ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k18_task2_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: 0.7566
• Qwk: 0.5624
• Mse: 0.7566
• Rmse: 0.8698

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: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0198	2	4.1908	-0.0117	4.1908	2.0471
No log	0.0396	4	2.0677	0.0526	2.0677	1.4379
No log	0.0594	6	1.0427	0.0569	1.0427	1.0211
No log	0.0792	8	0.8524	0.0409	0.8524	0.9233
No log	0.0990	10	0.7717	0.0978	0.7717	0.8785
No log	0.1188	12	0.8381	0.0973	0.8381	0.9155
No log	0.1386	14	0.9688	0.2128	0.9688	0.9843
No log	0.1584	16	0.8420	0.2642	0.8420	0.9176
No log	0.1782	18	0.6983	0.3411	0.6983	0.8356
No log	0.1980	20	0.7439	0.2767	0.7439	0.8625
No log	0.2178	22	0.6148	0.4032	0.6148	0.7841
No log	0.2376	24	0.6069	0.3699	0.6069	0.7790
No log	0.2574	26	0.6074	0.4474	0.6074	0.7793
No log	0.2772	28	0.7020	0.4420	0.7020	0.8379
No log	0.2970	30	0.7978	0.4451	0.7978	0.8932
No log	0.3168	32	0.7279	0.4789	0.7279	0.8531
No log	0.3366	34	0.8283	0.4670	0.8283	0.9101
No log	0.3564	36	1.0176	0.4122	1.0176	1.0088
No log	0.3762	38	0.6986	0.4308	0.6986	0.8358
No log	0.3960	40	0.6401	0.5017	0.6401	0.8001
No log	0.4158	42	0.6111	0.4905	0.6111	0.7817
No log	0.4356	44	0.6738	0.4583	0.6738	0.8208
No log	0.4554	46	0.6646	0.4538	0.6646	0.8153
No log	0.4752	48	0.8314	0.4436	0.8314	0.9118
No log	0.4950	50	0.9619	0.4164	0.9619	0.9808
No log	0.5149	52	0.9796	0.4282	0.9796	0.9898
No log	0.5347	54	0.9221	0.4609	0.9221	0.9603
No log	0.5545	56	0.9361	0.5061	0.9362	0.9675
No log	0.5743	58	1.0206	0.4937	1.0206	1.0103
No log	0.5941	60	1.0441	0.4791	1.0441	1.0218
No log	0.6139	62	1.0428	0.5015	1.0428	1.0212
No log	0.6337	64	1.0348	0.4883	1.0348	1.0173
No log	0.6535	66	0.9656	0.4935	0.9656	0.9827
No log	0.6733	68	0.8961	0.4867	0.8961	0.9466
No log	0.6931	70	0.8775	0.4913	0.8775	0.9368
No log	0.7129	72	0.8397	0.5064	0.8397	0.9163
No log	0.7327	74	0.7882	0.5575	0.7882	0.8878
No log	0.7525	76	1.2267	0.4250	1.2267	1.1076
No log	0.7723	78	1.1654	0.4196	1.1654	1.0795
No log	0.7921	80	0.7624	0.5180	0.7624	0.8732
No log	0.8119	82	0.7055	0.4902	0.7055	0.8399
No log	0.8317	84	0.7650	0.4948	0.7650	0.8746
No log	0.8515	86	0.8526	0.5169	0.8526	0.9234
No log	0.8713	88	1.2895	0.3752	1.2895	1.1356
No log	0.8911	90	1.4403	0.3889	1.4403	1.2001
No log	0.9109	92	1.2354	0.4427	1.2354	1.1115
No log	0.9307	94	0.9478	0.5045	0.9478	0.9736
No log	0.9505	96	0.9794	0.5433	0.9794	0.9896
No log	0.9703	98	0.9907	0.5133	0.9907	0.9953
No log	0.9901	100	1.0119	0.4727	1.0119	1.0059
No log	1.0099	102	1.0929	0.4609	1.0929	1.0454
No log	1.0297	104	1.1774	0.4849	1.1774	1.0851
No log	1.0495	106	1.1381	0.4788	1.1381	1.0668
No log	1.0693	108	1.1531	0.4805	1.1531	1.0738
No log	1.0891	110	1.2037	0.4700	1.2037	1.0971
No log	1.1089	112	1.2512	0.5004	1.2512	1.1186
No log	1.1287	114	1.0154	0.4922	1.0154	1.0077
No log	1.1485	116	0.9216	0.5579	0.9216	0.9600
No log	1.1683	118	0.9196	0.5412	0.9196	0.9590
No log	1.1881	120	0.9607	0.5112	0.9607	0.9801
No log	1.2079	122	1.1576	0.4769	1.1576	1.0759
No log	1.2277	124	1.0861	0.5019	1.0861	1.0421
No log	1.2475	126	0.9471	0.5007	0.9471	0.9732
No log	1.2673	128	0.8502	0.5171	0.8502	0.9221
No log	1.2871	130	0.8466	0.5549	0.8466	0.9201
No log	1.3069	132	0.8371	0.5535	0.8371	0.9149
No log	1.3267	134	0.9751	0.5081	0.9751	0.9875
No log	1.3465	136	1.4054	0.4128	1.4054	1.1855
No log	1.3663	138	1.4556	0.4204	1.4556	1.2065
No log	1.3861	140	1.2273	0.4505	1.2273	1.1078
No log	1.4059	142	0.9880	0.5171	0.9880	0.9940
No log	1.4257	144	1.0184	0.5094	1.0184	1.0092
No log	1.4455	146	0.9437	0.5032	0.9437	0.9714
No log	1.4653	148	0.8487	0.5082	0.8487	0.9212
No log	1.4851	150	1.0881	0.5037	1.0881	1.0431
No log	1.5050	152	1.2867	0.4422	1.2867	1.1343
No log	1.5248	154	1.1547	0.4650	1.1547	1.0746
No log	1.5446	156	0.8716	0.4759	0.8716	0.9336
No log	1.5644	158	0.8527	0.5341	0.8527	0.9234
No log	1.5842	160	1.0676	0.4887	1.0676	1.0333
No log	1.6040	162	1.0452	0.5349	1.0452	1.0224
No log	1.6238	164	1.0264	0.5281	1.0264	1.0131
No log	1.6436	166	1.1099	0.4844	1.1099	1.0535
No log	1.6634	168	1.0724	0.4821	1.0724	1.0356
No log	1.6832	170	1.0274	0.5019	1.0274	1.0136
No log	1.7030	172	0.9955	0.5082	0.9955	0.9978
No log	1.7228	174	0.9970	0.4878	0.9970	0.9985
No log	1.7426	176	0.9839	0.4729	0.9839	0.9919
No log	1.7624	178	0.9453	0.4962	0.9453	0.9723
No log	1.7822	180	0.8238	0.5064	0.8238	0.9077
No log	1.8020	182	0.7380	0.5141	0.7380	0.8590
No log	1.8218	184	0.7922	0.5398	0.7922	0.8901
No log	1.8416	186	0.8137	0.5398	0.8137	0.9020
No log	1.8614	188	0.7694	0.4899	0.7694	0.8771
No log	1.8812	190	0.9183	0.4862	0.9183	0.9583
No log	1.9010	192	1.4197	0.4239	1.4197	1.1915
No log	1.9208	194	1.5202	0.4031	1.5202	1.2330
No log	1.9406	196	1.1658	0.4881	1.1658	1.0797
No log	1.9604	198	0.7928	0.5156	0.7928	0.8904
No log	1.9802	200	0.7315	0.5285	0.7315	0.8553
No log	2.0	202	0.7197	0.5555	0.7197	0.8484
No log	2.0198	204	0.7716	0.5065	0.7716	0.8784
No log	2.0396	206	0.9421	0.5332	0.9421	0.9706
No log	2.0594	208	0.9765	0.5103	0.9765	0.9882
No log	2.0792	210	0.9805	0.5284	0.9805	0.9902
No log	2.0990	212	1.1522	0.5159	1.1522	1.0734
No log	2.1188	214	1.2791	0.4777	1.2791	1.1310
No log	2.1386	216	1.3609	0.4408	1.3609	1.1666
No log	2.1584	218	1.1887	0.4883	1.1887	1.0903
No log	2.1782	220	0.9788	0.4981	0.9788	0.9894
No log	2.1980	222	0.8586	0.5110	0.8586	0.9266
No log	2.2178	224	0.7788	0.5392	0.7788	0.8825
No log	2.2376	226	0.7835	0.5184	0.7835	0.8852
No log	2.2574	228	0.7282	0.5368	0.7282	0.8533
No log	2.2772	230	0.7733	0.5262	0.7733	0.8793
No log	2.2970	232	0.9634	0.4824	0.9634	0.9815
No log	2.3168	234	1.3279	0.4386	1.3279	1.1523
No log	2.3366	236	1.5702	0.4158	1.5702	1.2531
No log	2.3564	238	1.4208	0.4357	1.4208	1.1920
No log	2.3762	240	1.1331	0.5419	1.1331	1.0645
No log	2.3960	242	1.0141	0.5416	1.0141	1.0070
No log	2.4158	244	1.0889	0.5370	1.0889	1.0435
No log	2.4356	246	1.2512	0.4841	1.2512	1.1186
No log	2.4554	248	1.1727	0.5058	1.1727	1.0829
No log	2.4752	250	1.1344	0.5233	1.1344	1.0651
No log	2.4950	252	1.1265	0.5446	1.1265	1.0613
No log	2.5149	254	1.1738	0.5335	1.1738	1.0834
No log	2.5347	256	1.2038	0.5358	1.2038	1.0972
No log	2.5545	258	1.2245	0.5025	1.2245	1.1066
No log	2.5743	260	1.1438	0.4998	1.1438	1.0695
No log	2.5941	262	1.0071	0.5723	1.0071	1.0035
No log	2.6139	264	0.9084	0.5541	0.9084	0.9531
No log	2.6337	266	0.8873	0.5553	0.8873	0.9420
No log	2.6535	268	0.9066	0.5451	0.9066	0.9522
No log	2.6733	270	0.9739	0.5439	0.9739	0.9869
No log	2.6931	272	1.0253	0.4918	1.0253	1.0126
No log	2.7129	274	1.0735	0.5034	1.0735	1.0361
No log	2.7327	276	1.0043	0.5224	1.0043	1.0021
No log	2.7525	278	1.0291	0.5275	1.0291	1.0144
No log	2.7723	280	1.2552	0.4697	1.2552	1.1203
No log	2.7921	282	1.5924	0.4139	1.5924	1.2619
No log	2.8119	284	1.5999	0.4121	1.5999	1.2649
No log	2.8317	286	1.4538	0.4177	1.4538	1.2057
No log	2.8515	288	1.1932	0.4964	1.1932	1.0923
No log	2.8713	290	1.1127	0.5124	1.1127	1.0548
No log	2.8911	292	1.1744	0.4939	1.1744	1.0837
No log	2.9109	294	1.1881	0.4853	1.1881	1.0900
No log	2.9307	296	1.1842	0.4374	1.1842	1.0882
No log	2.9505	298	1.1193	0.4615	1.1193	1.0580
No log	2.9703	300	0.9437	0.5267	0.9437	0.9714
No log	2.9901	302	0.8266	0.4518	0.8266	0.9092
No log	3.0099	304	0.8363	0.5208	0.8363	0.9145
No log	3.0297	306	0.8434	0.5295	0.8434	0.9184
No log	3.0495	308	0.8259	0.5025	0.8259	0.9088
No log	3.0693	310	0.9949	0.5020	0.9949	0.9975
No log	3.0891	312	1.2093	0.4538	1.2093	1.0997
No log	3.1089	314	1.1686	0.5022	1.1686	1.0810
No log	3.1287	316	0.9853	0.4994	0.9853	0.9926
No log	3.1485	318	0.9276	0.4998	0.9276	0.9631
No log	3.1683	320	0.9453	0.4782	0.9453	0.9723
No log	3.1881	322	0.9883	0.4918	0.9883	0.9941
No log	3.2079	324	1.1443	0.4887	1.1443	1.0697
No log	3.2277	326	1.4031	0.4183	1.4031	1.1845
No log	3.2475	328	1.3300	0.4204	1.3300	1.1533
No log	3.2673	330	1.0140	0.4957	1.0140	1.0070
No log	3.2871	332	0.7766	0.4887	0.7766	0.8813
No log	3.3069	334	0.7408	0.5163	0.7408	0.8607
No log	3.3267	336	0.7596	0.5328	0.7596	0.8715
No log	3.3465	338	0.8488	0.4876	0.8488	0.9213
No log	3.3663	340	1.0122	0.5250	1.0122	1.0061
No log	3.3861	342	1.1029	0.5105	1.1029	1.0502
No log	3.4059	344	1.0749	0.5185	1.0749	1.0368
No log	3.4257	346	0.9516	0.5170	0.9516	0.9755
No log	3.4455	348	0.8499	0.4952	0.8499	0.9219
No log	3.4653	350	0.7703	0.5109	0.7703	0.8777
No log	3.4851	352	0.6923	0.5412	0.6923	0.8321
No log	3.5050	354	0.6800	0.5405	0.6800	0.8246
No log	3.5248	356	0.7395	0.5338	0.7395	0.8599
No log	3.5446	358	0.8388	0.5452	0.8388	0.9158
No log	3.5644	360	0.8781	0.5396	0.8781	0.9371
No log	3.5842	362	0.9003	0.5344	0.9003	0.9488
No log	3.6040	364	0.8604	0.5547	0.8604	0.9276
No log	3.6238	366	0.8470	0.5536	0.8470	0.9203
No log	3.6436	368	0.8398	0.5524	0.8398	0.9164
No log	3.6634	370	0.8709	0.5357	0.8709	0.9332
No log	3.6832	372	0.9391	0.5308	0.9391	0.9690
No log	3.7030	374	0.9228	0.5327	0.9228	0.9606
No log	3.7228	376	0.8454	0.5226	0.8454	0.9195
No log	3.7426	378	0.8955	0.5278	0.8955	0.9463
No log	3.7624	380	0.9404	0.5285	0.9404	0.9697
No log	3.7822	382	0.9569	0.5294	0.9569	0.9782
No log	3.8020	384	1.0288	0.5076	1.0288	1.0143
No log	3.8218	386	1.0692	0.5144	1.0692	1.0340
No log	3.8416	388	1.0216	0.5306	1.0216	1.0107
No log	3.8614	390	0.9055	0.5248	0.9055	0.9516
No log	3.8812	392	0.7833	0.5365	0.7833	0.8850
No log	3.9010	394	0.7319	0.5332	0.7319	0.8555
No log	3.9208	396	0.7000	0.5316	0.7000	0.8367
No log	3.9406	398	0.6956	0.5139	0.6956	0.8340
No log	3.9604	400	0.7250	0.5145	0.7250	0.8515
No log	3.9802	402	0.8458	0.5571	0.8458	0.9197
No log	4.0	404	0.9124	0.5305	0.9124	0.9552
No log	4.0198	406	0.9546	0.5424	0.9546	0.9771
No log	4.0396	408	0.9045	0.5228	0.9045	0.9511
No log	4.0594	410	0.9958	0.5417	0.9958	0.9979
No log	4.0792	412	1.1912	0.5131	1.1912	1.0914
No log	4.0990	414	1.1944	0.5118	1.1944	1.0929
No log	4.1188	416	1.1691	0.5120	1.1691	1.0813
No log	4.1386	418	1.0554	0.5279	1.0554	1.0273
No log	4.1584	420	0.9144	0.5388	0.9144	0.9562
No log	4.1782	422	0.8328	0.5436	0.8328	0.9126
No log	4.1980	424	0.8326	0.5347	0.8326	0.9125
No log	4.2178	426	0.8655	0.5154	0.8655	0.9303
No log	4.2376	428	0.9656	0.5260	0.9656	0.9827
No log	4.2574	430	1.1098	0.5229	1.1098	1.0534
No log	4.2772	432	1.2120	0.4497	1.2120	1.1009
No log	4.2970	434	1.1528	0.4956	1.1528	1.0737
No log	4.3168	436	0.9611	0.4926	0.9611	0.9804
No log	4.3366	438	0.7907	0.5442	0.7907	0.8892
No log	4.3564	440	0.7324	0.5779	0.7324	0.8558
No log	4.3762	442	0.7192	0.5711	0.7192	0.8481
No log	4.3960	444	0.7393	0.5467	0.7393	0.8599
No log	4.4158	446	0.8504	0.5147	0.8504	0.9222
No log	4.4356	448	0.9209	0.4853	0.9209	0.9597
No log	4.4554	450	0.9121	0.4859	0.9121	0.9550
No log	4.4752	452	0.8428	0.5294	0.8428	0.9180
No log	4.4950	454	0.7704	0.5586	0.7704	0.8778
No log	4.5149	456	0.7519	0.5468	0.7519	0.8671
No log	4.5347	458	0.7653	0.5521	0.7653	0.8748
No log	4.5545	460	0.8161	0.5624	0.8161	0.9034
No log	4.5743	462	0.9210	0.5322	0.9210	0.9597
No log	4.5941	464	0.9736	0.5189	0.9736	0.9867
No log	4.6139	466	0.8828	0.4936	0.8828	0.9396
No log	4.6337	468	0.7604	0.5465	0.7604	0.8720
No log	4.6535	470	0.7033	0.5575	0.7033	0.8386
No log	4.6733	472	0.6852	0.5575	0.6852	0.8278
No log	4.6931	474	0.7076	0.5601	0.7076	0.8412
No log	4.7129	476	0.7822	0.5368	0.7822	0.8844
No log	4.7327	478	0.8256	0.5357	0.8256	0.9086
No log	4.7525	480	0.7934	0.5315	0.7934	0.8907
No log	4.7723	482	0.7256	0.5560	0.7256	0.8518
No log	4.7921	484	0.6966	0.5520	0.6966	0.8346
No log	4.8119	486	0.7030	0.5589	0.7030	0.8384
No log	4.8317	488	0.7303	0.5504	0.7303	0.8546
No log	4.8515	490	0.8229	0.5192	0.8229	0.9071
No log	4.8713	492	0.8704	0.5275	0.8704	0.9330
No log	4.8911	494	0.8649	0.5208	0.8649	0.9300
No log	4.9109	496	0.8589	0.5114	0.8589	0.9268
No log	4.9307	498	0.8210	0.5346	0.8210	0.9061
0.4565	4.9505	500	0.7976	0.5400	0.7976	0.8931
0.4565	4.9703	502	0.7454	0.5468	0.7454	0.8633
0.4565	4.9901	504	0.7299	0.5560	0.7299	0.8543
0.4565	5.0099	506	0.7394	0.5378	0.7394	0.8599
0.4565	5.0297	508	0.7882	0.5261	0.7882	0.8878
0.4565	5.0495	510	0.7756	0.5105	0.7756	0.8807
0.4565	5.0693	512	0.6937	0.5419	0.6937	0.8329
0.4565	5.0891	514	0.6054	0.5590	0.6054	0.7781
0.4565	5.1089	516	0.5934	0.5545	0.5934	0.7703
0.4565	5.1287	518	0.6368	0.5485	0.6368	0.7980
0.4565	5.1485	520	0.7032	0.5418	0.7032	0.8386
0.4565	5.1683	522	0.8012	0.5268	0.8012	0.8951
0.4565	5.1881	524	0.8659	0.5125	0.8659	0.9306
0.4565	5.2079	526	0.9623	0.5404	0.9623	0.9809
0.4565	5.2277	528	1.0672	0.5096	1.0672	1.0331
0.4565	5.2475	530	1.1046	0.4925	1.1046	1.0510
0.4565	5.2673	532	1.0539	0.5045	1.0539	1.0266
0.4565	5.2871	534	0.9846	0.5165	0.9846	0.9923
0.4565	5.3069	536	0.9476	0.5069	0.9476	0.9735
0.4565	5.3267	538	0.8420	0.5106	0.8420	0.9176
0.4565	5.3465	540	0.7447	0.5374	0.7447	0.8630
0.4565	5.3663	542	0.7099	0.5505	0.7099	0.8426
0.4565	5.3861	544	0.7094	0.5505	0.7094	0.8423
0.4565	5.4059	546	0.7220	0.5420	0.7220	0.8497
0.4565	5.4257	548	0.7329	0.5491	0.7329	0.8561
0.4565	5.4455	550	0.7620	0.5491	0.7620	0.8729
0.4565	5.4653	552	0.7384	0.5505	0.7384	0.8593
0.4565	5.4851	554	0.6923	0.5476	0.6923	0.8321
0.4565	5.5050	556	0.6636	0.5465	0.6636	0.8146
0.4565	5.5248	558	0.6559	0.5495	0.6559	0.8099
0.4565	5.5446	560	0.6529	0.5442	0.6529	0.8080
0.4565	5.5644	562	0.6432	0.5511	0.6432	0.8020
0.4565	5.5842	564	0.6405	0.5465	0.6405	0.8003
0.4565	5.6040	566	0.6733	0.5443	0.6733	0.8206
0.4565	5.6238	568	0.7555	0.5474	0.7555	0.8692
0.4565	5.6436	570	0.8491	0.5182	0.8491	0.9215
0.4565	5.6634	572	0.8681	0.5306	0.8681	0.9317
0.4565	5.6832	574	0.8380	0.5119	0.8380	0.9154
0.4565	5.7030	576	0.7895	0.5496	0.7895	0.8885
0.4565	5.7228	578	0.7889	0.5575	0.7889	0.8882
0.4565	5.7426	580	0.8133	0.5510	0.8133	0.9018
0.4565	5.7624	582	0.8665	0.5272	0.8665	0.9308
0.4565	5.7822	584	0.9261	0.5327	0.9261	0.9624
0.4565	5.8020	586	0.9494	0.5327	0.9494	0.9744
0.4565	5.8218	588	0.9452	0.5336	0.9452	0.9722
0.4565	5.8416	590	0.9664	0.5461	0.9664	0.9831
0.4565	5.8614	592	0.9813	0.5461	0.9813	0.9906
0.4565	5.8812	594	0.9453	0.5225	0.9453	0.9723
0.4565	5.9010	596	0.8986	0.5228	0.8986	0.9479
0.4565	5.9208	598	0.8436	0.5451	0.8436	0.9185
0.4565	5.9406	600	0.8044	0.5627	0.8044	0.8969
0.4565	5.9604	602	0.7892	0.5549	0.7892	0.8884
0.4565	5.9802	604	0.8005	0.5278	0.8005	0.8947
0.4565	6.0	606	0.8201	0.5189	0.8201	0.9056
0.4565	6.0198	608	0.8631	0.5201	0.8631	0.9290
0.4565	6.0396	610	0.8666	0.5201	0.8666	0.9309
0.4565	6.0594	612	0.8218	0.5189	0.8218	0.9066
0.4565	6.0792	614	0.8393	0.5311	0.8393	0.9161
0.4565	6.0990	616	0.8612	0.5279	0.8612	0.9280
0.4565	6.1188	618	0.8581	0.5362	0.8581	0.9264
0.4565	6.1386	620	0.8542	0.5418	0.8542	0.9242
0.4565	6.1584	622	0.8232	0.5379	0.8232	0.9073
0.4565	6.1782	624	0.8089	0.5326	0.8089	0.8994
0.4565	6.1980	626	0.8062	0.5125	0.8062	0.8979
0.4565	6.2178	628	0.8134	0.4979	0.8134	0.9019
0.4565	6.2376	630	0.7682	0.5178	0.7682	0.8765
0.4565	6.2574	632	0.7393	0.5435	0.7393	0.8598
0.4565	6.2772	634	0.6973	0.5420	0.6973	0.8351
0.4565	6.2970	636	0.6951	0.5377	0.6951	0.8337
0.4565	6.3168	638	0.7171	0.5420	0.7171	0.8468
0.4565	6.3366	640	0.7302	0.5475	0.7302	0.8545
0.4565	6.3564	642	0.7140	0.5431	0.7140	0.8450
0.4565	6.3762	644	0.7056	0.5405	0.7056	0.8400
0.4565	6.3960	646	0.7218	0.5535	0.7218	0.8496
0.4565	6.4158	648	0.7599	0.5548	0.7599	0.8717
0.4565	6.4356	650	0.8037	0.5083	0.8037	0.8965
0.4565	6.4554	652	0.8538	0.5240	0.8538	0.9240
0.4565	6.4752	654	0.8602	0.5240	0.8602	0.9274
0.4565	6.4950	656	0.8809	0.5106	0.8809	0.9385
0.4565	6.5149	658	0.9325	0.5017	0.9325	0.9657
0.4565	6.5347	660	0.9552	0.5017	0.9552	0.9774
0.4565	6.5545	662	0.9137	0.4888	0.9137	0.9559
0.4565	6.5743	664	0.8472	0.5146	0.8472	0.9205
0.4565	6.5941	666	0.8180	0.5405	0.8180	0.9044
0.4565	6.6139	668	0.8406	0.5220	0.8406	0.9168
0.4565	6.6337	670	0.8982	0.5022	0.8982	0.9478
0.4565	6.6535	672	0.9315	0.5061	0.9315	0.9652
0.4565	6.6733	674	0.9279	0.5059	0.9279	0.9633
0.4565	6.6931	676	0.9219	0.5059	0.9219	0.9601
0.4565	6.7129	678	0.9423	0.5059	0.9423	0.9707
0.4565	6.7327	680	0.9259	0.5059	0.9259	0.9622
0.4565	6.7525	682	0.8451	0.5374	0.8451	0.9193
0.4565	6.7723	684	0.7480	0.5465	0.7480	0.8649
0.4565	6.7921	686	0.6771	0.5635	0.6771	0.8229
0.4565	6.8119	688	0.6359	0.5724	0.6359	0.7974
0.4565	6.8317	690	0.6288	0.5650	0.6288	0.7930
0.4565	6.8515	692	0.6461	0.5517	0.6461	0.8038
0.4565	6.8713	694	0.6942	0.5471	0.6942	0.8332
0.4565	6.8911	696	0.7779	0.5054	0.7779	0.8820
0.4565	6.9109	698	0.8742	0.4990	0.8742	0.9350
0.4565	6.9307	700	0.8962	0.5220	0.8962	0.9467
0.4565	6.9505	702	0.8598	0.5271	0.8598	0.9273
0.4565	6.9703	704	0.8299	0.5231	0.8299	0.9110
0.4565	6.9901	706	0.7918	0.5457	0.7918	0.8898
0.4565	7.0099	708	0.7404	0.5614	0.7404	0.8605
0.4565	7.0297	710	0.7051	0.5534	0.7051	0.8397
0.4565	7.0495	712	0.6940	0.5657	0.6940	0.8331
0.4565	7.0693	714	0.6938	0.5771	0.6938	0.8330
0.4565	7.0891	716	0.6993	0.5823	0.6993	0.8362
0.4565	7.1089	718	0.7073	0.5671	0.7073	0.8410
0.4565	7.1287	720	0.7142	0.5520	0.7142	0.8451
0.4565	7.1485	722	0.7268	0.5507	0.7268	0.8525
0.4565	7.1683	724	0.7370	0.5629	0.7370	0.8585
0.4565	7.1881	726	0.7398	0.5507	0.7398	0.8601
0.4565	7.2079	728	0.7423	0.5589	0.7423	0.8616
0.4565	7.2277	730	0.7484	0.5629	0.7484	0.8651
0.4565	7.2475	732	0.7736	0.5533	0.7736	0.8795
0.4565	7.2673	734	0.8074	0.5407	0.8074	0.8986
0.4565	7.2871	736	0.8617	0.5235	0.8617	0.9283
0.4565	7.3069	738	0.8570	0.5197	0.8570	0.9258
0.4565	7.3267	740	0.8274	0.5393	0.8274	0.9096
0.4565	7.3465	742	0.7727	0.5519	0.7727	0.8790
0.4565	7.3663	744	0.7145	0.5659	0.7145	0.8453
0.4565	7.3861	746	0.6725	0.5776	0.6725	0.8200
0.4565	7.4059	748	0.6515	0.5865	0.6515	0.8072
0.4565	7.4257	750	0.6450	0.5793	0.6450	0.8031
0.4565	7.4455	752	0.6554	0.5762	0.6554	0.8096
0.4565	7.4653	754	0.6821	0.5768	0.6821	0.8259
0.4565	7.4851	756	0.7199	0.5383	0.7199	0.8485
0.4565	7.5050	758	0.7885	0.5100	0.7885	0.8880
0.4565	7.5248	760	0.8335	0.5015	0.8335	0.9129
0.4565	7.5446	762	0.8457	0.5250	0.8457	0.9196
0.4565	7.5644	764	0.8411	0.5211	0.8411	0.9171
0.4565	7.5842	766	0.8325	0.5211	0.8325	0.9124
0.4565	7.6040	768	0.8340	0.5244	0.8340	0.9132
0.4565	7.6238	770	0.8608	0.5148	0.8608	0.9278
0.4565	7.6436	772	0.8714	0.5085	0.8714	0.9335
0.4565	7.6634	774	0.8757	0.5085	0.8757	0.9358
0.4565	7.6832	776	0.8622	0.5109	0.8622	0.9286
0.4565	7.7030	778	0.8336	0.5201	0.8336	0.9130
0.4565	7.7228	780	0.8194	0.5201	0.8194	0.9052
0.4565	7.7426	782	0.8231	0.5269	0.8231	0.9073
0.4565	7.7624	784	0.8239	0.5269	0.8239	0.9077
0.4565	7.7822	786	0.8387	0.5201	0.8387	0.9158
0.4565	7.8020	788	0.8420	0.5201	0.8420	0.9176
0.4565	7.8218	790	0.8380	0.5201	0.8380	0.9154
0.4565	7.8416	792	0.8357	0.5201	0.8357	0.9142
0.4565	7.8614	794	0.8405	0.5180	0.8405	0.9168
0.4565	7.8812	796	0.8462	0.5180	0.8462	0.9199
0.4565	7.9010	798	0.8397	0.5248	0.8397	0.9164
0.4565	7.9208	800	0.8586	0.5180	0.8586	0.9266
0.4565	7.9406	802	0.8612	0.5180	0.8612	0.9280
0.4565	7.9604	804	0.8422	0.5188	0.8422	0.9177
0.4565	7.9802	806	0.8268	0.5254	0.8268	0.9093
0.4565	8.0	808	0.8270	0.5254	0.8270	0.9094
0.4565	8.0198	810	0.8067	0.5302	0.8067	0.8982
0.4565	8.0396	812	0.7861	0.5340	0.7861	0.8866
0.4565	8.0594	814	0.7809	0.5220	0.7809	0.8837
0.4565	8.0792	816	0.7704	0.5155	0.7704	0.8777
0.4565	8.0990	818	0.7542	0.5348	0.7542	0.8685
0.4565	8.1188	820	0.7387	0.5348	0.7387	0.8595
0.4565	8.1386	822	0.7427	0.5348	0.7427	0.8618
0.4565	8.1584	824	0.7518	0.5297	0.7518	0.8671
0.4565	8.1782	826	0.7710	0.5343	0.7710	0.8781
0.4565	8.1980	828	0.7823	0.5220	0.7823	0.8845
0.4565	8.2178	830	0.7786	0.5220	0.7786	0.8824
0.4565	8.2376	832	0.7954	0.5220	0.7954	0.8918
0.4565	8.2574	834	0.8095	0.5269	0.8095	0.8997
0.4565	8.2772	836	0.8436	0.5125	0.8436	0.9185
0.4565	8.2970	838	0.8867	0.5165	0.8867	0.9416
0.4565	8.3168	840	0.9053	0.5208	0.9053	0.9515
0.4565	8.3366	842	0.8979	0.5163	0.8979	0.9476
0.4565	8.3564	844	0.8656	0.5237	0.8656	0.9304
0.4565	8.3762	846	0.8338	0.5187	0.8338	0.9131
0.4565	8.3960	848	0.8107	0.5196	0.8107	0.9004
0.4565	8.4158	850	0.8010	0.5155	0.8010	0.8950
0.4565	8.4356	852	0.8031	0.5276	0.8031	0.8961
0.4565	8.4554	854	0.8030	0.5340	0.8030	0.8961
0.4565	8.4752	856	0.8026	0.5340	0.8026	0.8959
0.4565	8.4950	858	0.7857	0.5290	0.7857	0.8864
0.4565	8.5149	860	0.7724	0.5442	0.7724	0.8789
0.4565	8.5347	862	0.7690	0.5442	0.7690	0.8769
0.4565	8.5545	864	0.7727	0.5442	0.7727	0.8790
0.4565	8.5743	866	0.7773	0.5430	0.7773	0.8817
0.4565	8.5941	868	0.7858	0.5430	0.7858	0.8864
0.4565	8.6139	870	0.8032	0.5277	0.8032	0.8962
0.4565	8.6337	872	0.8177	0.5277	0.8177	0.9043
0.4565	8.6535	874	0.8301	0.5277	0.8301	0.9111
0.4565	8.6733	876	0.8335	0.5277	0.8335	0.9130
0.4565	8.6931	878	0.8329	0.5277	0.8329	0.9126
0.4565	8.7129	880	0.8339	0.5277	0.8339	0.9132
0.4565	8.7327	882	0.8291	0.5277	0.8291	0.9105
0.4565	8.7525	884	0.8337	0.5277	0.8337	0.9131
0.4565	8.7723	886	0.8421	0.5252	0.8421	0.9177
0.4565	8.7921	888	0.8503	0.5299	0.8503	0.9221
0.4565	8.8119	890	0.8660	0.5446	0.8660	0.9306
0.4565	8.8317	892	0.8714	0.5435	0.8714	0.9335
0.4565	8.8515	894	0.8640	0.5456	0.8640	0.9295
0.4565	8.8713	896	0.8483	0.5366	0.8483	0.9211
0.4565	8.8911	898	0.8285	0.5387	0.8285	0.9102
0.4565	8.9109	900	0.8026	0.5339	0.8026	0.8959
0.4565	8.9307	902	0.7879	0.5349	0.7879	0.8876
0.4565	8.9505	904	0.7791	0.5609	0.7791	0.8827
0.4565	8.9703	906	0.7810	0.5422	0.7810	0.8838
0.4565	8.9901	908	0.7780	0.5472	0.7780	0.8821
0.4565	9.0099	910	0.7742	0.5472	0.7742	0.8799
0.4565	9.0297	912	0.7758	0.5349	0.7758	0.8808
0.4565	9.0495	914	0.7853	0.5349	0.7853	0.8862
0.4565	9.0693	916	0.7984	0.5398	0.7984	0.8936
0.4565	9.0891	918	0.8109	0.5325	0.8109	0.9005
0.4565	9.1089	920	0.8256	0.5345	0.8256	0.9086
0.4565	9.1287	922	0.8390	0.5263	0.8390	0.9160
0.4565	9.1485	924	0.8534	0.5254	0.8534	0.9238
0.4565	9.1683	926	0.8568	0.5254	0.8568	0.9256
0.4565	9.1881	928	0.8576	0.5254	0.8576	0.9260
0.4565	9.2079	930	0.8447	0.5213	0.8447	0.9191
0.4565	9.2277	932	0.8233	0.5231	0.8233	0.9074
0.4565	9.2475	934	0.8020	0.5329	0.8020	0.8956
0.4565	9.2673	936	0.7833	0.5279	0.7833	0.8850
0.4565	9.2871	938	0.7792	0.5336	0.7792	0.8827
0.4565	9.3069	940	0.7807	0.5336	0.7807	0.8836
0.4565	9.3267	942	0.7761	0.5533	0.7761	0.8810
0.4565	9.3465	944	0.7801	0.5402	0.7801	0.8832
0.4565	9.3663	946	0.7939	0.5265	0.7939	0.8910
0.4565	9.3861	948	0.8097	0.5255	0.8097	0.8998
0.4565	9.4059	950	0.8163	0.5246	0.8163	0.9035
0.4565	9.4257	952	0.8200	0.5246	0.8200	0.9056
0.4565	9.4455	954	0.8215	0.5246	0.8215	0.9064
0.4565	9.4653	956	0.8201	0.5246	0.8201	0.9056
0.4565	9.4851	958	0.8160	0.5246	0.8160	0.9034
0.4565	9.5050	960	0.8134	0.5246	0.8134	0.9019
0.4565	9.5248	962	0.8094	0.5246	0.8094	0.8997
0.4565	9.5446	964	0.8044	0.5246	0.8044	0.8969
0.4565	9.5644	966	0.8012	0.5255	0.8012	0.8951
0.4565	9.5842	968	0.7944	0.5312	0.7944	0.8913
0.4565	9.6040	970	0.7891	0.5322	0.7891	0.8883
0.4565	9.6238	972	0.7850	0.5322	0.7850	0.8860
0.4565	9.6436	974	0.7807	0.5393	0.7807	0.8836
0.4565	9.6634	976	0.7813	0.5322	0.7813	0.8839
0.4565	9.6832	978	0.7814	0.5384	0.7814	0.8840
0.4565	9.7030	980	0.7794	0.5457	0.7794	0.8828
0.4565	9.7228	982	0.7752	0.5584	0.7752	0.8805
0.4565	9.7426	984	0.7694	0.5482	0.7694	0.8771
0.4565	9.7624	986	0.7650	0.5495	0.7650	0.8747
0.4565	9.7822	988	0.7628	0.5495	0.7628	0.8734
0.4565	9.8020	990	0.7609	0.5495	0.7609	0.8723
0.4565	9.8218	992	0.7580	0.5495	0.7580	0.8706
0.4565	9.8416	994	0.7569	0.5624	0.7569	0.8700
0.4565	9.8614	996	0.7567	0.5624	0.7567	0.8699
0.4565	9.8812	998	0.7556	0.5624	0.7556	0.8692
0.0664	9.9010	1000	0.7545	0.5624	0.7545	0.8686
0.0664	9.9208	1002	0.7548	0.5624	0.7548	0.8688
0.0664	9.9406	1004	0.7554	0.5624	0.7554	0.8691
0.0664	9.9604	1006	0.7558	0.5624	0.7558	0.8693
0.0664	9.9802	1008	0.7564	0.5624	0.7564	0.8697
0.0664	10.0	1010	0.7566	0.5624	0.7566	0.8698

Framework versions

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