ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run3_AugV5_k17_task7_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: 0.5758
• Qwk: 0.3889
• Mse: 0.5758
• Rmse: 0.7588

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	0.0351	2	2.4547	-0.0449	2.4547	1.5667
No log	0.0702	4	1.2929	0.0721	1.2929	1.1370
No log	0.1053	6	1.0143	-0.1408	1.0143	1.0071
No log	0.1404	8	1.0201	-0.0459	1.0201	1.0100
No log	0.1754	10	0.8285	-0.0054	0.8285	0.9102
No log	0.2105	12	0.8973	0.1724	0.8973	0.9473
No log	0.2456	14	1.0291	0.2285	1.0291	1.0144
No log	0.2807	16	0.9773	0.2435	0.9773	0.9886
No log	0.3158	18	1.0315	0.2027	1.0315	1.0156
No log	0.3509	20	0.9851	0.0952	0.9851	0.9925
No log	0.3860	22	1.0002	0.1957	1.0002	1.0001
No log	0.4211	24	1.0133	0.2702	1.0133	1.0066
No log	0.4561	26	1.0850	0.2037	1.0850	1.0416
No log	0.4912	28	1.1509	0.1468	1.1509	1.0728
No log	0.5263	30	0.9873	0.3119	0.9873	0.9936
No log	0.5614	32	0.8012	0.1786	0.8012	0.8951
No log	0.5965	34	0.7100	0.0	0.7100	0.8426
No log	0.6316	36	0.7567	0.0	0.7567	0.8699
No log	0.6667	38	0.9755	0.1685	0.9755	0.9877
No log	0.7018	40	0.9208	0.1352	0.9208	0.9596
No log	0.7368	42	0.8250	0.1321	0.8250	0.9083
No log	0.7719	44	0.7821	0.0889	0.7821	0.8844
No log	0.8070	46	0.7292	0.1508	0.7292	0.8539
No log	0.8421	48	0.7256	0.1407	0.7256	0.8518
No log	0.8772	50	0.7256	0.2085	0.7256	0.8518
No log	0.9123	52	0.7658	0.1327	0.7658	0.8751
No log	0.9474	54	1.1171	0.1797	1.1171	1.0569
No log	0.9825	56	1.1889	0.0257	1.1889	1.0904
No log	1.0175	58	1.3466	0.0338	1.3466	1.1604
No log	1.0526	60	1.2857	0.0065	1.2857	1.1339
No log	1.0877	62	1.1062	0.1819	1.1062	1.0518
No log	1.1228	64	0.8715	0.2402	0.8715	0.9336
No log	1.1579	66	0.6934	0.2270	0.6934	0.8327
No log	1.1930	68	0.7850	0.3538	0.7850	0.8860
No log	1.2281	70	0.9071	0.3114	0.9071	0.9524
No log	1.2632	72	0.8057	0.3675	0.8057	0.8976
No log	1.2982	74	0.6842	0.2270	0.6842	0.8271
No log	1.3333	76	0.7694	0.0428	0.7694	0.8772
No log	1.3684	78	0.8999	0.0937	0.8999	0.9487
No log	1.4035	80	0.9692	0.1339	0.9692	0.9845
No log	1.4386	82	1.0052	0.1323	1.0052	1.0026
No log	1.4737	84	0.9444	0.0949	0.9444	0.9718
No log	1.5088	86	0.8098	0.0481	0.8098	0.8999
No log	1.5439	88	0.7344	0.1287	0.7344	0.8570
No log	1.5789	90	0.7118	0.1287	0.7118	0.8437
No log	1.6140	92	0.7009	0.2677	0.7009	0.8372
No log	1.6491	94	0.6961	0.1922	0.6961	0.8343
No log	1.6842	96	0.7138	0.0460	0.7138	0.8449
No log	1.7193	98	0.7910	0.1345	0.7910	0.8894
No log	1.7544	100	0.7193	0.2708	0.7193	0.8481
No log	1.7895	102	0.6488	0.2847	0.6488	0.8055
No log	1.8246	104	0.6538	0.2847	0.6538	0.8086
No log	1.8596	106	0.6877	0.3691	0.6877	0.8293
No log	1.8947	108	0.6684	0.2608	0.6684	0.8175
No log	1.9298	110	0.7024	0.2642	0.7024	0.8381
No log	1.9649	112	0.8244	0.2203	0.8244	0.9080
No log	2.0	114	0.9123	0.1528	0.9123	0.9551
No log	2.0351	116	0.7842	0.2525	0.7842	0.8855
No log	2.0702	118	0.7339	0.3162	0.7339	0.8567
No log	2.1053	120	0.7609	0.3496	0.7609	0.8723
No log	2.1404	122	0.6427	0.3336	0.6427	0.8017
No log	2.1754	124	0.6353	0.3546	0.6353	0.7971
No log	2.2105	126	0.6659	0.3465	0.6659	0.8161
No log	2.2456	128	0.6617	0.4100	0.6617	0.8134
No log	2.2807	130	0.6311	0.4182	0.6311	0.7944
No log	2.3158	132	0.6417	0.4044	0.6417	0.8011
No log	2.3509	134	0.8451	0.2614	0.8451	0.9193
No log	2.3860	136	0.9397	0.1755	0.9397	0.9694
No log	2.4211	138	0.8020	0.2821	0.8020	0.8956
No log	2.4561	140	0.7144	0.3886	0.7144	0.8452
No log	2.4912	142	0.7400	0.3937	0.7400	0.8602
No log	2.5263	144	0.6934	0.3886	0.6934	0.8327
No log	2.5614	146	0.7030	0.4717	0.7030	0.8384
No log	2.5965	148	0.6448	0.4338	0.6448	0.8030
No log	2.6316	150	0.6531	0.3051	0.6531	0.8082
No log	2.6667	152	0.6532	0.3314	0.6532	0.8082
No log	2.7018	154	0.6449	0.4299	0.6449	0.8031
No log	2.7368	156	0.6721	0.4294	0.6721	0.8198
No log	2.7719	158	0.6898	0.4672	0.6898	0.8306
No log	2.8070	160	0.6440	0.4752	0.6440	0.8025
No log	2.8421	162	0.5975	0.4240	0.5975	0.7730
No log	2.8772	164	0.5872	0.4240	0.5872	0.7663
No log	2.9123	166	0.6824	0.4634	0.6824	0.8261
No log	2.9474	168	0.7870	0.2905	0.7870	0.8871
No log	2.9825	170	0.7713	0.2881	0.7713	0.8783
No log	3.0175	172	0.6560	0.4370	0.6560	0.8099
No log	3.0526	174	0.6043	0.4201	0.6043	0.7774
No log	3.0877	176	0.6179	0.4201	0.6179	0.7861
No log	3.1228	178	0.6226	0.4504	0.6226	0.7891
No log	3.1579	180	0.6318	0.4448	0.6318	0.7949
No log	3.1930	182	0.7162	0.2031	0.7162	0.8463
No log	3.2281	184	0.7617	0.2505	0.7617	0.8727
No log	3.2632	186	0.6805	0.3779	0.6805	0.8249
No log	3.2982	188	0.6145	0.3352	0.6145	0.7839
No log	3.3333	190	0.6144	0.3603	0.6144	0.7838
No log	3.3684	192	0.6561	0.5046	0.6561	0.8100
No log	3.4035	194	1.0061	0.2280	1.0061	1.0030
No log	3.4386	196	1.3019	0.1453	1.3019	1.1410
No log	3.4737	198	1.2949	0.1453	1.2949	1.1380
No log	3.5088	200	1.0916	0.1484	1.0916	1.0448
No log	3.5439	202	0.7901	0.4032	0.7901	0.8889
No log	3.5789	204	0.5787	0.3835	0.5787	0.7607
No log	3.6140	206	0.7568	0.4992	0.7568	0.8700
No log	3.6491	208	0.9773	0.4050	0.9773	0.9886
No log	3.6842	210	0.8970	0.4209	0.8970	0.9471
No log	3.7193	212	0.6756	0.4144	0.6756	0.8220
No log	3.7544	214	0.6135	0.3380	0.6135	0.7833
No log	3.7895	216	0.7234	0.4468	0.7234	0.8505
No log	3.8246	218	0.7726	0.2951	0.7726	0.8790
No log	3.8596	220	0.7487	0.3327	0.7487	0.8653
No log	3.8947	222	0.6840	0.4036	0.6840	0.8271
No log	3.9298	224	0.6266	0.2819	0.6266	0.7916
No log	3.9649	226	0.6235	0.3701	0.6235	0.7896
No log	4.0	228	0.6337	0.3840	0.6337	0.7961
No log	4.0351	230	0.6470	0.3580	0.6470	0.8044
No log	4.0702	232	0.6707	0.4211	0.6707	0.8190
No log	4.1053	234	0.6671	0.4429	0.6671	0.8167
No log	4.1404	236	0.6562	0.4429	0.6562	0.8101
No log	4.1754	238	0.6506	0.4569	0.6506	0.8066
No log	4.2105	240	0.6718	0.3902	0.6718	0.8197
No log	4.2456	242	0.6348	0.4427	0.6348	0.7967
No log	4.2807	244	0.6077	0.4322	0.6077	0.7795
No log	4.3158	246	0.5992	0.4484	0.5992	0.7741
No log	4.3509	248	0.6140	0.4427	0.6140	0.7836
No log	4.3860	250	0.5977	0.5321	0.5977	0.7731
No log	4.4211	252	0.5769	0.4419	0.5769	0.7596
No log	4.4561	254	0.5746	0.3498	0.5746	0.7580
No log	4.4912	256	0.5650	0.4337	0.5650	0.7517
No log	4.5263	258	0.5616	0.4575	0.5616	0.7494
No log	4.5614	260	0.6043	0.5538	0.6043	0.7774
No log	4.5965	262	0.6623	0.4429	0.6623	0.8138
No log	4.6316	264	0.6244	0.5233	0.6244	0.7902
No log	4.6667	266	0.5879	0.4839	0.5879	0.7667
No log	4.7018	268	0.5989	0.4482	0.5989	0.7739
No log	4.7368	270	0.5982	0.4726	0.5982	0.7734
No log	4.7719	272	0.5888	0.4885	0.5888	0.7673
No log	4.8070	274	0.6050	0.5061	0.6050	0.7778
No log	4.8421	276	0.6546	0.4875	0.6546	0.8091
No log	4.8772	278	0.6427	0.5217	0.6427	0.8017
No log	4.9123	280	0.5722	0.4466	0.5722	0.7564
No log	4.9474	282	0.5574	0.5361	0.5574	0.7466
No log	4.9825	284	0.5588	0.4659	0.5588	0.7475
No log	5.0175	286	0.5601	0.4111	0.5601	0.7484
No log	5.0526	288	0.5661	0.4044	0.5661	0.7524
No log	5.0877	290	0.6073	0.4427	0.6073	0.7793
No log	5.1228	292	0.5876	0.4486	0.5876	0.7666
No log	5.1579	294	0.5564	0.4173	0.5564	0.7459
No log	5.1930	296	0.5585	0.4685	0.5585	0.7473
No log	5.2281	298	0.5478	0.4879	0.5478	0.7401
No log	5.2632	300	0.5557	0.4012	0.5557	0.7454
No log	5.2982	302	0.6215	0.4931	0.6215	0.7884
No log	5.3333	304	0.6756	0.3948	0.6756	0.8220
No log	5.3684	306	0.6465	0.3522	0.6465	0.8041
No log	5.4035	308	0.5961	0.3072	0.5961	0.7721
No log	5.4386	310	0.5821	0.3716	0.5821	0.7630
No log	5.4737	312	0.5975	0.3755	0.5975	0.7730
No log	5.5088	314	0.6511	0.4741	0.6511	0.8069
No log	5.5439	316	0.6314	0.4980	0.6314	0.7946
No log	5.5789	318	0.5749	0.4874	0.5749	0.7583
No log	5.6140	320	0.7419	0.4527	0.7419	0.8613
No log	5.6491	322	0.9234	0.3086	0.9234	0.9609
No log	5.6842	324	0.9026	0.2890	0.9026	0.9501
No log	5.7193	326	0.7228	0.4594	0.7228	0.8502
No log	5.7544	328	0.5664	0.4585	0.5664	0.7526
No log	5.7895	330	0.5993	0.3673	0.5993	0.7741
No log	5.8246	332	0.6405	0.3673	0.6405	0.8003
No log	5.8596	334	0.6268	0.3673	0.6268	0.7917
No log	5.8947	336	0.5925	0.3953	0.5925	0.7697
No log	5.9298	338	0.6022	0.3664	0.6022	0.7760
No log	5.9649	340	0.7217	0.3192	0.7217	0.8495
No log	6.0	342	0.8137	0.2437	0.8137	0.9020
No log	6.0351	344	0.7760	0.2437	0.7760	0.8809
No log	6.0702	346	0.6728	0.3410	0.6728	0.8202
No log	6.1053	348	0.5800	0.5304	0.5800	0.7616
No log	6.1404	350	0.5826	0.5214	0.5826	0.7633
No log	6.1754	352	0.6075	0.4618	0.6075	0.7794
No log	6.2105	354	0.5836	0.4964	0.5836	0.7639
No log	6.2456	356	0.5748	0.5457	0.5748	0.7582
No log	6.2807	358	0.6158	0.5028	0.6158	0.7847
No log	6.3158	360	0.6263	0.4767	0.6263	0.7914
No log	6.3509	362	0.5991	0.5044	0.5991	0.7740
No log	6.3860	364	0.5842	0.4264	0.5842	0.7644
No log	6.4211	366	0.6003	0.4420	0.6003	0.7748
No log	6.4561	368	0.6109	0.3673	0.6109	0.7816
No log	6.4912	370	0.5944	0.4538	0.5944	0.7710
No log	6.5263	372	0.5916	0.5044	0.5916	0.7691
No log	6.5614	374	0.5890	0.4970	0.5890	0.7674
No log	6.5965	376	0.5782	0.4538	0.5782	0.7604
No log	6.6316	378	0.5878	0.4707	0.5878	0.7667
No log	6.6667	380	0.6047	0.3673	0.6047	0.7776
No log	6.7018	382	0.6012	0.3976	0.6012	0.7754
No log	6.7368	384	0.6175	0.3238	0.6175	0.7858
No log	6.7719	386	0.6237	0.4270	0.6237	0.7897
No log	6.8070	388	0.6159	0.4622	0.6159	0.7848
No log	6.8421	390	0.6073	0.4437	0.6073	0.7793
No log	6.8772	392	0.5979	0.4437	0.5979	0.7732
No log	6.9123	394	0.5857	0.4267	0.5857	0.7653
No log	6.9474	396	0.6087	0.3167	0.6087	0.7802
No log	6.9825	398	0.6027	0.3673	0.6027	0.7764
No log	7.0175	400	0.5900	0.3976	0.5900	0.7681
No log	7.0526	402	0.5704	0.4561	0.5704	0.7553
No log	7.0877	404	0.6148	0.4632	0.6148	0.7841
No log	7.1228	406	0.6515	0.4747	0.6515	0.8071
No log	7.1579	408	0.6383	0.4616	0.6383	0.7989
No log	7.1930	410	0.6184	0.5136	0.6184	0.7864
No log	7.2281	412	0.6129	0.4918	0.6129	0.7829
No log	7.2632	414	0.5983	0.5110	0.5983	0.7735
No log	7.2982	416	0.5772	0.4876	0.5772	0.7597
No log	7.3333	418	0.5433	0.5305	0.5433	0.7371
No log	7.3684	420	0.5518	0.4639	0.5518	0.7428
No log	7.4035	422	0.5713	0.5098	0.5713	0.7558
No log	7.4386	424	0.5850	0.5639	0.5850	0.7648
No log	7.4737	426	0.5679	0.5373	0.5679	0.7536
No log	7.5088	428	0.5381	0.5565	0.5381	0.7335
No log	7.5439	430	0.5621	0.5422	0.5621	0.7497
No log	7.5789	432	0.5666	0.4548	0.5666	0.7527
No log	7.6140	434	0.5433	0.4869	0.5433	0.7371
No log	7.6491	436	0.5395	0.4264	0.5395	0.7345
No log	7.6842	438	0.5400	0.4264	0.5400	0.7349
No log	7.7193	440	0.5431	0.5142	0.5431	0.7370
No log	7.7544	442	0.6142	0.4614	0.6142	0.7837
No log	7.7895	444	0.6586	0.4527	0.6586	0.8115
No log	7.8246	446	0.6102	0.5087	0.6102	0.7811
No log	7.8596	448	0.5967	0.5363	0.5967	0.7725
No log	7.8947	450	0.5813	0.5770	0.5813	0.7624
No log	7.9298	452	0.5577	0.5367	0.5577	0.7468
No log	7.9649	454	0.5495	0.4657	0.5495	0.7413
No log	8.0	456	0.5456	0.4657	0.5456	0.7387
No log	8.0351	458	0.5588	0.5223	0.5588	0.7475
No log	8.0702	460	0.5822	0.4802	0.5822	0.7630
No log	8.1053	462	0.6270	0.4444	0.6270	0.7918
No log	8.1404	464	0.7079	0.3872	0.7079	0.8414
No log	8.1754	466	0.7077	0.4084	0.7077	0.8412
No log	8.2105	468	0.6075	0.4480	0.6075	0.7794
No log	8.2456	470	0.5727	0.5079	0.5727	0.7568
No log	8.2807	472	0.5763	0.4782	0.5763	0.7591
No log	8.3158	474	0.6004	0.4315	0.6004	0.7749
No log	8.3509	476	0.6218	0.4261	0.6218	0.7886
No log	8.3860	478	0.6405	0.3920	0.6405	0.8003
No log	8.4211	480	0.6735	0.4309	0.6735	0.8207
No log	8.4561	482	0.6646	0.4510	0.6646	0.8152
No log	8.4912	484	0.6524	0.4510	0.6524	0.8077
No log	8.5263	486	0.6066	0.4315	0.6066	0.7789
No log	8.5614	488	0.5659	0.4991	0.5659	0.7523
No log	8.5965	490	0.5610	0.4991	0.5610	0.7490
No log	8.6316	492	0.5935	0.4517	0.5935	0.7704
No log	8.6667	494	0.7098	0.4309	0.7098	0.8425
No log	8.7018	496	0.8565	0.2907	0.8565	0.9255
No log	8.7368	498	0.8741	0.2882	0.8741	0.9350
0.3351	8.7719	500	0.7993	0.3657	0.7993	0.8940
0.3351	8.8070	502	0.6615	0.3695	0.6615	0.8133
0.3351	8.8421	504	0.5755	0.5457	0.5755	0.7586
0.3351	8.8772	506	0.5758	0.4514	0.5758	0.7588
0.3351	8.9123	508	0.6358	0.4218	0.6358	0.7974
0.3351	8.9474	510	0.6486	0.4294	0.6486	0.8054
0.3351	8.9825	512	0.6126	0.4769	0.6126	0.7827
0.3351	9.0175	514	0.5858	0.4027	0.5858	0.7654
0.3351	9.0526	516	0.6080	0.3856	0.6080	0.7798
0.3351	9.0877	518	0.6506	0.4066	0.6506	0.8066
0.3351	9.1228	520	0.6306	0.4406	0.6306	0.7941
0.3351	9.1579	522	0.5953	0.4179	0.5953	0.7716
0.3351	9.1930	524	0.5899	0.4776	0.5899	0.7680
0.3351	9.2281	526	0.5793	0.4536	0.5793	0.7611
0.3351	9.2632	528	0.5624	0.4378	0.5624	0.7499
0.3351	9.2982	530	0.5589	0.4086	0.5589	0.7476
0.3351	9.3333	532	0.5500	0.4378	0.5500	0.7416
0.3351	9.3684	534	0.5454	0.4774	0.5454	0.7385
0.3351	9.4035	536	0.5799	0.5283	0.5799	0.7615
0.3351	9.4386	538	0.6002	0.4789	0.6002	0.7747
0.3351	9.4737	540	0.5935	0.4789	0.5935	0.7704
0.3351	9.5088	542	0.5851	0.5044	0.5851	0.7649
0.3351	9.5439	544	0.6087	0.5174	0.6087	0.7802
0.3351	9.5789	546	0.6260	0.4966	0.6260	0.7912
0.3351	9.6140	548	0.6814	0.4534	0.6814	0.8255
0.3351	9.6491	550	0.7513	0.3181	0.7513	0.8668
0.3351	9.6842	552	0.7463	0.3213	0.7463	0.8639
0.3351	9.7193	554	0.6799	0.4813	0.6799	0.8246
0.3351	9.7544	556	0.6420	0.4125	0.6420	0.8012
0.3351	9.7895	558	0.6629	0.4263	0.6629	0.8142
0.3351	9.8246	560	0.6267	0.4524	0.6267	0.7916
0.3351	9.8596	562	0.5998	0.4825	0.5998	0.7744
0.3351	9.8947	564	0.6395	0.4548	0.6395	0.7997
0.3351	9.9298	566	0.7070	0.3167	0.7070	0.8409
0.3351	9.9649	568	0.7059	0.3402	0.7059	0.8402
0.3351	10.0	570	0.6954	0.4140	0.6954	0.8339
0.3351	10.0351	572	0.6495	0.5286	0.6495	0.8059
0.3351	10.0702	574	0.6283	0.5334	0.6283	0.7926
0.3351	10.1053	576	0.6196	0.5290	0.6196	0.7871
0.3351	10.1404	578	0.6026	0.5107	0.6026	0.7763
0.3351	10.1754	580	0.6293	0.4253	0.6293	0.7933
0.3351	10.2105	582	0.6850	0.3930	0.6850	0.8276
0.3351	10.2456	584	0.6844	0.2833	0.6844	0.8273
0.3351	10.2807	586	0.6777	0.2833	0.6777	0.8232
0.3351	10.3158	588	0.6865	0.3373	0.6865	0.8286
0.3351	10.3509	590	0.6593	0.3373	0.6593	0.8120
0.3351	10.3860	592	0.6364	0.4182	0.6364	0.7977
0.3351	10.4211	594	0.6512	0.4635	0.6512	0.8069
0.3351	10.4561	596	0.7147	0.3967	0.7147	0.8454
0.3351	10.4912	598	0.7519	0.3076	0.7519	0.8671
0.3351	10.5263	600	0.6972	0.3739	0.6972	0.8350
0.3351	10.5614	602	0.6490	0.3761	0.6490	0.8056
0.3351	10.5965	604	0.5913	0.5044	0.5913	0.7690
0.3351	10.6316	606	0.5827	0.4212	0.5827	0.7634
0.3351	10.6667	608	0.5963	0.4352	0.5963	0.7722
0.3351	10.7018	610	0.5932	0.4774	0.5932	0.7702
0.3351	10.7368	612	0.5964	0.4774	0.5964	0.7722
0.3351	10.7719	614	0.6187	0.4270	0.6187	0.7866
0.3351	10.8070	616	0.6066	0.3814	0.6066	0.7788
0.3351	10.8421	618	0.5890	0.4243	0.5890	0.7674
0.3351	10.8772	620	0.5815	0.4724	0.5815	0.7626
0.3351	10.9123	622	0.6602	0.4199	0.6602	0.8125
0.3351	10.9474	624	0.7572	0.3137	0.7572	0.8702
0.3351	10.9825	626	0.7989	0.3381	0.7989	0.8938
0.3351	11.0175	628	0.7251	0.4279	0.7251	0.8515
0.3351	11.0526	630	0.6336	0.4410	0.6336	0.7960
0.3351	11.0877	632	0.5683	0.5344	0.5683	0.7539
0.3351	11.1228	634	0.5653	0.4637	0.5653	0.7518
0.3351	11.1579	636	0.5620	0.4637	0.5620	0.7497
0.3351	11.1930	638	0.5578	0.4637	0.5578	0.7469
0.3351	11.2281	640	0.5538	0.4637	0.5538	0.7442
0.3351	11.2632	642	0.5519	0.4569	0.5519	0.7429
0.3351	11.2982	644	0.5634	0.4314	0.5634	0.7506
0.3351	11.3333	646	0.5620	0.4314	0.5620	0.7497
0.3351	11.3684	648	0.5601	0.4837	0.5601	0.7484
0.3351	11.4035	650	0.5668	0.4468	0.5668	0.7528
0.3351	11.4386	652	0.5723	0.4468	0.5723	0.7565
0.3351	11.4737	654	0.5760	0.4468	0.5760	0.7589
0.3351	11.5088	656	0.5863	0.4656	0.5863	0.7657
0.3351	11.5439	658	0.5854	0.4590	0.5854	0.7651
0.3351	11.5789	660	0.5749	0.4634	0.5749	0.7582
0.3351	11.6140	662	0.5690	0.4492	0.5690	0.7543
0.3351	11.6491	664	0.5720	0.4425	0.5720	0.7563
0.3351	11.6842	666	0.5839	0.4724	0.5839	0.7642
0.3351	11.7193	668	0.5730	0.4492	0.5730	0.7570
0.3351	11.7544	670	0.5678	0.4492	0.5678	0.7535
0.3351	11.7895	672	0.5683	0.4492	0.5683	0.7539
0.3351	11.8246	674	0.5699	0.4468	0.5699	0.7549
0.3351	11.8596	676	0.5661	0.4774	0.5661	0.7524
0.3351	11.8947	678	0.5768	0.4569	0.5768	0.7595
0.3351	11.9298	680	0.6568	0.4160	0.6568	0.8104
0.3351	11.9649	682	0.6996	0.3675	0.6996	0.8364
0.3351	12.0	684	0.7114	0.3872	0.7114	0.8435
0.3351	12.0351	686	0.6790	0.3675	0.6790	0.8240
0.3351	12.0702	688	0.6418	0.4499	0.6418	0.8011
0.3351	12.1053	690	0.5927	0.4386	0.5927	0.7698
0.3351	12.1404	692	0.5801	0.4299	0.5801	0.7616
0.3351	12.1754	694	0.5717	0.4264	0.5717	0.7561
0.3351	12.2105	696	0.5687	0.4264	0.5687	0.7542
0.3351	12.2456	698	0.5769	0.4569	0.5769	0.7595
0.3351	12.2807	700	0.5877	0.4386	0.5877	0.7666
0.3351	12.3158	702	0.6060	0.4575	0.6060	0.7785
0.3351	12.3509	704	0.6150	0.4427	0.6150	0.7842
0.3351	12.3860	706	0.5768	0.4569	0.5768	0.7595
0.3351	12.4211	708	0.5640	0.4538	0.5640	0.7510
0.3351	12.4561	710	0.5679	0.4238	0.5679	0.7536
0.3351	12.4912	712	0.5665	0.3926	0.5665	0.7527
0.3351	12.5263	714	0.5691	0.3926	0.5691	0.7544
0.3351	12.5614	716	0.5798	0.3926	0.5798	0.7614
0.3351	12.5965	718	0.5831	0.3926	0.5831	0.7636
0.3351	12.6316	720	0.5923	0.3926	0.5923	0.7696
0.3351	12.6667	722	0.6093	0.3399	0.6093	0.7806
0.3351	12.7018	724	0.6165	0.3399	0.6165	0.7852
0.3351	12.7368	726	0.6109	0.3399	0.6109	0.7816
0.3351	12.7719	728	0.5776	0.4803	0.5776	0.7600
0.3351	12.8070	730	0.5635	0.4949	0.5635	0.7507
0.3351	12.8421	732	0.5954	0.4595	0.5954	0.7716
0.3351	12.8772	734	0.6187	0.4480	0.6187	0.7866
0.3351	12.9123	736	0.6268	0.4654	0.6268	0.7917
0.3351	12.9474	738	0.5869	0.4813	0.5869	0.7661
0.3351	12.9825	740	0.5516	0.5698	0.5516	0.7427
0.3351	13.0175	742	0.5470	0.5003	0.5470	0.7396
0.3351	13.0526	744	0.5636	0.4867	0.5636	0.7507
0.3351	13.0877	746	0.5732	0.4774	0.5732	0.7571
0.3351	13.1228	748	0.5545	0.4867	0.5545	0.7447
0.3351	13.1579	750	0.5383	0.4752	0.5383	0.7337
0.3351	13.1930	752	0.5390	0.5208	0.5390	0.7342
0.3351	13.2281	754	0.5461	0.5457	0.5461	0.7390
0.3351	13.2632	756	0.5519	0.5457	0.5519	0.7429
0.3351	13.2982	758	0.5501	0.4929	0.5501	0.7417
0.3351	13.3333	760	0.5790	0.3840	0.5790	0.7609
0.3351	13.3684	762	0.5887	0.4190	0.5887	0.7673
0.3351	13.4035	764	0.5888	0.3918	0.5888	0.7673
0.3351	13.4386	766	0.5607	0.4212	0.5607	0.7488
0.3351	13.4737	768	0.5391	0.4514	0.5391	0.7343
0.3351	13.5088	770	0.5265	0.4803	0.5265	0.7256
0.3351	13.5439	772	0.5200	0.4825	0.5200	0.7211
0.3351	13.5789	774	0.5273	0.4949	0.5273	0.7262
0.3351	13.6140	776	0.5823	0.5065	0.5823	0.7631
0.3351	13.6491	778	0.6449	0.4690	0.6449	0.8031
0.3351	13.6842	780	0.6442	0.4690	0.6442	0.8027
0.3351	13.7193	782	0.6053	0.4817	0.6053	0.7780
0.3351	13.7544	784	0.5585	0.5390	0.5585	0.7473
0.3351	13.7895	786	0.5465	0.5930	0.5465	0.7392
0.3351	13.8246	788	0.5513	0.5208	0.5513	0.7425
0.3351	13.8596	790	0.5553	0.5208	0.5553	0.7452
0.3351	13.8947	792	0.5560	0.4949	0.5560	0.7457
0.3351	13.9298	794	0.5627	0.4878	0.5627	0.7501
0.3351	13.9649	796	0.5694	0.4463	0.5694	0.7546
0.3351	14.0	798	0.5741	0.4591	0.5741	0.7577
0.3351	14.0351	800	0.5834	0.4402	0.5834	0.7638
0.3351	14.0702	802	0.5944	0.4809	0.5944	0.7710
0.3351	14.1053	804	0.6059	0.4423	0.6059	0.7784
0.3351	14.1404	806	0.6061	0.4516	0.6061	0.7785
0.3351	14.1754	808	0.5954	0.5021	0.5954	0.7716
0.3351	14.2105	810	0.6019	0.4555	0.6019	0.7758
0.3351	14.2456	812	0.6406	0.3544	0.6406	0.8004
0.3351	14.2807	814	0.6620	0.4112	0.6620	0.8136
0.3351	14.3158	816	0.6390	0.3399	0.6390	0.7994
0.3351	14.3509	818	0.5924	0.3755	0.5924	0.7697
0.3351	14.3860	820	0.5684	0.4238	0.5684	0.7539
0.3351	14.4211	822	0.5706	0.4681	0.5706	0.7553
0.3351	14.4561	824	0.5893	0.5160	0.5893	0.7677
0.3351	14.4912	826	0.6265	0.4602	0.6265	0.7915
0.3351	14.5263	828	0.6430	0.4372	0.6430	0.8019
0.3351	14.5614	830	0.6333	0.4140	0.6333	0.7958
0.3351	14.5965	832	0.6016	0.5184	0.6016	0.7756
0.3351	14.6316	834	0.5701	0.4991	0.5701	0.7550
0.3351	14.6667	836	0.5600	0.5195	0.5600	0.7483
0.3351	14.7018	838	0.5518	0.4561	0.5518	0.7428
0.3351	14.7368	840	0.5519	0.4264	0.5519	0.7429
0.3351	14.7719	842	0.5505	0.4264	0.5505	0.7419
0.3351	14.8070	844	0.5472	0.4774	0.5472	0.7397
0.3351	14.8421	846	0.5521	0.5475	0.5521	0.7430
0.3351	14.8772	848	0.5548	0.5495	0.5548	0.7448
0.3351	14.9123	850	0.5782	0.5283	0.5782	0.7604
0.3351	14.9474	852	0.5868	0.5283	0.5868	0.7660
0.3351	14.9825	854	0.5790	0.5718	0.5790	0.7609
0.3351	15.0175	856	0.5389	0.5574	0.5389	0.7341
0.3351	15.0526	858	0.4993	0.4561	0.4993	0.7066
0.3351	15.0877	860	0.4950	0.5448	0.4950	0.7036
0.3351	15.1228	862	0.5038	0.5681	0.5038	0.7098
0.3351	15.1579	864	0.4946	0.5786	0.4946	0.7033
0.3351	15.1930	866	0.4898	0.4825	0.4898	0.6998
0.3351	15.2281	868	0.5236	0.5479	0.5236	0.7236
0.3351	15.2632	870	0.5984	0.4952	0.5984	0.7736
0.3351	15.2982	872	0.6410	0.5168	0.6410	0.8006
0.3351	15.3333	874	0.6165	0.5168	0.6165	0.7851
0.3351	15.3684	876	0.5671	0.5414	0.5671	0.7530
0.3351	15.4035	878	0.5376	0.5250	0.5376	0.7332
0.3351	15.4386	880	0.5351	0.5373	0.5351	0.7315
0.3351	15.4737	882	0.5326	0.5522	0.5326	0.7298
0.3351	15.5088	884	0.5264	0.5521	0.5264	0.7256
0.3351	15.5439	886	0.5230	0.5379	0.5230	0.7232
0.3351	15.5789	888	0.5257	0.5457	0.5257	0.7250
0.3351	15.6140	890	0.5291	0.5457	0.5291	0.7274
0.3351	15.6491	892	0.5209	0.5286	0.5209	0.7217
0.3351	15.6842	894	0.5111	0.5101	0.5111	0.7149
0.3351	15.7193	896	0.5120	0.5348	0.5120	0.7155
0.3351	15.7544	898	0.5163	0.5404	0.5163	0.7185
0.3351	15.7895	900	0.5247	0.5152	0.5247	0.7244
0.3351	15.8246	902	0.5362	0.5009	0.5362	0.7322
0.3351	15.8596	904	0.5601	0.4655	0.5601	0.7484
0.3351	15.8947	906	0.5866	0.4997	0.5866	0.7659
0.3351	15.9298	908	0.6112	0.4997	0.6112	0.7818
0.3351	15.9649	910	0.5917	0.4997	0.5917	0.7692
0.3351	16.0	912	0.5859	0.4997	0.5859	0.7654
0.3351	16.0351	914	0.5779	0.5200	0.5779	0.7602
0.3351	16.0702	916	0.5503	0.5044	0.5503	0.7418
0.3351	16.1053	918	0.5267	0.4942	0.5267	0.7257
0.3351	16.1404	920	0.5243	0.5160	0.5243	0.7241
0.3351	16.1754	922	0.5225	0.5231	0.5225	0.7228
0.3351	16.2105	924	0.5089	0.5600	0.5089	0.7134
0.3351	16.2456	926	0.5085	0.5831	0.5085	0.7131
0.3351	16.2807	928	0.5236	0.5231	0.5236	0.7236
0.3351	16.3158	930	0.5542	0.4770	0.5542	0.7444
0.3351	16.3509	932	0.5684	0.4997	0.5684	0.7539
0.3351	16.3860	934	0.5544	0.4832	0.5544	0.7446
0.3351	16.4211	936	0.5313	0.5304	0.5313	0.7289
0.3351	16.4561	938	0.5324	0.6096	0.5324	0.7297
0.3351	16.4912	940	0.5619	0.5859	0.5619	0.7496
0.3351	16.5263	942	0.5859	0.5653	0.5859	0.7654
0.3351	16.5614	944	0.5889	0.5884	0.5889	0.7674
0.3351	16.5965	946	0.5718	0.5859	0.5718	0.7562
0.3351	16.6316	948	0.5486	0.5543	0.5486	0.7407
0.3351	16.6667	950	0.5331	0.5267	0.5331	0.7302
0.3351	16.7018	952	0.5312	0.5539	0.5312	0.7288
0.3351	16.7368	954	0.5313	0.5782	0.5313	0.7289
0.3351	16.7719	956	0.5336	0.5681	0.5336	0.7305
0.3351	16.8070	958	0.5381	0.5268	0.5381	0.7335
0.3351	16.8421	960	0.5474	0.5232	0.5474	0.7398
0.3351	16.8772	962	0.5530	0.5533	0.5530	0.7436
0.3351	16.9123	964	0.5491	0.4984	0.5491	0.7410
0.3351	16.9474	966	0.5324	0.5605	0.5324	0.7296
0.3351	16.9825	968	0.5207	0.5605	0.5207	0.7216
0.3351	17.0175	970	0.5404	0.5079	0.5404	0.7351
0.3351	17.0526	972	0.5830	0.4614	0.5830	0.7636
0.3351	17.0877	974	0.6056	0.4210	0.6056	0.7782
0.3351	17.1228	976	0.6015	0.4425	0.6015	0.7756
0.3351	17.1579	978	0.6076	0.4444	0.6076	0.7795
0.3351	17.1930	980	0.5860	0.4480	0.5860	0.7655
0.3351	17.2281	982	0.5816	0.4895	0.5816	0.7626
0.3351	17.2632	984	0.5895	0.4913	0.5895	0.7678
0.3351	17.2982	986	0.5746	0.4913	0.5746	0.7580
0.3351	17.3333	988	0.5646	0.4913	0.5646	0.7514
0.3351	17.3684	990	0.5956	0.4850	0.5956	0.7718
0.3351	17.4035	992	0.6321	0.4690	0.6321	0.7950
0.3351	17.4386	994	0.6480	0.4562	0.6480	0.8050
0.3351	17.4737	996	0.7013	0.4494	0.7013	0.8374
0.3351	17.5088	998	0.7156	0.4686	0.7156	0.8460
0.0728	17.5439	1000	0.6831	0.4670	0.6831	0.8265
0.0728	17.5789	1002	0.6567	0.4562	0.6567	0.8103
0.0728	17.6140	1004	0.6314	0.4892	0.6314	0.7946
0.0728	17.6491	1006	0.6064	0.5429	0.6064	0.7787
0.0728	17.6842	1008	0.5763	0.5127	0.5763	0.7591
0.0728	17.7193	1010	0.5617	0.5266	0.5617	0.7494
0.0728	17.7544	1012	0.5553	0.5028	0.5553	0.7452
0.0728	17.7895	1014	0.5545	0.5357	0.5545	0.7446
0.0728	17.8246	1016	0.5574	0.5768	0.5574	0.7466
0.0728	17.8596	1018	0.5633	0.5626	0.5633	0.7505
0.0728	17.8947	1020	0.5673	0.5626	0.5673	0.7532
0.0728	17.9298	1022	0.5631	0.5389	0.5631	0.7504
0.0728	17.9649	1024	0.5633	0.5231	0.5633	0.7505
0.0728	18.0	1026	0.5737	0.5463	0.5737	0.7574
0.0728	18.0351	1028	0.5852	0.5248	0.5852	0.7650
0.0728	18.0702	1030	0.5995	0.5135	0.5995	0.7743
0.0728	18.1053	1032	0.5966	0.4910	0.5966	0.7724
0.0728	18.1404	1034	0.5988	0.5304	0.5988	0.7738
0.0728	18.1754	1036	0.6051	0.5257	0.6051	0.7779
0.0728	18.2105	1038	0.5982	0.4782	0.5982	0.7734
0.0728	18.2456	1040	0.5934	0.4701	0.5934	0.7703
0.0728	18.2807	1042	0.5872	0.4091	0.5872	0.7663
0.0728	18.3158	1044	0.5751	0.4637	0.5751	0.7583
0.0728	18.3509	1046	0.5723	0.4538	0.5723	0.7565
0.0728	18.3860	1048	0.5734	0.4007	0.5734	0.7572
0.0728	18.4211	1050	0.5758	0.3889	0.5758	0.7588

Framework versions

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