583
0.058	44.1739	1016	0.9335	-0.0163	0.9335	0.9662
0.058	44.2609	1018	0.9285	-0.0518	0.9285	0.9636
0.058	44.3478	1020	0.9034	0.0287	0.9034	0.9505
0.058	44.4348	1022	0.8732	0.0442	0.8732	0.9345
0.058	44.5217	1024	0.8437	0.0953	0.8437	0.9185
0.058	44.6087	1026	0.8193	0.0670	0.8193	0.9051
0.058	44.6957	1028	0.8097	0.1202	0.8097	0.8998
0.058	44.7826	1030	0.8032	0.1259	0.8032	0.8962
0.058	44.8696	1032	0.7673	0.0768	0.7673	0.8760
0.058	44.9565	1034	0.7609	0.0768	0.7609	0.8723
0.058	45.0435	1036	0.7624	0.1259	0.7624	0.8732
0.058	45.1304	1038	0.7899	0.1259	0.7899	0.8887
0.058	45.2174	1040	0.7971	0.1259	0.7971	0.8928
0.058	45.3043	1042	0.7964	0.0714	0.7964	0.8924
0.058	45.3913	1044	0.7800	0.1259	0.7800	0.8832
0.058	45.4783	1046	0.7508	0.1828	0.7508	0.8665
0.058	45.5652	1048	0.7379	0.1311	0.7379	0.8590
0.058	45.6522	1050	0.7342	0.1311	0.7342	0.8568
0.058	45.7391	1052	0.7393	0.1311	0.7393	0.8598
0.058	45.8261	1054	0.7712	0.1259	0.7712	0.8782
0.058	45.9130	1056	0.8370	0.0442	0.8370	0.9149
0.058	46.0	1058	0.8856	0.0377	0.8856	0.9411
0.058	46.0870	1060	0.9249	0.0642	0.9249	0.9617
0.058	46.1739	1062	0.9336	0.0642	0.9336	0.9662
0.058	46.2609	1064	0.8720	0.0377	0.8720	0.9338
0.058	46.3478	1066	0.8409	0.0442	0.8409	0.9170
0.058	46.4348	1068	0.8300	0.0476	0.8300	0.9110
0.058	46.5217	1070	0.8118	0.0588	0.8118	0.9010
0.058	46.6087	1072	0.7712	0.1202	0.7712	0.8782
0.058	46.6957	1074	0.7515	0.0807	0.7515	0.8669
0.058	46.7826	1076	0.7654	0.0759	0.7654	0.8749
0.058	46.8696	1078	0.7776	0.1202	0.7776	0.8818
0.058	46.9565	1080	0.7737	0.1202	0.7737	0.8796
0.058	47.0435	1082	0.7666	0.1259	0.7666	0.8756
0.058	47.1304	1084	0.7899	0.1202	0.7899	0.8888
0.058	47.2174	1086	0.8700	0.0409	0.8700	0.9328
0.058	47.3043	1088	0.9391	0.0287	0.9391	0.9691
0.058	47.3913	1090	0.9787	0.0946	0.9787	0.9893
0.058	47.4783	1092	1.0076	0.0545	1.0076	1.0038
0.058	47.5652	1094	0.9606	0.0609	0.9606	0.9801
0.058	47.6522	1096	0.8489	0.0909	0.8489	0.9214
0.058	47.7391	1098	0.7943	0.0152	0.7943	0.8913
0.058	47.8261	1100	0.7788	0.1199	0.7788	0.8825
0.058	47.9130	1102	0.7703	0.0588	0.7703	0.8777
0.058	48.0	1104	0.7689	0.0588	0.7689	0.8768
0.058	48.0870	1106	0.7800	0.0588	0.7800	0.8832
0.058	48.1739	1108	0.8088	0.0549	0.8088	0.8993
0.058	48.2609	1110	0.8229	0.0549	0.8229	0.9071
0.058	48.3478	1112	0.8301	0.0549	0.8301	0.9111
0.058	48.4348	1114	0.8426	0.0549	0.8426	0.9179
0.058	48.5217	1116	0.8055	0.0628	0.8055	0.8975
0.058	48.6087	1118	0.7844	0.2304	0.7844	0.8857
0.058	48.6957	1120	0.7927	0.1259	0.7927	0.8904
0.058	48.7826	1122	0.8287	0.0549	0.8287	0.9103
0.058	48.8696	1124	0.9177	0.0377	0.9177	0.9580
0.058	48.9565	1126	0.9761	0.0609	0.9761	0.9880
0.058	49.0435	1128	1.0447	0.0134	1.0447	1.0221
0.058	49.1304	1130	1.0469	-0.0253	1.0469	1.0232
0.058	49.2174	1132	0.9763	0.0576	0.9763	0.9881
0.058	49.3043	1134	0.8946	0.0377	0.8946	0.9458
0.058	49.3913	1136	0.7844	0.1047	0.7844	0.8856
0.058	49.4783	1138	0.7234	0.1379	0.7234	0.8505
0.058	49.5652	1140	0.7235	-0.0609	0.7235	0.8506
0.058	49.6522	1142	0.7226	-0.0609	0.7226	0.8500
0.058	49.7391	1144	0.7267	0.1379	0.7267	0.8525
0.058	49.8261	1146	0.7934	0.0512	0.7934	0.8907
0.058	49.9130	1148	0.9009	0.0377	0.9009	0.9492
0.058	50.0	1150	0.9672	-0.1274	0.9672	0.9834
0.058	50.0870	1152	0.9726	-0.1274	0.9726	0.9862
0.058	50.1739	1154	0.9479	-0.0532	0.9479	0.9736
0.058	50.2609	1156	0.9111	0.0377	0.9111	0.9545
0.058	50.3478	1158	0.8676	0.0017	0.8676	0.9315
0.058	50.4348	1160	0.8514	0.0476	0.8514	0.9227
0.058	50.5217	1162	0.8361	0.0512	0.8361	0.9144
0.058	50.6087	1164	0.8558	0.0017	0.8558	0.9251
0.058	50.6957	1166	0.9258	0.0377	0.9258	0.9622
0.058	50.7826	1168	0.9904	-0.0200	0.9904	0.9952
0.058	50.8696	1170	0.9896	-0.0200	0.9896	0.9948
0.058	50.9565	1172	0.9535	-0.0122	0.9535	0.9765
0.058	51.0435	1174	0.9040	0.0377	0.9040	0.9508
0.058	51.1304	1176	0.8619	0.0017	0.8619	0.9284
0.058	51.2174	1178	0.8399	0.0017	0.8399	0.9165
0.058	51.3043	1180	0.8390	0.0017	0.8390	0.9160
0.058	51.3913	1182	0.8397	0.0017	0.8397	0.9163
0.058	51.4783	1184	0.8628	0.0017	0.8628	0.9289

Framework versions

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