ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k10_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: 0.9137
• Qwk: 0.0409
• Mse: 0.9137
• Rmse: 0.9559

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	0.0385	2	3.6532	0.0023	3.6532	1.9113
No log	0.0769	4	1.5598	0.0235	1.5598	1.2489
No log	0.1154	6	1.6024	-0.0222	1.6024	1.2659
No log	0.1538	8	2.8246	0.0041	2.8246	1.6807
No log	0.1923	10	1.9529	-0.0264	1.9529	1.3975
No log	0.2308	12	0.8979	-0.0218	0.8979	0.9476
No log	0.2692	14	0.7356	0.0460	0.7356	0.8577
No log	0.3077	16	0.8272	-0.0408	0.8272	0.9095
No log	0.3462	18	1.1362	-0.0695	1.1362	1.0659
No log	0.3846	20	0.9545	-0.0936	0.9545	0.9770
No log	0.4231	22	0.7669	-0.0711	0.7669	0.8757
No log	0.4615	24	0.7040	0.0	0.7040	0.8390
No log	0.5	26	0.7296	0.2424	0.7296	0.8542
No log	0.5385	28	0.9169	0.0157	0.9169	0.9575
No log	0.5769	30	0.9030	-0.0163	0.9030	0.9503
No log	0.6154	32	0.8021	0.0	0.8021	0.8956
No log	0.6538	34	0.8271	0.1081	0.8271	0.9094
No log	0.6923	36	0.8739	0.0071	0.8739	0.9348
No log	0.7308	38	1.1146	-0.0899	1.1146	1.0557
No log	0.7692	40	0.9669	-0.0500	0.9669	0.9833
No log	0.8077	42	0.9498	0.0741	0.9498	0.9746
No log	0.8462	44	0.9630	0.1587	0.9630	0.9813
No log	0.8846	46	0.9411	0.0980	0.9411	0.9701
No log	0.9231	48	1.3242	0.0315	1.3242	1.1507
No log	0.9615	50	1.3603	-0.0298	1.3603	1.1663
No log	1.0	52	0.9165	0.0971	0.9165	0.9573
No log	1.0385	54	1.1344	0.0164	1.1344	1.0651
No log	1.0769	56	1.0787	-0.0191	1.0787	1.0386
No log	1.1154	58	0.9280	0.0529	0.9280	0.9633
No log	1.1538	60	0.9736	0.0541	0.9736	0.9867
No log	1.1923	62	1.0696	0.1134	1.0696	1.0342
No log	1.2308	64	1.0918	0.0781	1.0918	1.0449
No log	1.2692	66	1.2176	0.0825	1.2176	1.1035
No log	1.3077	68	1.2708	0.0370	1.2708	1.1273
No log	1.3462	70	1.1725	0.0751	1.1725	1.0828
No log	1.3846	72	1.1050	0.0619	1.1050	1.0512
No log	1.4231	74	1.1667	0.0134	1.1667	1.0801
No log	1.4615	76	0.9182	0.0883	0.9182	0.9582
No log	1.5	78	1.1512	0.1107	1.1512	1.0729
No log	1.5385	80	1.0700	0.1107	1.0700	1.0344
No log	1.5769	82	0.9100	0.1329	0.9100	0.9539
No log	1.6154	84	0.9940	0.1347	0.9940	0.9970
No log	1.6538	86	1.2410	0.0899	1.2410	1.1140
No log	1.6923	88	1.0483	0.1594	1.0483	1.0239
No log	1.7308	90	0.8329	0.1424	0.8329	0.9126
No log	1.7692	92	0.8187	0.0890	0.8187	0.9048
No log	1.8077	94	0.8517	0.1090	0.8517	0.9229
No log	1.8462	96	0.9397	0.0741	0.9397	0.9694
No log	1.8846	98	0.9188	0.0842	0.9188	0.9585
No log	1.9231	100	0.8741	0.0488	0.8741	0.9349
No log	1.9615	102	0.8923	0.0313	0.8923	0.9446
No log	2.0	104	1.0746	-0.0128	1.0746	1.0366
No log	2.0385	106	1.6071	-0.0379	1.6071	1.2677
No log	2.0769	108	1.2315	-0.0316	1.2315	1.1097
No log	2.1154	110	0.8499	0.0211	0.8499	0.9219
No log	2.1538	112	0.9967	0.0164	0.9967	0.9984
No log	2.1923	114	0.8890	0.0092	0.8890	0.9429
No log	2.2308	116	0.8088	0.0611	0.8088	0.8994
No log	2.2692	118	0.9088	-0.0490	0.9088	0.9533
No log	2.3077	120	0.8028	0.0323	0.8028	0.8960
No log	2.3462	122	0.9400	0.0065	0.9400	0.9695
No log	2.3846	124	1.1134	-0.0137	1.1134	1.0552
No log	2.4231	126	0.9832	0.1769	0.9832	0.9916
No log	2.4615	128	0.9741	0.0553	0.9741	0.9870
No log	2.5	130	0.9917	0.1504	0.9917	0.9959
No log	2.5385	132	1.0721	-0.0175	1.0721	1.0354
No log	2.5769	134	0.9595	0.0974	0.9595	0.9795
No log	2.6154	136	0.8732	0.0361	0.8732	0.9345
No log	2.6538	138	0.8689	-0.0563	0.8689	0.9322
No log	2.6923	140	0.9158	-0.0757	0.9158	0.9570
No log	2.7308	142	0.8889	0.2182	0.8889	0.9428
No log	2.7692	144	1.0438	0.1241	1.0438	1.0217
No log	2.8077	146	1.0072	0.1512	1.0072	1.0036
No log	2.8462	148	1.0237	0.1363	1.0237	1.0118
No log	2.8846	150	1.0518	0.0810	1.0518	1.0256
No log	2.9231	152	1.0886	0.0578	1.0886	1.0433
No log	2.9615	154	1.0461	0.0215	1.0461	1.0228
No log	3.0	156	1.0473	0.0406	1.0473	1.0234
No log	3.0385	158	1.0748	-0.0777	1.0748	1.0367
No log	3.0769	160	0.8499	0.1529	0.8499	0.9219
No log	3.1154	162	0.8782	0.0995	0.8782	0.9371
No log	3.1538	164	0.8754	0.1393	0.8754	0.9356
No log	3.1923	166	0.7838	0.0791	0.7838	0.8853
No log	3.2308	168	1.0122	-0.0175	1.0122	1.0061
No log	3.2692	170	0.9465	-0.0138	0.9465	0.9729
No log	3.3077	172	0.7885	0.0798	0.7885	0.8880
No log	3.3462	174	0.8909	0.0657	0.8909	0.9439
No log	3.3846	176	0.8805	0.1734	0.8805	0.9383
No log	3.4231	178	0.8776	0.1635	0.8776	0.9368
No log	3.4615	180	0.9310	0.1173	0.9310	0.9649
No log	3.5	182	0.9334	0.1472	0.9334	0.9661
No log	3.5385	184	0.9866	0.0638	0.9866	0.9933
No log	3.5769	186	1.0562	0.1265	1.0562	1.0277
No log	3.6154	188	0.8661	0.1273	0.8661	0.9307
No log	3.6538	190	0.8369	0.0456	0.8369	0.9148
No log	3.6923	192	0.8819	0.0348	0.8819	0.9391
No log	3.7308	194	0.8215	0.0764	0.8215	0.9064
No log	3.7692	196	1.0343	0.1549	1.0343	1.0170
No log	3.8077	198	1.1359	0.1256	1.1359	1.0658
No log	3.8462	200	0.9247	0.0596	0.9247	0.9616
No log	3.8846	202	0.9848	0.0392	0.9848	0.9924
No log	3.9231	204	0.9484	0.0831	0.9484	0.9739
No log	3.9615	206	0.8522	-0.0326	0.8522	0.9231
No log	4.0	208	0.9898	0.1077	0.9898	0.9949
No log	4.0385	210	0.9548	0.0808	0.9548	0.9771
No log	4.0769	212	0.7659	0.0481	0.7659	0.8752
No log	4.1154	214	0.7452	0.1254	0.7452	0.8632
No log	4.1538	216	0.8802	0.0826	0.8802	0.9382
No log	4.1923	218	0.9267	0.1065	0.9267	0.9626
No log	4.2308	220	0.7919	0.1249	0.7919	0.8899
No log	4.2692	222	0.8371	0.0526	0.8371	0.9149
No log	4.3077	224	0.9806	0.1301	0.9806	0.9903
No log	4.3462	226	0.9720	0.1274	0.9720	0.9859
No log	4.3846	228	0.9068	0.1571	0.9068	0.9523
No log	4.4231	230	0.9073	0.1269	0.9073	0.9525
No log	4.4615	232	0.8712	0.1251	0.8712	0.9334
No log	4.5	234	0.8353	0.0	0.8353	0.9139
No log	4.5385	236	0.8323	0.0	0.8323	0.9123
No log	4.5769	238	0.8153	-0.0373	0.8153	0.9029
No log	4.6154	240	0.8345	-0.0373	0.8345	0.9135
No log	4.6538	242	0.8808	0.0919	0.8808	0.9385
No log	4.6923	244	0.9393	0.1325	0.9393	0.9692
No log	4.7308	246	0.9106	0.1294	0.9106	0.9543
No log	4.7692	248	1.0203	0.0631	1.0203	1.0101
No log	4.8077	250	1.1440	-0.0159	1.1440	1.0696
No log	4.8462	252	0.9733	0.0676	0.9733	0.9866
No log	4.8846	254	0.8839	-0.0307	0.8839	0.9402
No log	4.9231	256	0.9299	-0.0439	0.9299	0.9643
No log	4.9615	258	0.8522	-0.0500	0.8522	0.9231
No log	5.0	260	1.0695	-0.0157	1.0695	1.0342
No log	5.0385	262	1.3269	-0.0344	1.3269	1.1519
No log	5.0769	264	1.1615	-0.0925	1.1615	1.0777
No log	5.1154	266	0.8596	0.0700	0.8596	0.9271
No log	5.1538	268	0.9060	-0.0536	0.9060	0.9518
No log	5.1923	270	0.9719	0.0665	0.9719	0.9858
No log	5.2308	272	0.8911	-0.1057	0.8911	0.9440
No log	5.2692	274	0.9223	0.1648	0.9223	0.9604
No log	5.3077	276	1.0836	0.0175	1.0836	1.0410
No log	5.3462	278	1.0236	0.0256	1.0236	1.0117
No log	5.3846	280	0.9152	0.1256	0.9152	0.9566
No log	5.4231	282	0.8741	0.0377	0.8741	0.9349
No log	5.4615	284	0.8558	-0.0049	0.8558	0.9251
No log	5.5	286	0.8158	-0.0465	0.8158	0.9032
No log	5.5385	288	0.7743	-0.0059	0.7743	0.8799
No log	5.5769	290	0.7612	0.0414	0.7612	0.8725
No log	5.6154	292	0.7879	0.0863	0.7879	0.8876
No log	5.6538	294	0.8425	0.0776	0.8425	0.9179
No log	5.6923	296	0.8872	0.1192	0.8872	0.9419
No log	5.7308	298	0.9519	-0.0470	0.9519	0.9756
No log	5.7692	300	1.1317	0.0505	1.1317	1.0638
No log	5.8077	302	1.0649	0.1586	1.0649	1.0319
No log	5.8462	304	0.9062	0.0110	0.9062	0.9520
No log	5.8846	306	0.9138	0.0497	0.9138	0.9559
No log	5.9231	308	0.8986	0.0113	0.8986	0.9479
No log	5.9615	310	0.8503	0.0956	0.8503	0.9221
No log	6.0	312	0.7890	0.0776	0.7890	0.8883
No log	6.0385	314	0.7980	0.0723	0.7980	0.8933
No log	6.0769	316	0.7731	0.0776	0.7731	0.8793
No log	6.1154	318	0.8166	0.0129	0.8166	0.9037
No log	6.1538	320	0.8493	-0.0180	0.8493	0.9216
No log	6.1923	322	0.8885	0.0524	0.8885	0.9426
No log	6.2308	324	1.0548	0.0867	1.0548	1.0270
No log	6.2692	326	1.2024	0.0955	1.2024	1.0965
No log	6.3077	328	1.0847	0.0837	1.0847	1.0415
No log	6.3462	330	0.9342	0.1138	0.9342	0.9666
No log	6.3846	332	0.9283	0.1138	0.9283	0.9635
No log	6.4231	334	1.0216	0.0596	1.0216	1.0108
No log	6.4615	336	1.0786	0.0063	1.0786	1.0386
No log	6.5	338	1.0418	0.0104	1.0418	1.0207
No log	6.5385	340	0.8580	0.0971	0.8580	0.9263
No log	6.5769	342	0.8169	0.0026	0.8169	0.9038
No log	6.6154	344	0.8232	0.1003	0.8232	0.9073
No log	6.6538	346	0.8965	0.0734	0.8965	0.9469
No log	6.6923	348	0.9652	0.0951	0.9652	0.9825
No log	6.7308	350	0.8589	0.0842	0.8589	0.9268
No log	6.7692	352	0.7599	0.0432	0.7599	0.8717
No log	6.8077	354	0.7841	-0.0370	0.7841	0.8855
No log	6.8462	356	0.7950	-0.0370	0.7950	0.8916
No log	6.8846	358	0.7938	0.1529	0.7938	0.8910
No log	6.9231	360	0.9694	0.0200	0.9694	0.9846
No log	6.9615	362	1.0380	0.0440	1.0380	1.0188
No log	7.0	364	0.9835	0.0537	0.9835	0.9917
No log	7.0385	366	1.0627	-0.0245	1.0627	1.0309
No log	7.0769	368	0.9987	0.0104	0.9987	0.9993
No log	7.1154	370	0.9264	0.1316	0.9264	0.9625
No log	7.1538	372	0.9214	0.0486	0.9214	0.9599
No log	7.1923	374	0.9837	0.0552	0.9837	0.9918
No log	7.2308	376	0.8999	0.0515	0.8999	0.9486
No log	7.2692	378	0.7941	0.0586	0.7941	0.8911
No log	7.3077	380	0.7879	-0.0599	0.7879	0.8876
No log	7.3462	382	0.8167	0.1440	0.8167	0.9037
No log	7.3846	384	0.9852	-0.1236	0.9852	0.9926
No log	7.4231	386	1.0810	0.0231	1.0810	1.0397
No log	7.4615	388	1.0294	-0.0306	1.0294	1.0146
No log	7.5	390	0.8589	0.1239	0.8589	0.9267
No log	7.5385	392	0.8134	0.0338	0.8134	0.9019
No log	7.5769	394	0.8499	-0.0082	0.8499	0.9219
No log	7.6154	396	0.8881	0.0622	0.8881	0.9424
No log	7.6538	398	0.8979	0.0884	0.8979	0.9476
No log	7.6923	400	0.8915	0.0586	0.8915	0.9442
No log	7.7308	402	0.8522	0.0732	0.8522	0.9232
No log	7.7692	404	0.8692	0.1095	0.8692	0.9323
No log	7.8077	406	0.8857	0.1049	0.8857	0.9411
No log	7.8462	408	0.9072	-0.0262	0.9072	0.9525
No log	7.8846	410	0.8734	0.0732	0.8734	0.9346
No log	7.9231	412	0.8862	0.1049	0.8862	0.9414
No log	7.9615	414	0.9970	0.0924	0.9970	0.9985
No log	8.0	416	1.0020	0.0273	1.0020	1.0010
No log	8.0385	418	0.8978	0.0167	0.8978	0.9475
No log	8.0769	420	0.9163	0.0196	0.9163	0.9572
No log	8.1154	422	0.9268	0.0239	0.9268	0.9627
No log	8.1538	424	0.8661	0.0488	0.8661	0.9307
No log	8.1923	426	0.8832	0.0484	0.8832	0.9398
No log	8.2308	428	0.9848	0.0852	0.9848	0.9924
No log	8.2692	430	0.9855	0.1222	0.9855	0.9927
No log	8.3077	432	0.9031	0.1560	0.9031	0.9503
No log	8.3462	434	0.8373	0.0323	0.8373	0.9151
No log	8.3846	436	0.8377	0.0323	0.8377	0.9153
No log	8.4231	438	0.8732	0.0538	0.8732	0.9344
No log	8.4615	440	0.9137	0.0407	0.9137	0.9559
No log	8.5	442	0.9454	0.0719	0.9454	0.9723
No log	8.5385	444	0.9155	0.0091	0.9155	0.9568
No log	8.5769	446	0.8779	0.0437	0.8779	0.9370
No log	8.6154	448	0.8783	-0.0142	0.8783	0.9372
No log	8.6538	450	0.8709	0.0833	0.8709	0.9332
No log	8.6923	452	0.8382	0.0359	0.8382	0.9155
No log	8.7308	454	0.8561	-0.0303	0.8561	0.9253
No log	8.7692	456	0.8704	0.1484	0.8704	0.9329
No log	8.8077	458	0.8473	0.0421	0.8473	0.9205
No log	8.8462	460	0.8213	0.0341	0.8213	0.9063
No log	8.8846	462	0.8362	0.0410	0.8362	0.9144
No log	8.9231	464	0.8124	-0.0082	0.8124	0.9013
No log	8.9615	466	0.8056	0.1095	0.8056	0.8975
No log	9.0	468	0.9109	0.1065	0.9109	0.9544
No log	9.0385	470	0.9871	0.2063	0.9871	0.9935
No log	9.0769	472	0.9093	0.1026	0.9093	0.9536
No log	9.1154	474	0.8495	0.0876	0.8495	0.9217
No log	9.1538	476	0.8209	0.0205	0.8209	0.9060
No log	9.1923	478	0.8532	0.0700	0.8532	0.9237
No log	9.2308	480	0.9174	-0.0322	0.9174	0.9578
No log	9.2692	482	1.0343	0.0186	1.0343	1.0170
No log	9.3077	484	1.0583	0.0142	1.0583	1.0288
No log	9.3462	486	1.1498	-0.0883	1.1498	1.0723
No log	9.3846	488	1.1065	0.0104	1.1065	1.0519
No log	9.4231	490	0.9808	-0.0486	0.9808	0.9903
No log	9.4615	492	0.8494	0.0152	0.8494	0.9216
No log	9.5	494	0.8448	-0.0336	0.8448	0.9191
No log	9.5385	496	0.9021	-0.0031	0.9021	0.9498
No log	9.5769	498	0.9281	-0.0054	0.9281	0.9634
0.3153	9.6154	500	0.8834	-0.0303	0.8834	0.9399
0.3153	9.6538	502	0.9133	-0.0690	0.9133	0.9557
0.3153	9.6923	504	0.9071	-0.0251	0.9071	0.9524
0.3153	9.7308	506	0.8931	0.0330	0.8931	0.9450
0.3153	9.7692	508	0.8932	0.0392	0.8932	0.9451
0.3153	9.8077	510	0.8642	0.0791	0.8642	0.9296
0.3153	9.8462	512	0.8666	0.0504	0.8666	0.9309
0.3153	9.8846	514	0.9186	0.0304	0.9186	0.9584
0.3153	9.9231	516	0.9293	0.1026	0.9293	0.9640
0.3153	9.9615	518	0.8350	0.1144	0.8350	0.9138
0.3153	10.0	520	0.8018	0.0323	0.8018	0.8954
0.3153	10.0385	522	0.8237	-0.0113	0.8237	0.9076
0.3153	10.0769	524	0.8521	0.0289	0.8521	0.9231
0.3153	10.1154	526	0.8751	0.1095	0.8751	0.9354
0.3153	10.1538	528	0.8205	0.0732	0.8205	0.9058
0.3153	10.1923	530	0.7740	-0.0113	0.7740	0.8798
0.3153	10.2308	532	0.7544	0.0375	0.7544	0.8686
0.3153	10.2692	534	0.7695	0.1199	0.7695	0.8772
0.3153	10.3077	536	0.9212	0.1196	0.9212	0.9598
0.3153	10.3462	538	0.9722	-0.0076	0.9722	0.9860
0.3153	10.3846	540	0.9105	-0.0341	0.9105	0.9542
0.3153	10.4231	542	0.8730	0.0574	0.8730	0.9344
0.3153	10.4615	544	0.8384	-0.0025	0.8384	0.9157
0.3153	10.5	546	0.8254	-0.0426	0.8254	0.9085
0.3153	10.5385	548	0.8286	0.1095	0.8286	0.9103
0.3153	10.5769	550	0.9735	0.0651	0.9735	0.9866
0.3153	10.6154	552	1.0532	0.0873	1.0532	1.0262
0.3153	10.6538	554	0.9103	0.0711	0.9103	0.9541
0.3153	10.6923	556	0.8149	0.0956	0.8149	0.9027
0.3153	10.7308	558	0.8120	0.0871	0.8120	0.9011
0.3153	10.7692	560	0.9122	0.0260	0.9122	0.9551
0.3153	10.8077	562	1.0825	0.0578	1.0825	1.0404
0.3153	10.8462	564	0.9733	0.1150	0.9733	0.9866
0.3153	10.8846	566	0.7769	0.0913	0.7769	0.8814
0.3153	10.9231	568	0.7817	0.0834	0.7817	0.8841
0.3153	10.9615	570	0.8031	0.0879	0.8031	0.8962
0.3153	11.0	572	0.8334	0.0633	0.8334	0.9129
0.3153	11.0385	574	0.9370	0.1684	0.9370	0.9680
0.3153	11.0769	576	1.0384	0.0764	1.0384	1.0190
0.3153	11.1154	578	1.0131	0.0764	1.0131	1.0065
0.3153	11.1538	580	0.9486	0.0924	0.9486	0.9739
0.3153	11.1923	582	0.8742	0.0821	0.8742	0.9350
0.3153	11.2308	584	0.8611	0.0208	0.8611	0.9279
0.3153	11.2692	586	0.8469	-0.0209	0.8469	0.9203
0.3153	11.3077	588	0.8485	0.0175	0.8485	0.9211
0.3153	11.3462	590	0.9371	0.1343	0.9371	0.9681
0.3153	11.3846	592	1.1417	0.0594	1.1417	1.0685
0.3153	11.4231	594	1.2610	0.0107	1.2610	1.1229
0.3153	11.4615	596	1.2050	0.0157	1.2050	1.0977
0.3153	11.5	598	1.0325	-0.0482	1.0325	1.0161
0.3153	11.5385	600	0.9087	0.0517	0.9087	0.9532
0.3153	11.5769	602	0.8962	-0.0200	0.8962	0.9467
0.3153	11.6154	604	0.9371	0.0362	0.9371	0.9680
0.3153	11.6538	606	0.9505	0.0333	0.9505	0.9749
0.3153	11.6923	608	0.9442	-0.0471	0.9442	0.9717
0.3153	11.7308	610	0.9161	0.0676	0.9161	0.9572
0.3153	11.7692	612	0.8302	0.0476	0.8302	0.9112
0.3153	11.8077	614	0.8466	0.0476	0.8466	0.9201
0.3153	11.8462	616	0.8847	0.0476	0.8847	0.9406
0.3153	11.8846	618	0.8648	-0.0240	0.8648	0.9300
0.3153	11.9231	620	0.8912	0.0749	0.8912	0.9440
0.3153	11.9615	622	0.9092	0.0361	0.9092	0.9535
0.3153	12.0	624	0.9093	0.0584	0.9093	0.9535
0.3153	12.0385	626	0.8970	0.0509	0.8970	0.9471
0.3153	12.0769	628	0.8737	0.0927	0.8737	0.9347
0.3153	12.1154	630	0.8486	0.1006	0.8486	0.9212
0.3153	12.1538	632	0.8093	0.0732	0.8093	0.8996
0.3153	12.1923	634	0.7795	0.0732	0.7795	0.8829
0.3153	12.2308	636	0.7689	0.1612	0.7689	0.8769
0.3153	12.2692	638	0.8043	0.1047	0.8043	0.8968
0.3153	12.3077	640	0.8412	0.1001	0.8412	0.9172
0.3153	12.3462	642	0.8195	0.0650	0.8195	0.9053
0.3153	12.3846	644	0.8471	0.1318	0.8471	0.9204
0.3153	12.4231	646	0.8889	0.0754	0.8889	0.9428
0.3153	12.4615	648	0.9260	0.1065	0.9260	0.9623
0.3153	12.5	650	0.9086	0.1869	0.9086	0.9532
0.3153	12.5385	652	0.8737	0.1541	0.8737	0.9347
0.3153	12.5769	654	0.8338	0.1541	0.8338	0.9131
0.3153	12.6154	656	0.8385	0.1882	0.8385	0.9157
0.3153	12.6538	658	0.9220	0.1258	0.9220	0.9602
0.3153	12.6923	660	0.9194	0.1219	0.9194	0.9589
0.3153	12.7308	662	0.8495	0.1731	0.8495	0.9217
0.3153	12.7692	664	0.7843	0.1431	0.7843	0.8856
0.3153	12.8077	666	0.7658	0.0776	0.7658	0.8751
0.3153	12.8462	668	0.7845	0.0375	0.7845	0.8857
0.3153	12.8846	670	0.7928	0.1095	0.7928	0.8904
0.3153	12.9231	672	0.8136	0.1431	0.8136	0.9020
0.3153	12.9615	674	0.8536	0.1231	0.8536	0.9239
0.3153	13.0	676	0.8545	0.1144	0.8545	0.9244
0.3153	13.0385	678	0.9024	0.1028	0.9024	0.9500
0.3153	13.0769	680	0.8862	0.1065	0.8862	0.9414
0.3153	13.1154	682	0.8648	0.1225	0.8648	0.9299
0.3153	13.1538	684	0.8739	0.0888	0.8739	0.9349
0.3153	13.1923	686	0.9153	0.1141	0.9153	0.9567
0.3153	13.2308	688	0.9818	0.0631	0.9818	0.9908
0.3153	13.2692	690	1.0145	0.0512	1.0145	1.0072
0.3153	13.3077	692	0.9537	0.0691	0.9537	0.9766
0.3153	13.3462	694	0.9128	0.0722	0.9128	0.9554
0.3153	13.3846	696	0.9239	0.0722	0.9239	0.9612
0.3153	13.4231	698	0.9373	0.0722	0.9373	0.9681
0.3153	13.4615	700	0.9210	0.0754	0.9210	0.9597
0.3153	13.5	702	0.8633	0.1141	0.8633	0.9292
0.3153	13.5385	704	0.8268	0.1141	0.8268	0.9093
0.3153	13.5769	706	0.8291	0.1141	0.8291	0.9105
0.3153	13.6154	708	0.8567	0.0959	0.8567	0.9256
0.3153	13.6538	710	0.8600	0.0551	0.8600	0.9274
0.3153	13.6923	712	0.8257	0.0690	0.8257	0.9087
0.3153	13.7308	714	0.8183	0.0828	0.8183	0.9046
0.3153	13.7692	716	0.8102	0.0874	0.8102	0.9001
0.3153	13.8077	718	0.8092	0.0828	0.8092	0.8996
0.3153	13.8462	720	0.8539	0.0205	0.8539	0.9241
0.3153	13.8846	722	0.9330	0.0727	0.9330	0.9659
0.3153	13.9231	724	0.9360	0.1147	0.9360	0.9675
0.3153	13.9615	726	0.8704	0.0226	0.8704	0.9329
0.3153	14.0	728	0.8478	0.0879	0.8478	0.9208
0.3153	14.0385	730	0.8369	0.1387	0.8369	0.9148
0.3153	14.0769	732	0.8235	0.0394	0.8235	0.9075
0.3153	14.1154	734	0.8564	0.0146	0.8564	0.9254
0.3153	14.1538	736	0.8625	0.0876	0.8625	0.9287
0.3153	14.1923	738	0.8525	0.1239	0.8525	0.9233
0.3153	14.2308	740	0.8098	0.0999	0.8098	0.8999
0.3153	14.2692	742	0.7762	0.1565	0.7762	0.8810
0.3153	14.3077	744	0.7514	0.0375	0.7514	0.8668
0.3153	14.3462	746	0.8045	0.0432	0.8045	0.8969
0.3153	14.3846	748	0.8319	0.0394	0.8319	0.9121
0.3153	14.4231	750	0.8341	0.1264	0.8341	0.9133
0.3153	14.4615	752	0.8878	0.1141	0.8878	0.9422
0.3153	14.5	754	0.9183	0.1141	0.9183	0.9583
0.3153	14.5385	756	0.9133	0.0826	0.9133	0.9557
0.3153	14.5769	758	0.9203	0.0826	0.9203	0.9593
0.3153	14.6154	760	0.9177	0.1141	0.9177	0.9580
0.3153	14.6538	762	0.9456	0.1459	0.9456	0.9724
0.3153	14.6923	764	0.9774	0.1638	0.9774	0.9887
0.3153	14.7308	766	0.9609	0.0993	0.9609	0.9802
0.3153	14.7692	768	0.9382	0.1141	0.9382	0.9686
0.3153	14.8077	770	0.9246	0.0826	0.9246	0.9616
0.3153	14.8462	772	0.9790	0.1218	0.9790	0.9894
0.3153	14.8846	774	0.9923	0.0966	0.9923	0.9961
0.3153	14.9231	776	0.9441	0.0563	0.9441	0.9716
0.3153	14.9615	778	0.8936	0.1222	0.8936	0.9453
0.3153	15.0	780	0.9020	0.1882	0.9020	0.9497
0.3153	15.0385	782	0.8917	0.1882	0.8917	0.9443
0.3153	15.0769	784	0.8316	0.1742	0.8316	0.9119
0.3153	15.1154	786	0.7716	0.1144	0.7716	0.8784
0.3153	15.1538	788	0.7779	0.0432	0.7779	0.8820
0.3153	15.1923	790	0.8500	-0.0785	0.8500	0.9220
0.3153	15.2308	792	0.8656	-0.0785	0.8656	0.9304
0.3153	15.2692	794	0.8447	0.0341	0.8447	0.9191
0.3153	15.3077	796	0.8815	0.1095	0.8815	0.9389
0.3153	15.3462	798	0.9637	0.0015	0.9637	0.9817
0.3153	15.3846	800	0.9752	0.0676	0.9752	0.9875
0.3153	15.4231	802	0.9675	0.1475	0.9675	0.9836
0.3153	15.4615	804	0.9250	0.1560	0.9250	0.9618
0.3153	15.5	806	0.8834	0.1415	0.8834	0.9399
0.3153	15.5385	808	0.8871	0.1049	0.8871	0.9418
0.3153	15.5769	810	0.9076	0.0272	0.9076	0.9527
0.3153	15.6154	812	0.9194	0.1260	0.9194	0.9588
0.3153	15.6538	814	1.0067	0.0575	1.0067	1.0033
0.3153	15.6923	816	1.1345	0.0114	1.1345	1.0651
0.3153	15.7308	818	1.1427	0.0114	1.1427	1.0690
0.3153	15.7692	820	1.1194	0.0149	1.1194	1.0580
0.3153	15.8077	822	1.0875	0.0149	1.0875	1.0429
0.3153	15.8462	824	0.9695	0.0256	0.9695	0.9846
0.3153	15.8846	826	0.9240	0.1142	0.9240	0.9612
0.3153	15.9231	828	0.8879	0.1609	0.8879	0.9423
0.3153	15.9615	830	0.8748	0.1609	0.8748	0.9353
0.3153	16.0	832	0.8984	0.1560	0.8984	0.9478
0.3153	16.0385	834	0.9220	0.1144	0.9220	0.9602
0.3153	16.0769	836	1.0406	0.0225	1.0406	1.0201
0.3153	16.1154	838	1.0996	0.0180	1.0996	1.0486
0.3153	16.1538	840	1.0895	0.0180	1.0895	1.0438
0.3153	16.1923	842	1.0514	0.0557	1.0514	1.0254
0.3153	16.2308	844	0.9540	0.0452	0.9540	0.9767
0.3153	16.2692	846	0.8885	0.0140	0.8885	0.9426
0.3153	16.3077	848	0.8422	0.1003	0.8422	0.9177
0.3153	16.3462	850	0.8539	0.1003	0.8539	0.9240
0.3153	16.3846	852	0.8858	0.0956	0.8858	0.9412
0.3153	16.4231	854	0.9216	0.0913	0.9216	0.9600
0.3153	16.4615	856	0.9119	0.0538	0.9119	0.9549
0.3153	16.5	858	0.9070	0.0538	0.9070	0.9524
0.3153	16.5385	860	0.9080	0.0504	0.9080	0.9529
0.3153	16.5769	862	1.0099	0.0659	1.0099	1.0049
0.3153	16.6154	864	0.9879	0.0659	0.9879	0.9940
0.3153	16.6538	866	0.8492	0.0680	0.8492	0.9215
0.3153	16.6923	868	0.7934	0.0303	0.7934	0.8908
0.3153	16.7308	870	0.7915	0.0338	0.7915	0.8897
0.3153	16.7692	872	0.7732	0.0338	0.7732	0.8793
0.3153	16.8077	874	0.8098	0.0562	0.8098	0.8999
0.3153	16.8462	876	0.8832	0.1196	0.8832	0.9398
0.3153	16.8846	878	0.9240	0.1150	0.9240	0.9613
0.3153	16.9231	880	0.9029	0.1149	0.9029	0.9502
0.3153	16.9615	882	0.8837	0.0837	0.8837	0.9400
0.3153	17.0	884	0.8716	0.1859	0.8716	0.9336
0.3153	17.0385	886	0.8801	0.1727	0.8801	0.9381
0.3153	17.0769	888	0.9231	0.0805	0.9231	0.9608
0.3153	17.1154	890	0.9650	0.0324	0.9650	0.9823
0.3153	17.1538	892	0.9819	0.0924	0.9819	0.9909
0.3153	17.1923	894	0.9902	0.1217	0.9902	0.9951
0.3153	17.2308	896	0.9839	0.1217	0.9839	0.9919
0.3153	17.2692	898	0.9419	0.1027	0.9419	0.9705
0.3153	17.3077	900	0.8572	0.1423	0.8572	0.9259
0.3153	17.3462	902	0.8491	0.1049	0.8491	0.9215
0.3153	17.3846	904	0.8576	0.0633	0.8576	0.9261
0.3153	17.4231	906	0.8483	0.0700	0.8483	0.9211
0.3153	17.4615	908	0.8374	0.0700	0.8374	0.9151
0.3153	17.5	910	0.8474	0.0660	0.8474	0.9205
0.3153	17.5385	912	0.8927	0.0484	0.8927	0.9448
0.3153	17.5769	914	0.9865	0.0636	0.9865	0.9932
0.3153	17.6154	916	1.0572	0.0492	1.0572	1.0282
0.3153	17.6538	918	0.9688	0.0692	0.9688	0.9843
0.3153	17.6923	920	0.8558	0.1003	0.8558	0.9251
0.3153	17.7308	922	0.8347	0.0357	0.8347	0.9136
0.3153	17.7692	924	0.8379	0.1095	0.8379	0.9154
0.3153	17.8077	926	0.8708	0.0407	0.8708	0.9332
0.3153	17.8462	928	0.8737	0.0377	0.8737	0.9347
0.3153	17.8846	930	0.8913	0.0377	0.8913	0.9441
0.3153	17.9231	932	0.8414	0.0600	0.8414	0.9173
0.3153	17.9615	934	0.8397	0.0214	0.8397	0.9164
0.3153	18.0	936	0.8388	0.0214	0.8388	0.9159
0.3153	18.0385	938	0.9002	0.0041	0.9002	0.9488
0.3153	18.0769	940	0.9963	0.0692	0.9963	0.9982
0.3153	18.1154	942	1.0541	0.0487	1.0541	1.0267
0.3153	18.1538	944	1.1114	0.0462	1.1114	1.0542
0.3153	18.1923	946	1.1119	0.0462	1.1119	1.0545
0.3153	18.2308	948	0.9806	0.0566	0.9806	0.9902
0.3153	18.2692	950	0.9098	0.0633	0.9098	0.9539
0.3153	18.3077	952	0.8705	0.0633	0.8705	0.9330
0.3153	18.3462	954	0.8712	0.0255	0.8712	0.9334
0.3153	18.3846	956	0.8880	0.0892	0.8880	0.9424
0.3153	18.4231	958	0.9565	0.1815	0.9565	0.9780
0.3153	18.4615	960	1.0724	0.0860	1.0724	1.0356
0.3153	18.5	962	1.1257	0.0799	1.1257	1.0610
0.3153	18.5385	964	1.1189	0.0829	1.1189	1.0578
0.3153	18.5769	966	1.1044	0.0895	1.1044	1.0509
0.3153	18.6154	968	1.0889	0.0302	1.0889	1.0435
0.3153	18.6538	970	1.0469	0.0660	1.0469	1.0232
0.3153	18.6923	972	0.9974	0.0864	0.9974	0.9987
0.3153	18.7308	974	0.9629	0.0203	0.9629	0.9813
0.3153	18.7692	976	0.9303	0.0542	0.9303	0.9645
0.3153	18.8077	978	0.8981	0.1222	0.8981	0.9477
0.3153	18.8462	980	0.9780	0.1258	0.9780	0.9889
0.3153	18.8846	982	1.0918	-0.0207	1.0918	1.0449
0.3153	18.9231	984	1.1032	-0.0534	1.1032	1.0503
0.3153	18.9615	986	1.0082	0.1551	1.0082	1.0041
0.3153	19.0	988	0.9435	0.1102	0.9435	0.9714
0.3153	19.0385	990	0.9234	0.0269	0.9234	0.9609
0.3153	19.0769	992	0.9194	0.1019	0.9194	0.9588
0.3153	19.1154	994	0.9058	0.0774	0.9058	0.9517
0.3153	19.1538	996	0.8838	0.1053	0.8838	0.9401
0.3153	19.1923	998	0.8879	0.0572	0.8879	0.9423
0.0623	19.2308	1000	0.9153	0.0868	0.9153	0.9567
0.0623	19.2692	1002	0.9407	0.1065	0.9407	0.9699
0.0623	19.3077	1004	0.9537	0.2012	0.9537	0.9766
0.0623	19.3462	1006	0.9144	0.1144	0.9144	0.9562
0.0623	19.3846	1008	0.8682	0.0497	0.8682	0.9317
0.0623	19.4231	1010	0.8321	0.0622	0.8321	0.9122
0.0623	19.4615	1012	0.8480	0.0562	0.8480	0.9209
0.0623	19.5	1014	0.9178	0.1593	0.9178	0.9580
0.0623	19.5385	1016	0.9382	0.1493	0.9382	0.9686
0.0623	19.5769	1018	0.9264	0.1190	0.9264	0.9625
0.0623	19.6154	1020	0.8985	0.1336	0.8985	0.9479
0.0623	19.6538	1022	0.8700	0.0956	0.8700	0.9328
0.0623	19.6923	1024	0.8705	0.0956	0.8705	0.9330
0.0623	19.7308	1026	0.8770	0.0956	0.8770	0.9365
0.0623	19.7692	1028	0.8868	0.0956	0.8868	0.9417
0.0623	19.8077	1030	0.8936	0.0424	0.8936	0.9453
0.0623	19.8462	1032	0.8936	0.0826	0.8936	0.9453
0.0623	19.8846	1034	0.9024	0.0377	0.9024	0.9500
0.0623	19.9231	1036	0.8694	0.0377	0.8694	0.9324
0.0623	19.9615	1038	0.8069	0.1395	0.8069	0.8983
0.0623	20.0	1040	0.7513	0.1311	0.7513	0.8668
0.0623	20.0385	1042	0.7623	0.0375	0.7623	0.8731
0.0623	20.0769	1044	0.7756	0.0821	0.7756	0.8807
0.0623	20.1154	1046	0.7995	0.0723	0.7995	0.8942
0.0623	20.1538	1048	0.8670	0.1281	0.8670	0.9311
0.0623	20.1923	1050	0.9422	0.0363	0.9422	0.9707
0.0623	20.2308	1052	0.9294	0.0769	0.9294	0.9640
0.0623	20.2692	1054	0.8875	0.1188	0.8875	0.9421
0.0623	20.3077	1056	0.8156	0.0269	0.8156	0.9031
0.0623	20.3462	1058	0.7894	0.0338	0.7894	0.8885
0.0623	20.3846	1060	0.7998	0.0776	0.7998	0.8943
0.0623	20.4231	1062	0.8417	0.1272	0.8417	0.9174
0.0623	20.4615	1064	0.8937	0.1416	0.8937	0.9453
0.0623	20.5	1066	0.9072	0.1416	0.9072	0.9525
0.0623	20.5385	1068	0.8727	0.1416	0.8727	0.9342
0.0623	20.5769	1070	0.8457	0.1272	0.8457	0.9196
0.0623	20.6154	1072	0.8580	0.1272	0.8580	0.9263
0.0623	20.6538	1074	0.8922	0.1416	0.8922	0.9445
0.0623	20.6923	1076	0.9423	0.0991	0.9423	0.9707
0.0623	20.7308	1078	0.9833	0.0824	0.9833	0.9916
0.0623	20.7692	1080	0.9393	0.1219	0.9393	0.9692
0.0623	20.8077	1082	0.8998	0.0991	0.8998	0.9486
0.0623	20.8462	1084	0.8839	0.1028	0.8839	0.9402
0.0623	20.8846	1086	0.8578	0.1272	0.8578	0.9262
0.0623	20.9231	1088	0.8524	0.1004	0.8524	0.9232
0.0623	20.9615	1090	0.8425	0.1004	0.8425	0.9179
0.0623	21.0	1092	0.8359	0.0961	0.8359	0.9143
0.0623	21.0385	1094	0.8231	0.0961	0.8231	0.9072
0.0623	21.0769	1096	0.8369	0.1609	0.8369	0.9148
0.0623	21.1154	1098	0.8751	0.1459	0.8751	0.9355
0.0623	21.1538	1100	0.8814	0.1183	0.8814	0.9388
0.0623	21.1923	1102	0.8972	0.0520	0.8972	0.9472
0.0623	21.2308	1104	0.9393	0.0	0.9393	0.9692
0.0623	21.2692	1106	0.9451	0.0392	0.9451	0.9722
0.0623	21.3077	1108	0.9075	0.0604	0.9075	0.9526
0.0623	21.3462	1110	0.8733	0.0888	0.8733	0.9345
0.0623	21.3846	1112	0.8639	0.1673	0.8639	0.9295
0.0623	21.4231	1114	0.8643	0.1780	0.8643	0.9297
0.0623	21.4615	1116	0.8479	0.1571	0.8479	0.9208
0.0623	21.5	1118	0.8356	0.1673	0.8356	0.9141
0.0623	21.5385	1120	0.8440	0.1272	0.8440	0.9187
0.0623	21.5769	1122	0.8854	0.1103	0.8854	0.9410
0.0623	21.6154	1124	0.9455	0.1028	0.9455	0.9724
0.0623	21.6538	1126	0.9652	0.0653	0.9652	0.9824
0.0623	21.6923	1128	0.9116	0.1028	0.9116	0.9548
0.0623	21.7308	1130	0.8232	0.0574	0.8232	0.9073
0.0623	21.7692	1132	0.7816	0.0303	0.7816	0.8841
0.0623	21.8077	1134	0.7643	0.0821	0.7643	0.8742
0.0623	21.8462	1136	0.7824	0.0680	0.7824	0.8846
0.0623	21.8846	1138	0.9137	0.0409	0.9137	0.9559

Framework versions

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