ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k20_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: 1.0768
• Qwk: 0.4561
• Mse: 1.0768
• Rmse: 1.0377

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	3.8722	0.0010	3.8722	1.9678
No log	0.0396	4	1.8612	0.0906	1.8612	1.3643
No log	0.0594	6	1.0960	0.0602	1.0960	1.0469
No log	0.0792	8	0.7710	0.0845	0.7710	0.8780
No log	0.0990	10	0.7292	0.1869	0.7292	0.8539
No log	0.1188	12	0.8001	0.1960	0.8001	0.8945
No log	0.1386	14	0.7124	0.1308	0.7124	0.8440
No log	0.1584	16	1.1895	0.0250	1.1895	1.0906
No log	0.1782	18	1.2715	0.0296	1.2715	1.1276
No log	0.1980	20	0.9761	-0.0421	0.9761	0.9880
No log	0.2178	22	0.7300	0.1170	0.7300	0.8544
No log	0.2376	24	0.6827	0.1960	0.6827	0.8262
No log	0.2574	26	0.6813	0.0884	0.6813	0.8254
No log	0.2772	28	0.6666	0.1431	0.6666	0.8164
No log	0.2970	30	0.6705	0.2502	0.6705	0.8189
No log	0.3168	32	0.6775	0.3440	0.6775	0.8231
No log	0.3366	34	0.6263	0.2463	0.6263	0.7914
No log	0.3564	36	0.6156	0.1971	0.6156	0.7846
No log	0.3762	38	0.6832	0.1778	0.6832	0.8266
No log	0.3960	40	0.7945	0.2936	0.7945	0.8913
No log	0.4158	42	0.6831	0.2166	0.6831	0.8265
No log	0.4356	44	0.6062	0.2151	0.6062	0.7786
No log	0.4554	46	0.5971	0.2909	0.5971	0.7727
No log	0.4752	48	0.5801	0.2736	0.5801	0.7616
No log	0.4950	50	0.5844	0.3088	0.5844	0.7645
No log	0.5149	52	0.7653	0.4367	0.7653	0.8748
No log	0.5347	54	0.9230	0.3855	0.9230	0.9607
No log	0.5545	56	1.0123	0.3869	1.0123	1.0061
No log	0.5743	58	1.2125	0.2663	1.2125	1.1012
No log	0.5941	60	1.1883	0.3122	1.1883	1.0901
No log	0.6139	62	0.9986	0.3683	0.9986	0.9993
No log	0.6337	64	0.7744	0.3452	0.7744	0.8800
No log	0.6535	66	0.9590	0.3467	0.9590	0.9793
No log	0.6733	68	1.2340	0.3618	1.2340	1.1109
No log	0.6931	70	1.4258	0.2978	1.4258	1.1941
No log	0.7129	72	1.1659	0.3331	1.1659	1.0798
No log	0.7327	74	1.2083	0.3378	1.2083	1.0992
No log	0.7525	76	0.8719	0.3898	0.8719	0.9338
No log	0.7723	78	0.7386	0.3792	0.7386	0.8594
No log	0.7921	80	0.6942	0.4183	0.6942	0.8332
No log	0.8119	82	0.8773	0.4046	0.8773	0.9366
No log	0.8317	84	0.9693	0.4074	0.9693	0.9845
No log	0.8515	86	1.0604	0.4353	1.0604	1.0298
No log	0.8713	88	1.0664	0.3942	1.0664	1.0327
No log	0.8911	90	1.0799	0.4048	1.0799	1.0392
No log	0.9109	92	1.2171	0.3776	1.2171	1.1032
No log	0.9307	94	1.6291	0.3752	1.6291	1.2764
No log	0.9505	96	1.6593	0.3605	1.6593	1.2881
No log	0.9703	98	1.2606	0.3645	1.2606	1.1228
No log	0.9901	100	1.0651	0.4024	1.0651	1.0320
No log	1.0099	102	0.9488	0.5087	0.9488	0.9741
No log	1.0297	104	1.1275	0.3912	1.1275	1.0618
No log	1.0495	106	1.4633	0.3698	1.4633	1.2097
No log	1.0693	108	1.4105	0.3798	1.4105	1.1877
No log	1.0891	110	1.0344	0.4608	1.0344	1.0171
No log	1.1089	112	0.8774	0.5446	0.8774	0.9367
No log	1.1287	114	0.8479	0.5349	0.8479	0.9208
No log	1.1485	116	0.8691	0.5264	0.8691	0.9322
No log	1.1683	118	1.0747	0.3921	1.0747	1.0367
No log	1.1881	120	1.1267	0.3997	1.1267	1.0615
No log	1.2079	122	0.9554	0.4788	0.9554	0.9775
No log	1.2277	124	0.8427	0.4938	0.8427	0.9180
No log	1.2475	126	0.8263	0.5419	0.8263	0.9090
No log	1.2673	128	1.0862	0.4498	1.0862	1.0422
No log	1.2871	130	1.3808	0.3982	1.3808	1.1751
No log	1.3069	132	1.2773	0.4280	1.2773	1.1302
No log	1.3267	134	1.1783	0.4378	1.1783	1.0855
No log	1.3465	136	0.9985	0.4565	0.9985	0.9993
No log	1.3663	138	0.9857	0.4765	0.9857	0.9928
No log	1.3861	140	0.8858	0.4412	0.8858	0.9412
No log	1.4059	142	1.0159	0.4236	1.0159	1.0079
No log	1.4257	144	1.4280	0.3190	1.4280	1.1950
No log	1.4455	146	1.5289	0.3030	1.5289	1.2365
No log	1.4653	148	1.3458	0.3518	1.3458	1.1601
No log	1.4851	150	0.9539	0.4700	0.9539	0.9767
No log	1.5050	152	0.9056	0.4856	0.9056	0.9516
No log	1.5248	154	0.9667	0.5124	0.9667	0.9832
No log	1.5446	156	1.4478	0.3785	1.4478	1.2032
No log	1.5644	158	1.5982	0.3563	1.5982	1.2642
No log	1.5842	160	1.3351	0.4139	1.3351	1.1555
No log	1.6040	162	1.0414	0.4902	1.0414	1.0205
No log	1.6238	164	0.9605	0.4822	0.9605	0.9800
No log	1.6436	166	0.8512	0.4565	0.8512	0.9226
No log	1.6634	168	0.8621	0.4795	0.8621	0.9285
No log	1.6832	170	0.9575	0.4905	0.9575	0.9785
No log	1.7030	172	1.3363	0.4210	1.3363	1.1560
No log	1.7228	174	2.0161	0.3155	2.0161	1.4199
No log	1.7426	176	2.1477	0.2972	2.1477	1.4655
No log	1.7624	178	1.7232	0.3268	1.7232	1.3127
No log	1.7822	180	1.4181	0.3435	1.4181	1.1909
No log	1.8020	182	1.2057	0.4667	1.2057	1.0981
No log	1.8218	184	1.1140	0.4660	1.1140	1.0555
No log	1.8416	186	1.0592	0.4585	1.0592	1.0292
No log	1.8614	188	1.1041	0.4450	1.1041	1.0507
No log	1.8812	190	1.0816	0.4605	1.0816	1.0400
No log	1.9010	192	1.1517	0.4185	1.1517	1.0732
No log	1.9208	194	1.0825	0.4483	1.0825	1.0404
No log	1.9406	196	1.0337	0.4565	1.0337	1.0167
No log	1.9604	198	1.0887	0.4740	1.0887	1.0434
No log	1.9802	200	1.1598	0.4615	1.1598	1.0770
No log	2.0	202	1.3170	0.4631	1.3170	1.1476
No log	2.0198	204	1.7549	0.3838	1.7549	1.3247
No log	2.0396	206	2.4026	0.2530	2.4026	1.5500
No log	2.0594	208	2.6654	0.2301	2.6654	1.6326
No log	2.0792	210	2.3508	0.2638	2.3508	1.5332
No log	2.0990	212	1.6357	0.3993	1.6357	1.2789
No log	2.1188	214	1.1169	0.4447	1.1169	1.0568
No log	2.1386	216	1.0298	0.4608	1.0298	1.0148
No log	2.1584	218	1.1465	0.4048	1.1465	1.0707
No log	2.1782	220	1.3900	0.4045	1.3900	1.1790
No log	2.1980	222	1.5046	0.3896	1.5046	1.2266
No log	2.2178	224	1.2883	0.3950	1.2883	1.1350
No log	2.2376	226	0.9616	0.3977	0.9616	0.9806
No log	2.2574	228	0.8693	0.4518	0.8693	0.9324
No log	2.2772	230	0.8606	0.5203	0.8606	0.9277
No log	2.2970	232	0.9582	0.4350	0.9582	0.9789
No log	2.3168	234	0.9947	0.4463	0.9947	0.9973
No log	2.3366	236	1.1726	0.4243	1.1726	1.0829
No log	2.3564	238	1.5410	0.3996	1.5410	1.2414
No log	2.3762	240	1.8370	0.3164	1.8370	1.3554
No log	2.3960	242	1.7238	0.3105	1.7238	1.3130
No log	2.4158	244	1.3659	0.4113	1.3659	1.1687
No log	2.4356	246	1.0220	0.4164	1.0220	1.0110
No log	2.4554	248	1.0205	0.4416	1.0205	1.0102
No log	2.4752	250	1.2266	0.3829	1.2266	1.1075
No log	2.4950	252	1.5933	0.3564	1.5933	1.2623
No log	2.5149	254	1.7135	0.3298	1.7135	1.3090
No log	2.5347	256	1.4657	0.3792	1.4657	1.2107
No log	2.5545	258	1.1529	0.4103	1.1529	1.0737
No log	2.5743	260	1.1072	0.3997	1.1072	1.0522
No log	2.5941	262	1.2060	0.3960	1.2060	1.0982
No log	2.6139	264	1.2130	0.4015	1.2130	1.1014
No log	2.6337	266	1.1632	0.3920	1.1632	1.0785
No log	2.6535	268	1.1514	0.3875	1.1514	1.0730
No log	2.6733	270	1.1734	0.3903	1.1734	1.0832
No log	2.6931	272	1.3338	0.3971	1.3338	1.1549
No log	2.7129	274	1.6378	0.3960	1.6378	1.2798
No log	2.7327	276	1.5936	0.3952	1.5936	1.2624
No log	2.7525	278	1.5033	0.3899	1.5033	1.2261
No log	2.7723	280	1.6295	0.376	1.6295	1.2765
No log	2.7921	282	1.7214	0.3198	1.7214	1.3120
No log	2.8119	284	1.4368	0.3882	1.4368	1.1986
No log	2.8317	286	1.2457	0.4154	1.2457	1.1161
No log	2.8515	288	1.0193	0.4239	1.0193	1.0096
No log	2.8713	290	0.8847	0.4844	0.8847	0.9406
No log	2.8911	292	0.8601	0.5219	0.8601	0.9274
No log	2.9109	294	0.8826	0.4876	0.8826	0.9395
No log	2.9307	296	1.0389	0.4374	1.0389	1.0192
No log	2.9505	298	1.2322	0.4177	1.2322	1.1100
No log	2.9703	300	1.2464	0.4257	1.2464	1.1164
No log	2.9901	302	1.1543	0.5002	1.1543	1.0744
No log	3.0099	304	1.0734	0.5008	1.0734	1.0361
No log	3.0297	306	1.0648	0.5044	1.0648	1.0319
No log	3.0495	308	1.0833	0.5100	1.0833	1.0408
No log	3.0693	310	1.0484	0.4712	1.0484	1.0239
No log	3.0891	312	0.9536	0.4717	0.9536	0.9765
No log	3.1089	314	0.9449	0.4547	0.9449	0.9721
No log	3.1287	316	0.9802	0.4514	0.9802	0.9900
No log	3.1485	318	0.9980	0.4477	0.9980	0.9990
No log	3.1683	320	1.0339	0.4504	1.0339	1.0168
No log	3.1881	322	1.1869	0.4526	1.1869	1.0895
No log	3.2079	324	1.3518	0.4544	1.3518	1.1627
No log	3.2277	326	1.5482	0.3807	1.5482	1.2443
No log	3.2475	328	1.5904	0.3807	1.5904	1.2611
No log	3.2673	330	1.4229	0.4161	1.4229	1.1929
No log	3.2871	332	1.1758	0.4390	1.1758	1.0843
No log	3.3069	334	1.0683	0.4300	1.0683	1.0336
No log	3.3267	336	1.0641	0.4326	1.0641	1.0316
No log	3.3465	338	1.1258	0.4432	1.1258	1.0610
No log	3.3663	340	1.3037	0.4087	1.3037	1.1418
No log	3.3861	342	1.5520	0.3711	1.5520	1.2458
No log	3.4059	344	1.5896	0.3310	1.5896	1.2608
No log	3.4257	346	1.3932	0.4041	1.3932	1.1804
No log	3.4455	348	1.1110	0.4442	1.1110	1.0541
No log	3.4653	350	0.8984	0.4600	0.8984	0.9478
No log	3.4851	352	0.8707	0.4342	0.8707	0.9331
No log	3.5050	354	0.9114	0.4465	0.9114	0.9547
No log	3.5248	356	1.0517	0.4617	1.0517	1.0255
No log	3.5446	358	1.1495	0.4467	1.1495	1.0721
No log	3.5644	360	1.1580	0.4443	1.1580	1.0761
No log	3.5842	362	1.2366	0.4366	1.2366	1.1120
No log	3.6040	364	1.3800	0.4692	1.3800	1.1747
No log	3.6238	366	1.2648	0.4506	1.2648	1.1246
No log	3.6436	368	1.2354	0.4370	1.2354	1.1115
No log	3.6634	370	1.2925	0.4142	1.2925	1.1369
No log	3.6832	372	1.2893	0.4127	1.2893	1.1355
No log	3.7030	374	1.2081	0.4024	1.2081	1.0991
No log	3.7228	376	1.0327	0.4402	1.0327	1.0162
No log	3.7426	378	0.9345	0.4498	0.9345	0.9667
No log	3.7624	380	0.9962	0.4449	0.9962	0.9981
No log	3.7822	382	1.2165	0.4176	1.2165	1.1029
No log	3.8020	384	1.5051	0.4000	1.5051	1.2268
No log	3.8218	386	1.5277	0.3936	1.5277	1.2360
No log	3.8416	388	1.3602	0.4177	1.3602	1.1663
No log	3.8614	390	1.1629	0.4043	1.1629	1.0784
No log	3.8812	392	1.1312	0.4082	1.1312	1.0636
No log	3.9010	394	1.2571	0.4108	1.2571	1.1212
No log	3.9208	396	1.4214	0.4000	1.4214	1.1922
No log	3.9406	398	1.5198	0.3713	1.5198	1.2328
No log	3.9604	400	1.4516	0.3738	1.4516	1.2048
No log	3.9802	402	1.2412	0.3989	1.2412	1.1141
No log	4.0	404	0.9863	0.4477	0.9863	0.9931
No log	4.0198	406	0.9083	0.4885	0.9083	0.9530
No log	4.0396	408	0.9185	0.4454	0.9185	0.9584
No log	4.0594	410	1.0334	0.4562	1.0334	1.0166
No log	4.0792	412	1.2421	0.4215	1.2421	1.1145
No log	4.0990	414	1.2836	0.4180	1.2836	1.1329
No log	4.1188	416	1.1776	0.4415	1.1776	1.0852
No log	4.1386	418	1.0513	0.4553	1.0513	1.0253
No log	4.1584	420	0.9787	0.4444	0.9787	0.9893
No log	4.1782	422	1.0078	0.4398	1.0078	1.0039
No log	4.1980	424	1.1299	0.4200	1.1299	1.0630
No log	4.2178	426	1.2270	0.4427	1.2270	1.1077
No log	4.2376	428	1.2747	0.4202	1.2747	1.1290
No log	4.2574	430	1.2185	0.4296	1.2185	1.1039
No log	4.2772	432	1.0883	0.4202	1.0883	1.0432
No log	4.2970	434	1.0292	0.4536	1.0292	1.0145
No log	4.3168	436	1.0496	0.4557	1.0496	1.0245
No log	4.3366	438	1.1269	0.4221	1.1269	1.0616
No log	4.3564	440	1.2156	0.4550	1.2156	1.1025
No log	4.3762	442	1.2962	0.4640	1.2962	1.1385
No log	4.3960	444	1.2403	0.4649	1.2403	1.1137
No log	4.4158	446	1.1396	0.4182	1.1396	1.0675
No log	4.4356	448	1.1029	0.4482	1.1029	1.0502
No log	4.4554	450	1.0830	0.4519	1.0830	1.0407
No log	4.4752	452	1.0630	0.4519	1.0630	1.0310
No log	4.4950	454	1.1348	0.4364	1.1348	1.0653
No log	4.5149	456	1.2108	0.4060	1.2108	1.1004
No log	4.5347	458	1.2010	0.3938	1.2010	1.0959
No log	4.5545	460	1.1283	0.4157	1.1283	1.0622
No log	4.5743	462	1.1655	0.3982	1.1655	1.0796
No log	4.5941	464	1.2156	0.4332	1.2156	1.1025
No log	4.6139	466	1.1653	0.4197	1.1653	1.0795
No log	4.6337	468	1.1528	0.4146	1.1528	1.0737
No log	4.6535	470	1.2012	0.3978	1.2012	1.0960
No log	4.6733	472	1.1269	0.4271	1.1269	1.0616
No log	4.6931	474	1.0995	0.4632	1.0995	1.0486
No log	4.7129	476	1.1075	0.4588	1.1075	1.0524
No log	4.7327	478	1.0576	0.4602	1.0576	1.0284
No log	4.7525	480	1.0048	0.4591	1.0048	1.0024
No log	4.7723	482	0.9809	0.4678	0.9809	0.9904
No log	4.7921	484	0.9582	0.4501	0.9582	0.9789
No log	4.8119	486	0.9740	0.4213	0.9740	0.9869
No log	4.8317	488	1.0609	0.4196	1.0609	1.0300
No log	4.8515	490	1.1018	0.4255	1.1018	1.0497
No log	4.8713	492	1.0574	0.4255	1.0574	1.0283
No log	4.8911	494	0.9725	0.4390	0.9725	0.9861
No log	4.9109	496	0.9009	0.4944	0.9009	0.9492
No log	4.9307	498	0.8845	0.4896	0.8845	0.9405
0.4989	4.9505	500	0.9343	0.4547	0.9343	0.9666
0.4989	4.9703	502	1.0444	0.4143	1.0444	1.0220
0.4989	4.9901	504	1.0658	0.4061	1.0658	1.0324
0.4989	5.0099	506	0.9817	0.4288	0.9817	0.9908
0.4989	5.0297	508	0.9555	0.4777	0.9555	0.9775
0.4989	5.0495	510	0.9183	0.4305	0.9183	0.9583
0.4989	5.0693	512	0.8957	0.4161	0.8957	0.9464
0.4989	5.0891	514	0.9058	0.4032	0.9058	0.9517
0.4989	5.1089	516	0.9216	0.4128	0.9216	0.9600
0.4989	5.1287	518	0.9780	0.4239	0.9780	0.9890
0.4989	5.1485	520	1.0797	0.4659	1.0797	1.0391
0.4989	5.1683	522	1.0705	0.4395	1.0705	1.0346
0.4989	5.1881	524	0.9822	0.4226	0.9822	0.9911
0.4989	5.2079	526	0.9274	0.4490	0.9274	0.9630
0.4989	5.2277	528	0.9122	0.4878	0.9122	0.9551
0.4989	5.2475	530	0.9320	0.4867	0.9320	0.9654
0.4989	5.2673	532	0.9509	0.4700	0.9509	0.9751
0.4989	5.2871	534	1.0295	0.4580	1.0295	1.0147
0.4989	5.3069	536	1.0603	0.4563	1.0603	1.0297
0.4989	5.3267	538	1.0376	0.4563	1.0376	1.0186
0.4989	5.3465	540	1.0690	0.4799	1.0690	1.0339
0.4989	5.3663	542	1.1607	0.4625	1.1607	1.0774
0.4989	5.3861	544	1.2664	0.4279	1.2664	1.1253
0.4989	5.4059	546	1.2887	0.4431	1.2887	1.1352
0.4989	5.4257	548	1.2035	0.4764	1.2035	1.0970
0.4989	5.4455	550	1.1166	0.4713	1.1166	1.0567
0.4989	5.4653	552	1.0340	0.4574	1.0340	1.0169
0.4989	5.4851	554	0.9980	0.4597	0.9980	0.9990
0.4989	5.5050	556	0.9976	0.4524	0.9976	0.9988
0.4989	5.5248	558	1.0845	0.4355	1.0845	1.0414
0.4989	5.5446	560	1.1279	0.4395	1.1279	1.0620
0.4989	5.5644	562	1.1303	0.4426	1.1303	1.0632
0.4989	5.5842	564	1.0411	0.4487	1.0411	1.0204
0.4989	5.6040	566	0.9321	0.4622	0.9321	0.9654
0.4989	5.6238	568	0.9125	0.4578	0.9125	0.9553
0.4989	5.6436	570	0.9197	0.4639	0.9197	0.9590
0.4989	5.6634	572	0.9299	0.4553	0.9299	0.9643
0.4989	5.6832	574	1.0302	0.4343	1.0302	1.0150
0.4989	5.7030	576	1.1643	0.4347	1.1643	1.0790
0.4989	5.7228	578	1.2953	0.4318	1.2953	1.1381
0.4989	5.7426	580	1.4194	0.3700	1.4194	1.1914
0.4989	5.7624	582	1.5000	0.3680	1.5000	1.2247
0.4989	5.7822	584	1.4063	0.3952	1.4063	1.1859
0.4989	5.8020	586	1.3268	0.3958	1.3268	1.1519
0.4989	5.8218	588	1.2250	0.3989	1.2250	1.1068
0.4989	5.8416	590	1.1619	0.3870	1.1619	1.0779
0.4989	5.8614	592	1.1241	0.3791	1.1241	1.0602
0.4989	5.8812	594	1.1060	0.4109	1.1060	1.0517
0.4989	5.9010	596	1.1126	0.4323	1.1126	1.0548
0.4989	5.9208	598	1.1451	0.4361	1.1451	1.0701
0.4989	5.9406	600	1.2394	0.4174	1.2394	1.1133
0.4989	5.9604	602	1.3812	0.3890	1.3812	1.1752
0.4989	5.9802	604	1.3781	0.3959	1.3781	1.1739
0.4989	6.0	606	1.3690	0.3959	1.3690	1.1700
0.4989	6.0198	608	1.2538	0.4057	1.2538	1.1197
0.4989	6.0396	610	1.1209	0.4335	1.1209	1.0587
0.4989	6.0594	612	1.0152	0.4555	1.0152	1.0076
0.4989	6.0792	614	0.9551	0.4571	0.9551	0.9773
0.4989	6.0990	616	0.9320	0.4666	0.9320	0.9654
0.4989	6.1188	618	0.9458	0.4496	0.9458	0.9725
0.4989	6.1386	620	0.9352	0.4727	0.9352	0.9670
0.4989	6.1584	622	0.9359	0.4706	0.9359	0.9674
0.4989	6.1782	624	0.9250	0.4833	0.9250	0.9618
0.4989	6.1980	626	0.9319	0.4864	0.9319	0.9653
0.4989	6.2178	628	0.9541	0.4946	0.9541	0.9768
0.4989	6.2376	630	1.0050	0.4660	1.0050	1.0025
0.4989	6.2574	632	1.0379	0.4600	1.0379	1.0188
0.4989	6.2772	634	0.9953	0.4502	0.9953	0.9977
0.4989	6.2970	636	0.9466	0.4698	0.9466	0.9729
0.4989	6.3168	638	0.9364	0.4698	0.9364	0.9677
0.4989	6.3366	640	0.9455	0.4483	0.9455	0.9724
0.4989	6.3564	642	0.9301	0.4737	0.9301	0.9644
0.4989	6.3762	644	0.8950	0.4884	0.8950	0.9461
0.4989	6.3960	646	0.8849	0.5247	0.8849	0.9407
0.4989	6.4158	648	0.9044	0.5146	0.9044	0.9510
0.4989	6.4356	650	0.9260	0.5084	0.9260	0.9623
0.4989	6.4554	652	0.9567	0.4895	0.9567	0.9781
0.4989	6.4752	654	0.9688	0.4586	0.9688	0.9843
0.4989	6.4950	656	0.9401	0.4890	0.9401	0.9696
0.4989	6.5149	658	0.8867	0.5099	0.8867	0.9417
0.4989	6.5347	660	0.8379	0.5248	0.8379	0.9154
0.4989	6.5545	662	0.8213	0.5144	0.8213	0.9062
0.4989	6.5743	664	0.8351	0.5248	0.8351	0.9138
0.4989	6.5941	666	0.8905	0.4829	0.8905	0.9437
0.4989	6.6139	668	0.9957	0.4820	0.9957	0.9978
0.4989	6.6337	670	1.0860	0.4631	1.0860	1.0421
0.4989	6.6535	672	1.1019	0.4798	1.1019	1.0497
0.4989	6.6733	674	1.0668	0.4787	1.0668	1.0328
0.4989	6.6931	676	1.0462	0.4768	1.0462	1.0228
0.4989	6.7129	678	1.0326	0.4777	1.0326	1.0161
0.4989	6.7327	680	0.9997	0.4786	0.9997	0.9999
0.4989	6.7525	682	1.0191	0.4635	1.0191	1.0095
0.4989	6.7723	684	1.0504	0.4719	1.0504	1.0249
0.4989	6.7921	686	1.0266	0.4719	1.0266	1.0132
0.4989	6.8119	688	0.9830	0.4789	0.9830	0.9915
0.4989	6.8317	690	0.9851	0.4714	0.9851	0.9925
0.4989	6.8515	692	0.9937	0.4714	0.9937	0.9969
0.4989	6.8713	694	1.0487	0.4987	1.0487	1.0241
0.4989	6.8911	696	1.1403	0.4411	1.1403	1.0679
0.4989	6.9109	698	1.2463	0.4292	1.2463	1.1164
0.4989	6.9307	700	1.2773	0.4279	1.2773	1.1302
0.4989	6.9505	702	1.2537	0.4203	1.2537	1.1197
0.4989	6.9703	704	1.1687	0.4478	1.1687	1.0811
0.4989	6.9901	706	1.0600	0.4817	1.0600	1.0296
0.4989	7.0099	708	1.0116	0.4900	1.0116	1.0058
0.4989	7.0297	710	1.0115	0.4920	1.0115	1.0057
0.4989	7.0495	712	1.0586	0.4820	1.0586	1.0289
0.4989	7.0693	714	1.0982	0.4572	1.0982	1.0479
0.4989	7.0891	716	1.1001	0.4572	1.1001	1.0489
0.4989	7.1089	718	1.0551	0.4881	1.0551	1.0272
0.4989	7.1287	720	1.0480	0.4878	1.0480	1.0237
0.4989	7.1485	722	1.0569	0.4682	1.0569	1.0281
0.4989	7.1683	724	1.0610	0.4828	1.0610	1.0301
0.4989	7.1881	726	1.0761	0.4682	1.0761	1.0374
0.4989	7.2079	728	1.1016	0.4682	1.1016	1.0496
0.4989	7.2277	730	1.0809	0.4682	1.0809	1.0397
0.4989	7.2475	732	1.0344	0.5004	1.0344	1.0171
0.4989	7.2673	734	0.9839	0.4766	0.9839	0.9919
0.4989	7.2871	736	0.9790	0.4806	0.9790	0.9894
0.4989	7.3069	738	0.9717	0.4550	0.9717	0.9857
0.4989	7.3267	740	0.9871	0.4706	0.9871	0.9936
0.4989	7.3465	742	1.0435	0.4850	1.0435	1.0215
0.4989	7.3663	744	1.1349	0.4508	1.1349	1.0653
0.4989	7.3861	746	1.1920	0.4131	1.1920	1.0918
0.4989	7.4059	748	1.1925	0.4196	1.1925	1.0920
0.4989	7.4257	750	1.1433	0.4291	1.1433	1.0692
0.4989	7.4455	752	1.0438	0.4515	1.0438	1.0217
0.4989	7.4653	754	0.9525	0.4640	0.9525	0.9760
0.4989	7.4851	756	0.9090	0.4814	0.9090	0.9534
0.4989	7.5050	758	0.9181	0.4647	0.9181	0.9582
0.4989	7.5248	760	0.9753	0.4435	0.9753	0.9876
0.4989	7.5446	762	1.0561	0.4279	1.0561	1.0277
0.4989	7.5644	764	1.1395	0.4413	1.1395	1.0675
0.4989	7.5842	766	1.2130	0.4171	1.2130	1.1014
0.4989	7.6040	768	1.2344	0.4239	1.2344	1.1110
0.4989	7.6238	770	1.2096	0.4303	1.2096	1.0998
0.4989	7.6436	772	1.1678	0.4189	1.1678	1.0806
0.4989	7.6634	774	1.1026	0.4387	1.1026	1.0500
0.4989	7.6832	776	1.0659	0.4255	1.0659	1.0324
0.4989	7.7030	778	1.0877	0.4200	1.0877	1.0429
0.4989	7.7228	780	1.0989	0.4322	1.0989	1.0483
0.4989	7.7426	782	1.1437	0.4319	1.1437	1.0695
0.4989	7.7624	784	1.1850	0.4214	1.1850	1.0886
0.4989	7.7822	786	1.2447	0.4005	1.2447	1.1157
0.4989	7.8020	788	1.2508	0.4134	1.2508	1.1184
0.4989	7.8218	790	1.2525	0.4134	1.2525	1.1192
0.4989	7.8416	792	1.2194	0.4005	1.2194	1.1043
0.4989	7.8614	794	1.1774	0.4176	1.1774	1.0851
0.4989	7.8812	796	1.1338	0.4346	1.1338	1.0648
0.4989	7.9010	798	1.1146	0.4308	1.1146	1.0557
0.4989	7.9208	800	1.1131	0.4282	1.1131	1.0550
0.4989	7.9406	802	1.1262	0.4426	1.1262	1.0612
0.4989	7.9604	804	1.1462	0.4243	1.1462	1.0706
0.4989	7.9802	806	1.1595	0.4230	1.1595	1.0768
0.4989	8.0	808	1.1753	0.4268	1.1753	1.0841
0.4989	8.0198	810	1.2145	0.4179	1.2145	1.1020
0.4989	8.0396	812	1.2114	0.4217	1.2114	1.1006
0.4989	8.0594	814	1.2301	0.4166	1.2301	1.1091
0.4989	8.0792	816	1.2200	0.4228	1.2200	1.1045
0.4989	8.0990	818	1.1791	0.4266	1.1791	1.0858
0.4989	8.1188	820	1.1202	0.4241	1.1202	1.0584
0.4989	8.1386	822	1.0724	0.4390	1.0724	1.0356
0.4989	8.1584	824	1.0353	0.4581	1.0353	1.0175
0.4989	8.1782	826	1.0444	0.4434	1.0444	1.0220
0.4989	8.1980	828	1.0463	0.4423	1.0463	1.0229
0.4989	8.2178	830	1.0175	0.4578	1.0175	1.0087
0.4989	8.2376	832	0.9785	0.4602	0.9785	0.9892
0.4989	8.2574	834	0.9568	0.4602	0.9568	0.9781
0.4989	8.2772	836	0.9399	0.4865	0.9399	0.9695
0.4989	8.2970	838	0.9439	0.4770	0.9439	0.9715
0.4989	8.3168	840	0.9720	0.4806	0.9720	0.9859
0.4989	8.3366	842	1.0225	0.4385	1.0225	1.0112
0.4989	8.3564	844	1.0774	0.4631	1.0774	1.0380
0.4989	8.3762	846	1.1110	0.4564	1.1110	1.0541
0.4989	8.3960	848	1.1071	0.4480	1.1071	1.0522
0.4989	8.4158	850	1.1130	0.4480	1.1130	1.0550
0.4989	8.4356	852	1.1138	0.4347	1.1138	1.0554
0.4989	8.4554	854	1.0928	0.4537	1.0928	1.0454
0.4989	8.4752	856	1.0580	0.4681	1.0580	1.0286
0.4989	8.4950	858	1.0111	0.4714	1.0111	1.0056
0.4989	8.5149	860	0.9712	0.4675	0.9712	0.9855
0.4989	8.5347	862	0.9602	0.4631	0.9602	0.9799
0.4989	8.5545	864	0.9617	0.4631	0.9617	0.9807
0.4989	8.5743	866	0.9823	0.4770	0.9823	0.9911
0.4989	8.5941	868	0.9941	0.4862	0.9941	0.9970
0.4989	8.6139	870	0.9853	0.4770	0.9853	0.9926
0.4989	8.6337	872	0.9845	0.4862	0.9845	0.9922
0.4989	8.6535	874	1.0063	0.4843	1.0063	1.0032
0.4989	8.6733	876	1.0471	0.4641	1.0471	1.0233
0.4989	8.6931	878	1.0660	0.4575	1.0660	1.0325
0.4989	8.7129	880	1.0701	0.4575	1.0701	1.0345
0.4989	8.7327	882	1.0495	0.4669	1.0495	1.0245
0.4989	8.7525	884	1.0409	0.4620	1.0409	1.0203
0.4989	8.7723	886	1.0570	0.4572	1.0570	1.0281
0.4989	8.7921	888	1.0889	0.4333	1.0889	1.0435
0.4989	8.8119	890	1.0977	0.4294	1.0977	1.0477
0.4989	8.8317	892	1.1028	0.4294	1.1028	1.0501
0.4989	8.8515	894	1.0873	0.4575	1.0873	1.0427
0.4989	8.8713	896	1.0632	0.4480	1.0632	1.0311
0.4989	8.8911	898	1.0467	0.4727	1.0467	1.0231
0.4989	8.9109	900	1.0267	0.4841	1.0267	1.0133
0.4989	8.9307	902	1.0255	0.4849	1.0255	1.0127
0.4989	8.9505	904	1.0410	0.4849	1.0410	1.0203
0.4989	8.9703	906	1.0616	0.4789	1.0616	1.0303
0.4989	8.9901	908	1.0888	0.4686	1.0888	1.0435
0.4989	9.0099	910	1.1090	0.4686	1.1090	1.0531
0.4989	9.0297	912	1.1152	0.4686	1.1152	1.0560
0.4989	9.0495	914	1.1049	0.4686	1.1049	1.0512
0.4989	9.0693	916	1.0880	0.4686	1.0880	1.0431
0.4989	9.0891	918	1.0811	0.4677	1.0811	1.0398
0.4989	9.1089	920	1.0727	0.4582	1.0727	1.0357
0.4989	9.1287	922	1.0715	0.4402	1.0715	1.0351
0.4989	9.1485	924	1.0759	0.4255	1.0759	1.0373
0.4989	9.1683	926	1.0895	0.4280	1.0895	1.0438
0.4989	9.1881	928	1.1018	0.4280	1.1018	1.0497
0.4989	9.2079	930	1.1162	0.4333	1.1162	1.0565
0.4989	9.2277	932	1.1088	0.4333	1.1088	1.0530
0.4989	9.2475	934	1.0950	0.4346	1.0950	1.0464
0.4989	9.2673	936	1.0736	0.4491	1.0736	1.0361
0.4989	9.2871	938	1.0513	0.4678	1.0513	1.0253
0.4989	9.3069	940	1.0279	0.4736	1.0279	1.0139
0.4989	9.3267	942	1.0159	0.4844	1.0159	1.0079
0.4989	9.3465	944	1.0133	0.4757	1.0133	1.0066
0.4989	9.3663	946	1.0121	0.4757	1.0121	1.0060
0.4989	9.3861	948	1.0192	0.4757	1.0192	1.0096
0.4989	9.4059	950	1.0304	0.4888	1.0304	1.0151
0.4989	9.4257	952	1.0465	0.4833	1.0465	1.0230
0.4989	9.4455	954	1.0677	0.4686	1.0677	1.0333
0.4989	9.4653	956	1.0866	0.4634	1.0866	1.0424
0.4989	9.4851	958	1.0954	0.4624	1.0954	1.0466
0.4989	9.5050	960	1.1092	0.4624	1.1092	1.0532
0.4989	9.5248	962	1.1243	0.4546	1.1243	1.0603
0.4989	9.5446	964	1.1315	0.4586	1.1315	1.0637
0.4989	9.5644	966	1.1363	0.4575	1.1363	1.0660
0.4989	9.5842	968	1.1447	0.4575	1.1447	1.0699
0.4989	9.6040	970	1.1463	0.4575	1.1463	1.0707
0.4989	9.6238	972	1.1392	0.4575	1.1392	1.0673
0.4989	9.6436	974	1.1295	0.4535	1.1295	1.0628
0.4989	9.6634	976	1.1213	0.4402	1.1213	1.0589
0.4989	9.6832	978	1.1129	0.4402	1.1129	1.0550
0.4989	9.7030	980	1.1045	0.4415	1.1045	1.0510
0.4989	9.7228	982	1.0991	0.4561	1.0991	1.0484
0.4989	9.7426	984	1.0950	0.4561	1.0950	1.0464
0.4989	9.7624	986	1.0892	0.4614	1.0892	1.0436
0.4989	9.7822	988	1.0863	0.4614	1.0863	1.0423
0.4989	9.8020	990	1.0817	0.4614	1.0817	1.0400
0.4989	9.8218	992	1.0793	0.4614	1.0793	1.0389
0.4989	9.8416	994	1.0779	0.4614	1.0779	1.0382
0.4989	9.8614	996	1.0764	0.4614	1.0764	1.0375
0.4989	9.8812	998	1.0744	0.4614	1.0744	1.0365
0.066	9.9010	1000	1.0747	0.4614	1.0747	1.0367
0.066	9.9208	1002	1.0747	0.4614	1.0747	1.0367
0.066	9.9406	1004	1.0753	0.4614	1.0753	1.0370
0.066	9.9604	1006	1.0764	0.4614	1.0764	1.0375
0.066	9.9802	1008	1.0768	0.4561	1.0768	1.0377
0.066	10.0	1010	1.0768	0.4561	1.0768	1.0377

Framework versions

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