ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k18_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: 0.4926
• Qwk: 0.5330
• Mse: 0.4926
• Rmse: 0.7018

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	0.0220	2	3.1778	-0.0126	3.1778	1.7826
No log	0.0440	4	1.6038	-0.0101	1.6038	1.2664
No log	0.0659	6	1.2093	0.0	1.2093	1.0997
No log	0.0879	8	1.6640	0.0633	1.6640	1.2900
No log	0.1099	10	1.4073	0.0376	1.4073	1.1863
No log	0.1319	12	0.9139	0.0694	0.9139	0.9560
No log	0.1538	14	0.8690	0.0744	0.8690	0.9322
No log	0.1758	16	0.6413	0.1020	0.6413	0.8008
No log	0.1978	18	0.5796	0.0569	0.5796	0.7613
No log	0.2198	20	0.5722	0.0569	0.5722	0.7564
No log	0.2418	22	0.6986	0.2077	0.6986	0.8358
No log	0.2637	24	0.9427	0.1059	0.9427	0.9709
No log	0.2857	26	1.0043	0.0698	1.0043	1.0021
No log	0.3077	28	0.7423	0.2000	0.7423	0.8616
No log	0.3297	30	0.6210	0.1206	0.6210	0.7880
No log	0.3516	32	0.5811	0.0569	0.5811	0.7623
No log	0.3736	34	0.6066	0.0569	0.6066	0.7788
No log	0.3956	36	0.5826	0.0476	0.5826	0.7633
No log	0.4176	38	0.8271	0.1289	0.8271	0.9094
No log	0.4396	40	0.9590	0.0522	0.9590	0.9793
No log	0.4615	42	0.6177	0.0400	0.6177	0.7859
No log	0.4835	44	0.6046	0.1176	0.6046	0.7776
No log	0.5055	46	0.6196	0.1773	0.6196	0.7871
No log	0.5275	48	0.6549	0.1724	0.6549	0.8092
No log	0.5495	50	1.0878	0.1304	1.0878	1.0430
No log	0.5714	52	0.7376	0.2000	0.7376	0.8588
No log	0.5934	54	0.5648	0.2208	0.5648	0.7515
No log	0.6154	56	0.5696	0.2683	0.5696	0.7547
No log	0.6374	58	0.5315	0.3103	0.5315	0.7291
No log	0.6593	60	0.5633	0.3103	0.5633	0.7505
No log	0.6813	62	0.5419	0.3216	0.5419	0.7362
No log	0.7033	64	0.5425	0.2393	0.5425	0.7366
No log	0.7253	66	0.5082	0.2575	0.5082	0.7129
No log	0.7473	68	0.5138	0.2093	0.5138	0.7168
No log	0.7692	70	0.5414	0.2941	0.5414	0.7358
No log	0.7912	72	0.5688	0.5021	0.5688	0.7542
No log	0.8132	74	0.5646	0.2746	0.5646	0.7514
No log	0.8352	76	0.5666	0.2746	0.5666	0.7527
No log	0.8571	78	0.5416	0.3478	0.5416	0.7359
No log	0.8791	80	0.7464	0.2340	0.7464	0.8639
No log	0.9011	82	0.7407	0.25	0.7407	0.8606
No log	0.9231	84	0.6024	0.3369	0.6024	0.7761
No log	0.9451	86	0.7607	0.2871	0.7607	0.8722
No log	0.9670	88	0.8417	0.2146	0.8417	0.9174
No log	0.9890	90	0.5923	0.3636	0.5923	0.7696
No log	1.0110	92	0.5798	0.3369	0.5798	0.7614
No log	1.0330	94	0.6363	0.2487	0.6363	0.7977
No log	1.0549	96	0.5860	0.3161	0.5860	0.7655
No log	1.0769	98	0.6256	0.3617	0.6256	0.7909
No log	1.0989	100	0.8425	0.2653	0.8425	0.9179
No log	1.1209	102	0.5921	0.3398	0.5921	0.7695
No log	1.1429	104	0.6322	0.3089	0.6322	0.7951
No log	1.1648	106	0.6605	0.4171	0.6605	0.8127
No log	1.1868	108	0.9503	0.2291	0.9503	0.9748
No log	1.2088	110	0.5744	0.3684	0.5744	0.7579
No log	1.2308	112	0.8059	0.1549	0.8059	0.8977
No log	1.2527	114	0.7084	0.2637	0.7084	0.8417
No log	1.2747	116	0.5365	0.4023	0.5365	0.7325
No log	1.2967	118	0.6021	0.2350	0.6021	0.7759
No log	1.3187	120	0.6954	0.3035	0.6954	0.8339
No log	1.3407	122	0.6356	0.3803	0.6356	0.7973
No log	1.3626	124	0.7823	0.4098	0.7823	0.8845
No log	1.3846	126	0.8540	0.4056	0.8540	0.9241
No log	1.4066	128	0.7195	0.4016	0.7195	0.8482
No log	1.4286	130	0.5797	0.4622	0.5797	0.7614
No log	1.4505	132	0.5558	0.4711	0.5558	0.7455
No log	1.4725	134	0.5182	0.4545	0.5182	0.7199
No log	1.4945	136	0.5308	0.4286	0.5308	0.7285
No log	1.5165	138	0.4829	0.2941	0.4829	0.6949
No log	1.5385	140	0.5520	0.3575	0.5520	0.7430
No log	1.5604	142	0.6485	0.3303	0.6485	0.8053
No log	1.5824	144	0.4904	0.3216	0.4904	0.7003
No log	1.6044	146	0.6892	0.3535	0.6892	0.8302
No log	1.6264	148	0.6730	0.3990	0.6730	0.8204
No log	1.6484	150	0.5558	0.3535	0.5558	0.7455
No log	1.6703	152	1.1578	0.1698	1.1578	1.0760
No log	1.6923	154	1.1224	0.2258	1.1224	1.0594
No log	1.7143	156	0.5936	0.3524	0.5936	0.7705
No log	1.7363	158	0.8968	0.2863	0.8968	0.9470
No log	1.7582	160	1.3742	0.0975	1.3742	1.1722
No log	1.7802	162	0.8948	0.3220	0.8948	0.9459
No log	1.8022	164	0.4750	0.4098	0.4750	0.6892
No log	1.8242	166	0.6965	0.2356	0.6965	0.8345
No log	1.8462	168	0.5997	0.4343	0.5997	0.7744
No log	1.8681	170	0.4475	0.3295	0.4475	0.6690
No log	1.8901	172	0.6630	0.3077	0.6630	0.8142
No log	1.9121	174	0.6307	0.3645	0.6307	0.7942
No log	1.9341	176	0.4543	0.4043	0.4543	0.6740
No log	1.9560	178	0.5369	0.4902	0.5369	0.7327
No log	1.9780	180	0.5281	0.4171	0.5281	0.7267
No log	2.0	182	0.4810	0.4639	0.4810	0.6935
No log	2.0220	184	0.4575	0.4350	0.4575	0.6764
No log	2.0440	186	0.4676	0.3913	0.4676	0.6838
No log	2.0659	188	0.4792	0.4639	0.4792	0.6922
No log	2.0879	190	0.5974	0.4074	0.5974	0.7729
No log	2.1099	192	0.4838	0.3990	0.4838	0.6956
No log	2.1319	194	0.5143	0.5464	0.5143	0.7172
No log	2.1538	196	0.5887	0.3846	0.5887	0.7673
No log	2.1758	198	0.5519	0.4694	0.5519	0.7429
No log	2.1978	200	0.5411	0.4947	0.5411	0.7356
No log	2.2198	202	0.5342	0.4819	0.5342	0.7309
No log	2.2418	204	0.6162	0.4462	0.6162	0.7850
No log	2.2637	206	0.6882	0.3091	0.6882	0.8296
No log	2.2857	208	0.5785	0.3978	0.5785	0.7606
No log	2.3077	210	0.5460	0.3913	0.5460	0.7390
No log	2.3297	212	0.6277	0.36	0.6277	0.7923
No log	2.3516	214	0.7506	0.2294	0.7506	0.8664
No log	2.3736	216	0.7459	0.2294	0.7459	0.8637
No log	2.3956	218	0.5560	0.4098	0.5560	0.7456
No log	2.4176	220	0.5759	0.3508	0.5759	0.7589
No log	2.4396	222	0.5308	0.3263	0.5308	0.7286
No log	2.4615	224	0.7352	0.3028	0.7352	0.8574
No log	2.4835	226	1.2797	0.1445	1.2797	1.1312
No log	2.5055	228	1.2439	0.1437	1.2439	1.1153
No log	2.5275	230	0.7730	0.2982	0.7730	0.8792
No log	2.5495	232	0.5035	0.4468	0.5035	0.7096
No log	2.5714	234	0.7048	0.3004	0.7048	0.8395
No log	2.5934	236	0.6328	0.3365	0.6328	0.7955
No log	2.6154	238	0.4820	0.4667	0.4820	0.6943
No log	2.6374	240	0.7128	0.3052	0.7128	0.8443
No log	2.6593	242	0.8164	0.2812	0.8164	0.9036
No log	2.6813	244	0.5731	0.3498	0.5731	0.7570
No log	2.7033	246	0.5050	0.4162	0.5050	0.7106
No log	2.7253	248	0.6040	0.3704	0.6040	0.7772
No log	2.7473	250	0.5809	0.3803	0.5809	0.7622
No log	2.7692	252	0.5135	0.4872	0.5135	0.7166
No log	2.7912	254	0.5723	0.3939	0.5723	0.7565
No log	2.8132	256	0.5597	0.4059	0.5597	0.7482
No log	2.8352	258	0.5298	0.4819	0.5298	0.7279
No log	2.8571	260	0.5370	0.3575	0.5370	0.7328
No log	2.8791	262	0.5532	0.3508	0.5532	0.7438
No log	2.9011	264	0.5711	0.3299	0.5711	0.7557
No log	2.9231	266	0.5480	0.3402	0.5480	0.7403
No log	2.9451	268	0.5065	0.4409	0.5065	0.7117
No log	2.9670	270	0.5680	0.4043	0.5680	0.7537
No log	2.9890	272	0.5278	0.3708	0.5278	0.7265
No log	3.0110	274	0.4834	0.4413	0.4834	0.6953
No log	3.0330	276	0.4854	0.4783	0.4854	0.6967
No log	3.0549	278	0.5006	0.4475	0.5006	0.7075
No log	3.0769	280	0.4874	0.4475	0.4874	0.6981
No log	3.0989	282	0.5578	0.4286	0.5578	0.7469
No log	3.1209	284	0.5930	0.36	0.5930	0.7701
No log	3.1429	286	0.5121	0.4917	0.5121	0.7156
No log	3.1648	288	0.4862	0.3966	0.4862	0.6973
No log	3.1868	290	0.4781	0.4607	0.4781	0.6914
No log	3.2088	292	0.5431	0.4023	0.5431	0.7370
No log	3.2308	294	0.5458	0.4023	0.5458	0.7388
No log	3.2527	296	0.5010	0.4860	0.5010	0.7078
No log	3.2747	298	0.4705	0.4802	0.4705	0.6859
No log	3.2967	300	0.5119	0.5132	0.5119	0.7155
No log	3.3187	302	0.6316	0.2536	0.6316	0.7947
No log	3.3407	304	0.5662	0.4105	0.5662	0.7525
No log	3.3626	306	0.4942	0.5027	0.4942	0.7030
No log	3.3846	308	0.5500	0.4286	0.5500	0.7416
No log	3.4066	310	0.7690	0.2685	0.7690	0.8769
No log	3.4286	312	0.7567	0.2685	0.7567	0.8699
No log	3.4505	314	0.5183	0.5132	0.5183	0.7199
No log	3.4725	316	0.4867	0.4526	0.4867	0.6976
No log	3.4945	318	0.4827	0.4162	0.4827	0.6948
No log	3.5165	320	0.4603	0.5503	0.4603	0.6785
No log	3.5385	322	0.5966	0.2340	0.5966	0.7724
No log	3.5604	324	0.7105	0.1628	0.7105	0.8429
No log	3.5824	326	0.5626	0.3439	0.5626	0.7500
No log	3.6044	328	0.4558	0.4652	0.4558	0.6751
No log	3.6264	330	0.5557	0.3367	0.5557	0.7454
No log	3.6484	332	0.5105	0.3706	0.5105	0.7145
No log	3.6703	334	0.4576	0.4917	0.4576	0.6764
No log	3.6923	336	0.5214	0.4802	0.5214	0.7221
No log	3.7143	338	0.5012	0.5410	0.5012	0.7079
No log	3.7363	340	0.4603	0.5080	0.4603	0.6785
No log	3.7582	342	0.4947	0.4764	0.4947	0.7033
No log	3.7802	344	0.4961	0.4764	0.4961	0.7043
No log	3.8022	346	0.4554	0.4924	0.4554	0.6749
No log	3.8242	348	0.4792	0.4975	0.4792	0.6922
No log	3.8462	350	0.4648	0.5074	0.4648	0.6818
No log	3.8681	352	0.4664	0.5165	0.4664	0.6830
No log	3.8901	354	0.6357	0.3704	0.6357	0.7973
No log	3.9121	356	0.6331	0.3607	0.6331	0.7957
No log	3.9341	358	0.4817	0.5233	0.4817	0.6941
No log	3.9560	360	0.4745	0.52	0.4745	0.6889
No log	3.9780	362	0.4781	0.4924	0.4781	0.6915
No log	4.0	364	0.5381	0.5248	0.5381	0.7336
No log	4.0220	366	0.6257	0.2897	0.6257	0.7910
No log	4.0440	368	0.5139	0.5417	0.5139	0.7169
No log	4.0659	370	0.5005	0.4222	0.5005	0.7074
No log	4.0879	372	0.5478	0.2513	0.5478	0.7402
No log	4.1099	374	0.4931	0.4947	0.4931	0.7022
No log	4.1319	376	0.4944	0.4851	0.4944	0.7031
No log	4.1538	378	0.6060	0.2850	0.6060	0.7785
No log	4.1758	380	0.5518	0.4882	0.5518	0.7428
No log	4.1978	382	0.4989	0.4615	0.4989	0.7064
No log	4.2198	384	0.4692	0.52	0.4692	0.6850
No log	4.2418	386	0.4675	0.52	0.4675	0.6837
No log	4.2637	388	0.5087	0.4639	0.5087	0.7132
No log	4.2857	390	0.5193	0.4709	0.5193	0.7206
No log	4.3077	392	0.4933	0.5074	0.4933	0.7024
No log	4.3297	394	0.5033	0.5074	0.5033	0.7095
No log	4.3516	396	0.5178	0.4975	0.5178	0.7196
No log	4.3736	398	0.6161	0.2893	0.6161	0.7849
No log	4.3956	400	0.8403	0.2191	0.8403	0.9167
No log	4.4176	402	0.8011	0.3058	0.8011	0.8950
No log	4.4396	404	0.5903	0.3951	0.5903	0.7683
No log	4.4615	406	0.5650	0.3725	0.5650	0.7517
No log	4.4835	408	0.5521	0.4747	0.5521	0.7431
No log	4.5055	410	0.5566	0.4	0.5566	0.7461
No log	4.5275	412	0.5793	0.4171	0.5793	0.7611
No log	4.5495	414	0.5601	0.4059	0.5601	0.7484
No log	4.5714	416	0.6016	0.3535	0.6016	0.7756
No log	4.5934	418	0.7736	0.1588	0.7736	0.8796
No log	4.6154	420	0.7819	0.1588	0.7819	0.8843
No log	4.6374	422	0.6249	0.3706	0.6249	0.7905
No log	4.6593	424	0.5230	0.5074	0.5230	0.7232
No log	4.6813	426	0.6388	0.3028	0.6388	0.7992
No log	4.7033	428	0.6352	0.2744	0.6352	0.7970
No log	4.7253	430	0.5362	0.4924	0.5362	0.7322
No log	4.7473	432	0.6265	0.3524	0.6265	0.7915
No log	4.7692	434	0.6614	0.3208	0.6614	0.8132
No log	4.7912	436	0.5585	0.4343	0.5585	0.7473
No log	4.8132	438	0.5084	0.4747	0.5084	0.7130
No log	4.8352	440	0.5000	0.4583	0.5000	0.7071
No log	4.8571	442	0.5196	0.4667	0.5196	0.7209
No log	4.8791	444	0.5858	0.3706	0.5858	0.7653
No log	4.9011	446	0.5610	0.3898	0.5610	0.7490
No log	4.9231	448	0.4881	0.3684	0.4881	0.6986
No log	4.9451	450	0.4846	0.4162	0.4846	0.6961
No log	4.9670	452	0.4822	0.4225	0.4822	0.6944
No log	4.9890	454	0.5243	0.3953	0.5243	0.7241
No log	5.0110	456	0.6323	0.4067	0.6323	0.7952
No log	5.0330	458	0.6362	0.4067	0.6362	0.7976
No log	5.0549	460	0.5296	0.3224	0.5296	0.7277
No log	5.0769	462	0.5149	0.3508	0.5149	0.7176
No log	5.0989	464	0.5967	0.3725	0.5967	0.7725
No log	5.1209	466	0.5429	0.3016	0.5429	0.7368
No log	5.1429	468	0.4861	0.3913	0.4861	0.6972
No log	5.1648	470	0.5293	0.3258	0.5293	0.7276
No log	5.1868	472	0.6221	0.3831	0.6221	0.7887
No log	5.2088	474	0.5759	0.3846	0.5759	0.7589
No log	5.2308	476	0.5025	0.4286	0.5025	0.7089
No log	5.2527	478	0.5265	0.2917	0.5265	0.7256
No log	5.2747	480	0.5468	0.2917	0.5468	0.7395
No log	5.2967	482	0.5046	0.3878	0.5046	0.7103
No log	5.3187	484	0.5462	0.4043	0.5462	0.7390
No log	5.3407	486	0.6261	0.3725	0.6261	0.7913
No log	5.3626	488	0.5848	0.36	0.5848	0.7647
No log	5.3846	490	0.5044	0.4764	0.5044	0.7102
No log	5.4066	492	0.5010	0.3939	0.5010	0.7078
No log	5.4286	494	0.4979	0.3191	0.4979	0.7056
No log	5.4505	496	0.4963	0.3617	0.4963	0.7045
No log	5.4725	498	0.4803	0.4839	0.4803	0.6930
0.4228	5.4945	500	0.5224	0.4098	0.5224	0.7228
0.4228	5.5165	502	0.6006	0.3548	0.6006	0.7750
0.4228	5.5385	504	0.5755	0.3143	0.5755	0.7586
0.4228	5.5604	506	0.5613	0.36	0.5613	0.7492
0.4228	5.5824	508	0.5153	0.4409	0.5153	0.7178
0.4228	5.6044	510	0.4831	0.5330	0.4831	0.6951
0.4228	5.6264	512	0.4843	0.5330	0.4843	0.6959
0.4228	5.6484	514	0.5091	0.4583	0.5091	0.7135
0.4228	5.6703	516	0.5619	0.3263	0.5619	0.7496
0.4228	5.6923	518	0.5915	0.3143	0.5915	0.7691
0.4228	5.7143	520	0.5626	0.3990	0.5626	0.7501
0.4228	5.7363	522	0.5511	0.4043	0.5511	0.7424
0.4228	5.7582	524	0.5146	0.5025	0.5146	0.7174
0.4228	5.7802	526	0.4990	0.4518	0.4990	0.7064
0.4228	5.8022	528	0.4966	0.4783	0.4966	0.7047
0.4228	5.8242	530	0.5154	0.4286	0.5154	0.7179
0.4228	5.8462	532	0.5504	0.4098	0.5504	0.7419
0.4228	5.8681	534	0.5240	0.4098	0.5240	0.7239
0.4228	5.8901	536	0.4793	0.4607	0.4793	0.6923
0.4228	5.9121	538	0.4801	0.4162	0.4801	0.6929
0.4228	5.9341	540	0.4739	0.3966	0.4739	0.6884
0.4228	5.9560	542	0.4794	0.3966	0.4794	0.6924
0.4228	5.9780	544	0.4847	0.4286	0.4847	0.6962
0.4228	6.0	546	0.4918	0.4286	0.4918	0.7013
0.4228	6.0220	548	0.5139	0.3990	0.5139	0.7169
0.4228	6.0440	550	0.4948	0.4171	0.4948	0.7034
0.4228	6.0659	552	0.4727	0.4595	0.4727	0.6876
0.4228	6.0879	554	0.4752	0.4468	0.4752	0.6894
0.4228	6.1099	556	0.4687	0.4413	0.4687	0.6846
0.4228	6.1319	558	0.5228	0.3641	0.5228	0.7230
0.4228	6.1538	560	0.5761	0.3402	0.5761	0.7590
0.4228	6.1758	562	0.5366	0.3862	0.5366	0.7325
0.4228	6.1978	564	0.4696	0.4286	0.4696	0.6853
0.4228	6.2198	566	0.4579	0.4917	0.4579	0.6767
0.4228	6.2418	568	0.4678	0.5027	0.4678	0.6839
0.4228	6.2637	570	0.4737	0.4872	0.4737	0.6882
0.4228	6.2857	572	0.4638	0.5132	0.4638	0.6810
0.4228	6.3077	574	0.4739	0.4468	0.4739	0.6884
0.4228	6.3297	576	0.5043	0.3439	0.5043	0.7102
0.4228	6.3516	578	0.4860	0.4346	0.4860	0.6971
0.4228	6.3736	580	0.4709	0.5330	0.4709	0.6863
0.4228	6.3956	582	0.5217	0.5025	0.5217	0.7223
0.4228	6.4176	584	0.5416	0.4951	0.5416	0.7360
0.4228	6.4396	586	0.5023	0.5074	0.5023	0.7087
0.4228	6.4615	588	0.4806	0.4694	0.4806	0.6933
0.4228	6.4835	590	0.4783	0.4819	0.4783	0.6916
0.4228	6.5055	592	0.5107	0.3814	0.5107	0.7147
0.4228	6.5275	594	0.5230	0.3439	0.5230	0.7232
0.4228	6.5495	596	0.4910	0.4694	0.4910	0.7007
0.4228	6.5714	598	0.4820	0.4902	0.4820	0.6942
0.4228	6.5934	600	0.5355	0.5514	0.5355	0.7318
0.4228	6.6154	602	0.5588	0.5	0.5588	0.7475
0.4228	6.6374	604	0.5418	0.4951	0.5418	0.7361
0.4228	6.6593	606	0.5009	0.5074	0.5009	0.7077
0.4228	6.6813	608	0.4710	0.4839	0.4710	0.6863
0.4228	6.7033	610	0.4886	0.4468	0.4886	0.6990
0.4228	6.7253	612	0.5063	0.4536	0.5063	0.7116
0.4228	6.7473	614	0.5005	0.4536	0.5005	0.7074
0.4228	6.7692	616	0.4767	0.4286	0.4767	0.6904
0.4228	6.7912	618	0.4785	0.4462	0.4785	0.6917
0.4228	6.8132	620	0.4912	0.4583	0.4912	0.7008
0.4228	6.8352	622	0.5098	0.4455	0.5098	0.7140
0.4228	6.8571	624	0.5309	0.4573	0.5309	0.7286
0.4228	6.8791	626	0.5119	0.4573	0.5119	0.7154
0.4228	6.9011	628	0.4746	0.4902	0.4746	0.6889
0.4228	6.9231	630	0.4688	0.5282	0.4688	0.6847
0.4228	6.9451	632	0.4984	0.4227	0.4984	0.7060
0.4228	6.9670	634	0.5202	0.3706	0.5202	0.7212
0.4228	6.9890	636	0.4889	0.4227	0.4889	0.6992
0.4228	7.0110	638	0.4732	0.5169	0.4732	0.6879
0.4228	7.0330	640	0.5607	0.4231	0.5607	0.7488
0.4228	7.0549	642	0.6600	0.3153	0.6600	0.8124
0.4228	7.0769	644	0.6722	0.3080	0.6722	0.8199
0.4228	7.0989	646	0.5885	0.4178	0.5885	0.7671
0.4228	7.1209	648	0.4988	0.5	0.4988	0.7063
0.4228	7.1429	650	0.4811	0.5248	0.4811	0.6936
0.4228	7.1648	652	0.4936	0.4227	0.4936	0.7025
0.4228	7.1868	654	0.4825	0.4526	0.4825	0.6947
0.4228	7.2088	656	0.4793	0.4975	0.4793	0.6923
0.4228	7.2308	658	0.4921	0.5074	0.4921	0.7015
0.4228	7.2527	660	0.4976	0.5074	0.4976	0.7054
0.4228	7.2747	662	0.5160	0.4455	0.5160	0.7184
0.4228	7.2967	664	0.5237	0.4455	0.5237	0.7237
0.4228	7.3187	666	0.5276	0.4455	0.5276	0.7263
0.4228	7.3407	668	0.5032	0.5152	0.5032	0.7094
0.4228	7.3626	670	0.4943	0.4709	0.4943	0.7031
0.4228	7.3846	672	0.4965	0.5	0.4965	0.7046
0.4228	7.4066	674	0.4969	0.4694	0.4969	0.7049
0.4228	7.4286	676	0.5020	0.5152	0.5020	0.7085
0.4228	7.4505	678	0.5272	0.3862	0.5272	0.7261
0.4228	7.4725	680	0.5386	0.3878	0.5386	0.7339
0.4228	7.4945	682	0.5243	0.3814	0.5243	0.7241
0.4228	7.5165	684	0.4981	0.4462	0.4981	0.7058
0.4228	7.5385	686	0.4867	0.4975	0.4867	0.6976
0.4228	7.5604	688	0.4893	0.4595	0.4893	0.6995
0.4228	7.5824	690	0.4905	0.4468	0.4905	0.7003
0.4228	7.6044	692	0.4849	0.4639	0.4849	0.6964
0.4228	7.6264	694	0.5015	0.4833	0.5015	0.7082
0.4228	7.6484	696	0.5173	0.4510	0.5173	0.7192
0.4228	7.6703	698	0.5142	0.4930	0.5142	0.7171
0.4228	7.6923	700	0.5086	0.5185	0.5086	0.7132
0.4228	7.7143	702	0.5028	0.4882	0.5028	0.7091
0.4228	7.7363	704	0.4982	0.4882	0.4982	0.7059
0.4228	7.7582	706	0.4845	0.4510	0.4845	0.6961
0.4228	7.7802	708	0.4839	0.4510	0.4839	0.6956
0.4228	7.8022	710	0.4858	0.4833	0.4858	0.6970
0.4228	7.8242	712	0.4796	0.4510	0.4796	0.6926
0.4228	7.8462	714	0.4806	0.4510	0.4806	0.6933
0.4228	7.8681	716	0.4929	0.4518	0.4929	0.7021
0.4228	7.8901	718	0.4978	0.4518	0.4978	0.7056
0.4228	7.9121	720	0.4868	0.3892	0.4868	0.6977
0.4228	7.9341	722	0.4799	0.4652	0.4799	0.6928
0.4228	7.9560	724	0.4848	0.4222	0.4848	0.6963
0.4228	7.9780	726	0.4839	0.4222	0.4839	0.6957
0.4228	8.0	728	0.4815	0.4583	0.4815	0.6939
0.4228	8.0220	730	0.4924	0.3892	0.4924	0.7017
0.4228	8.0440	732	0.5058	0.3684	0.5058	0.7112
0.4228	8.0659	734	0.5149	0.3684	0.5149	0.7176
0.4228	8.0879	736	0.5116	0.3684	0.5116	0.7153
0.4228	8.1099	738	0.4895	0.3730	0.4895	0.6997
0.4228	8.1319	740	0.4701	0.3548	0.4701	0.6857
0.4228	8.1538	742	0.4675	0.4222	0.4675	0.6837
0.4228	8.1758	744	0.4670	0.4872	0.4670	0.6833
0.4228	8.1978	746	0.4773	0.4112	0.4773	0.6909
0.4228	8.2198	748	0.5146	0.3369	0.5146	0.7173
0.4228	8.2418	750	0.5339	0.3706	0.5339	0.7307
0.4228	8.2637	752	0.5201	0.3369	0.5201	0.7212
0.4228	8.2857	754	0.4899	0.4112	0.4899	0.7000
0.4228	8.3077	756	0.4742	0.5052	0.4742	0.6886
0.4228	8.3297	758	0.4711	0.48	0.4711	0.6864
0.4228	8.3516	760	0.4724	0.48	0.4724	0.6873
0.4228	8.3736	762	0.4791	0.4977	0.4791	0.6922
0.4228	8.3956	764	0.4916	0.5140	0.4916	0.7011
0.4228	8.4176	766	0.5151	0.4059	0.5151	0.7177
0.4228	8.4396	768	0.5361	0.4882	0.5361	0.7322
0.4228	8.4615	770	0.5432	0.4444	0.5432	0.7370
0.4228	8.4835	772	0.5218	0.4573	0.5218	0.7224
0.4228	8.5055	774	0.4927	0.4615	0.4927	0.7019
0.4228	8.5275	776	0.4794	0.5048	0.4794	0.6924
0.4228	8.5495	778	0.4783	0.48	0.4783	0.6916
0.4228	8.5714	780	0.4829	0.4404	0.4829	0.6949
0.4228	8.5934	782	0.4821	0.4747	0.4821	0.6943
0.4228	8.6154	784	0.4792	0.48	0.4792	0.6922
0.4228	8.6374	786	0.4859	0.4833	0.4859	0.6971
0.4228	8.6593	788	0.5132	0.4573	0.5132	0.7164
0.4228	8.6813	790	0.5590	0.4615	0.5590	0.7477
0.4228	8.7033	792	0.5849	0.3585	0.5849	0.7648
0.4228	8.7253	794	0.5877	0.3301	0.5877	0.7666
0.4228	8.7473	796	0.5638	0.3951	0.5638	0.7509
0.4228	8.7692	798	0.5370	0.4694	0.5370	0.7328
0.4228	8.7912	800	0.5019	0.4639	0.5019	0.7084
0.4228	8.8132	802	0.4830	0.5169	0.4830	0.6950
0.4228	8.8352	804	0.4797	0.5122	0.4797	0.6926
0.4228	8.8571	806	0.4806	0.5122	0.4806	0.6932
0.4228	8.8791	808	0.4833	0.5169	0.4833	0.6952
0.4228	8.9011	810	0.4929	0.4902	0.4929	0.7021
0.4228	8.9231	812	0.5067	0.3951	0.5067	0.7118
0.4228	8.9451	814	0.5230	0.4573	0.5230	0.7232
0.4228	8.9670	816	0.5308	0.4902	0.5308	0.7285
0.4228	8.9890	818	0.5255	0.4573	0.5255	0.7249
0.4228	9.0110	820	0.5127	0.4455	0.5127	0.7160
0.4228	9.0330	822	0.4994	0.4563	0.4994	0.7067
0.4228	9.0549	824	0.4893	0.5169	0.4893	0.6995
0.4228	9.0769	826	0.4836	0.5169	0.4836	0.6954
0.4228	9.0989	828	0.4817	0.5169	0.4817	0.6941
0.4228	9.1209	830	0.4829	0.5169	0.4829	0.6949
0.4228	9.1429	832	0.4875	0.5169	0.4875	0.6982
0.4228	9.1648	834	0.4903	0.5169	0.4903	0.7002
0.4228	9.1868	836	0.4966	0.4563	0.4966	0.7047
0.4228	9.2088	838	0.5083	0.4573	0.5083	0.7129
0.4228	9.2308	840	0.5097	0.4573	0.5097	0.7139
0.4228	9.2527	842	0.5039	0.4639	0.5039	0.7098
0.4228	9.2747	844	0.5037	0.4639	0.5037	0.7097
0.4228	9.2967	846	0.4999	0.4639	0.4999	0.7071
0.4228	9.3187	848	0.4932	0.4680	0.4932	0.7023
0.4228	9.3407	850	0.4852	0.5169	0.4852	0.6966
0.4228	9.3626	852	0.4811	0.5169	0.4811	0.6936
0.4228	9.3846	854	0.4800	0.5169	0.4800	0.6928
0.4228	9.4066	856	0.4814	0.5169	0.4814	0.6939
0.4228	9.4286	858	0.4815	0.5169	0.4815	0.6939
0.4228	9.4505	860	0.4811	0.5169	0.4811	0.6936
0.4228	9.4725	862	0.4810	0.5169	0.4810	0.6935
0.4228	9.4945	864	0.4807	0.5169	0.4807	0.6933
0.4228	9.5165	866	0.4816	0.5169	0.4816	0.6939
0.4228	9.5385	868	0.4810	0.4902	0.4810	0.6936
0.4228	9.5604	870	0.4823	0.4747	0.4823	0.6945
0.4228	9.5824	872	0.4829	0.4747	0.4829	0.6949
0.4228	9.6044	874	0.4827	0.4747	0.4827	0.6947
0.4228	9.6264	876	0.4813	0.4747	0.4813	0.6938
0.4228	9.6484	878	0.4813	0.4747	0.4813	0.6937
0.4228	9.6703	880	0.4836	0.4747	0.4836	0.6954
0.4228	9.6923	882	0.4865	0.5330	0.4865	0.6975
0.4228	9.7143	884	0.4878	0.5330	0.4878	0.6984
0.4228	9.7363	886	0.4879	0.5330	0.4879	0.6985
0.4228	9.7582	888	0.4867	0.5417	0.4867	0.6976
0.4228	9.7802	890	0.4864	0.4747	0.4864	0.6974
0.4228	9.8022	892	0.4879	0.5282	0.4879	0.6985
0.4228	9.8242	894	0.4885	0.52	0.4885	0.6989
0.4228	9.8462	896	0.4891	0.52	0.4891	0.6994
0.4228	9.8681	898	0.4893	0.52	0.4893	0.6995
0.4228	9.8901	900	0.4902	0.52	0.4902	0.7001
0.4228	9.9121	902	0.4916	0.5330	0.4916	0.7011
0.4228	9.9341	904	0.4923	0.5330	0.4923	0.7017
0.4228	9.9560	906	0.4926	0.5330	0.4926	0.7019
0.4228	9.9780	908	0.4926	0.5330	0.4926	0.7018
0.4228	10.0	910	0.4926	0.5330	0.4926	0.7018

Framework versions

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