ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k16_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: 0.5828
• Qwk: 0.2727
• Mse: 0.5828
• Rmse: 0.7634

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	0.0247	2	3.1186	-0.0332	3.1186	1.7659
No log	0.0494	4	1.3592	-0.0070	1.3592	1.1658
No log	0.0741	6	0.9382	0.1440	0.9382	0.9686
No log	0.0988	8	0.7447	0.2000	0.7447	0.8629
No log	0.1235	10	0.6299	-0.0159	0.6299	0.7937
No log	0.1481	12	0.7017	0.0222	0.7017	0.8377
No log	0.1728	14	0.8463	-0.0909	0.8463	0.9199
No log	0.1975	16	0.6718	0.0303	0.6718	0.8197
No log	0.2222	18	0.5506	-0.0081	0.5506	0.7420
No log	0.2469	20	0.5570	0.0	0.5570	0.7463
No log	0.2716	22	0.6170	0.0	0.6170	0.7855
No log	0.2963	24	0.6524	-0.0081	0.6524	0.8077
No log	0.3210	26	0.6168	0.0	0.6168	0.7854
No log	0.3457	28	0.6341	0.0	0.6341	0.7963
No log	0.3704	30	0.6434	-0.0081	0.6434	0.8021
No log	0.3951	32	0.6738	-0.0303	0.6738	0.8208
No log	0.4198	34	0.6580	-0.0303	0.6580	0.8112
No log	0.4444	36	0.6774	0.0071	0.6774	0.8230
No log	0.4691	38	0.7206	-0.0864	0.7206	0.8489
No log	0.4938	40	0.7139	0.1429	0.7139	0.8449
No log	0.5185	42	0.7258	-0.0909	0.7258	0.8519
No log	0.5432	44	0.7266	-0.1707	0.7266	0.8524
No log	0.5679	46	0.7110	0.0617	0.7110	0.8432
No log	0.5926	48	0.8090	0.0739	0.8090	0.8994
No log	0.6173	50	1.1089	-0.0268	1.1089	1.0530
No log	0.6420	52	1.0027	0.0522	1.0027	1.0014
No log	0.6667	54	0.6872	-0.0065	0.6872	0.8290
No log	0.6914	56	1.2109	0.0836	1.2109	1.1004
No log	0.7160	58	1.4823	0.0222	1.4823	1.2175
No log	0.7407	60	0.9282	0.0901	0.9282	0.9634
No log	0.7654	62	0.6266	-0.0909	0.6266	0.7916
No log	0.7901	64	0.6800	0.1138	0.6800	0.8246
No log	0.8148	66	0.7569	0.2146	0.7569	0.8700
No log	0.8395	68	0.7420	0.2593	0.7420	0.8614
No log	0.8642	70	0.8706	0.0569	0.8706	0.9331
No log	0.8889	72	0.8306	0.1453	0.8306	0.9114
No log	0.9136	74	0.6097	0.2485	0.6097	0.7809
No log	0.9383	76	0.7434	0.1658	0.7434	0.8622
No log	0.9630	78	0.6876	0.2670	0.6876	0.8292
No log	0.9877	80	0.7648	0.0622	0.7648	0.8745
No log	1.0123	82	0.8970	0.1289	0.8970	0.9471
No log	1.0370	84	0.7536	0.0385	0.7536	0.8681
No log	1.0617	86	0.7151	0.1828	0.7151	0.8456
No log	1.0864	88	0.7102	0.1590	0.7102	0.8428
No log	1.1111	90	0.7387	0.1579	0.7387	0.8595
No log	1.1358	92	0.8221	0.2000	0.8221	0.9067
No log	1.1605	94	0.7825	0.2475	0.7825	0.8846
No log	1.1852	96	0.8360	0.2222	0.8360	0.9144
No log	1.2099	98	0.9867	0.0744	0.9867	0.9933
No log	1.2346	100	0.8976	0.1841	0.8976	0.9474
No log	1.2593	102	0.7613	0.0829	0.7613	0.8725
No log	1.2840	104	0.7530	0.0249	0.7530	0.8678
No log	1.3086	106	1.1325	0.1506	1.1325	1.0642
No log	1.3333	108	1.4224	0.1447	1.4224	1.1926
No log	1.3580	110	1.0930	0.1093	1.0930	1.0454
No log	1.3827	112	0.8481	0.1416	0.8481	0.9209
No log	1.4074	114	0.8758	0.1261	0.8758	0.9358
No log	1.4321	116	0.8801	0.2129	0.8801	0.9381
No log	1.4568	118	0.8207	0.2442	0.8207	0.9060
No log	1.4815	120	0.7600	0.2165	0.7600	0.8718
No log	1.5062	122	0.7218	0.1429	0.7218	0.8496
No log	1.5309	124	0.7139	0.1910	0.7139	0.8449
No log	1.5556	126	0.6998	0.1638	0.6998	0.8365
No log	1.5802	128	0.7371	0.1600	0.7371	0.8585
No log	1.6049	130	0.7536	0.2965	0.7536	0.8681
No log	1.6296	132	1.0995	0.1692	1.0995	1.0486
No log	1.6543	134	1.0419	0.1686	1.0419	1.0208
No log	1.6790	136	0.9213	0.1933	0.9213	0.9599
No log	1.7037	138	0.6910	0.4128	0.6910	0.8312
No log	1.7284	140	0.7059	0.2963	0.7059	0.8402
No log	1.7531	142	0.7403	0.2523	0.7403	0.8604
No log	1.7778	144	1.5703	0.0507	1.5703	1.2531
No log	1.8025	146	1.7756	0.0769	1.7756	1.3325
No log	1.8272	148	1.0705	0.1877	1.0705	1.0347
No log	1.8519	150	0.8222	0.3488	0.8222	0.9068
No log	1.8765	152	0.6682	0.3514	0.6682	0.8174
No log	1.9012	154	0.6779	0.2982	0.6779	0.8233
No log	1.9259	156	0.6660	0.3514	0.6660	0.8161
No log	1.9506	158	0.7353	0.3917	0.7353	0.8575
No log	1.9753	160	0.8136	0.2711	0.8136	0.9020
No log	2.0	162	0.6669	0.4067	0.6669	0.8166
No log	2.0247	164	0.9100	0.2450	0.9100	0.9539
No log	2.0494	166	0.8744	0.2531	0.8744	0.9351
No log	2.0741	168	0.5565	0.3951	0.5565	0.7460
No log	2.0988	170	0.5023	0.3617	0.5023	0.7087
No log	2.1235	172	0.5033	0.3913	0.5033	0.7094
No log	2.1481	174	0.5545	0.2917	0.5545	0.7446
No log	2.1728	176	0.5006	0.4286	0.5006	0.7075
No log	2.1975	178	0.4918	0.4225	0.4918	0.7013
No log	2.2222	180	0.5326	0.4573	0.5326	0.7298
No log	2.2469	182	0.5771	0.4027	0.5771	0.7597
No log	2.2716	184	0.8862	0.2381	0.8862	0.9414
No log	2.2963	186	1.3480	0.2602	1.3480	1.1610
No log	2.3210	188	1.0213	0.1888	1.0213	1.0106
No log	2.3457	190	0.5609	0.4123	0.5609	0.7490
No log	2.3704	192	0.5818	0.3367	0.5818	0.7628
No log	2.3951	194	0.5608	0.3878	0.5608	0.7489
No log	2.4198	196	0.6564	0.2300	0.6564	0.8102
No log	2.4444	198	0.6005	0.2475	0.6005	0.7749
No log	2.4691	200	0.5754	0.3237	0.5754	0.7585
No log	2.4938	202	0.5635	0.2917	0.5635	0.7507
No log	2.5185	204	0.5589	0.3535	0.5589	0.7476
No log	2.5432	206	0.6231	0.2536	0.6231	0.7894
No log	2.5679	208	0.6261	0.2830	0.6261	0.7913
No log	2.5926	210	0.7189	0.3188	0.7189	0.8479
No log	2.6173	212	0.8124	0.2713	0.8124	0.9013
No log	2.6420	214	0.9386	0.2184	0.9386	0.9688
No log	2.6667	216	0.7293	0.2727	0.7293	0.8540
No log	2.6914	218	0.5813	0.2727	0.5813	0.7624
No log	2.7160	220	0.5628	0.2444	0.5628	0.7502
No log	2.7407	222	0.5944	0.2653	0.5944	0.7710
No log	2.7654	224	0.6899	0.2762	0.6899	0.8306
No log	2.7901	226	0.6700	0.2227	0.6700	0.8186
No log	2.8148	228	0.6296	0.3271	0.6296	0.7935
No log	2.8395	230	0.6343	0.3917	0.6343	0.7964
No log	2.8642	232	0.7725	0.2727	0.7725	0.8789
No log	2.8889	234	1.1098	0.1834	1.1098	1.0535
No log	2.9136	236	0.9408	0.2685	0.9408	0.9700
No log	2.9383	238	0.6117	0.3365	0.6117	0.7821
No log	2.9630	240	0.6005	0.3905	0.6005	0.7749
No log	2.9877	242	0.5765	0.3990	0.5765	0.7592
No log	3.0123	244	0.5614	0.3061	0.5614	0.7493
No log	3.0370	246	0.6404	0.2464	0.6404	0.8002
No log	3.0617	248	0.7535	0.2877	0.7535	0.8680
No log	3.0864	250	0.7581	0.2877	0.7581	0.8707
No log	3.1111	252	0.5997	0.3365	0.5997	0.7744
No log	3.1358	254	0.6049	0.2871	0.6049	0.7777
No log	3.1605	256	0.6736	0.2696	0.6736	0.8207
No log	3.1852	258	1.0320	0.2481	1.0320	1.0159
No log	3.2099	260	0.9714	0.2812	0.9714	0.9856
No log	3.2346	262	0.6487	0.2727	0.6487	0.8054
No log	3.2593	264	0.5859	0.3402	0.5859	0.7654
No log	3.2840	266	0.5781	0.3231	0.5781	0.7603
No log	3.3086	268	0.6374	0.1848	0.6374	0.7984
No log	3.3333	270	0.7329	0.2877	0.7329	0.8561
No log	3.3580	272	0.6764	0.2475	0.6764	0.8224
No log	3.3827	274	0.6283	0.2000	0.6283	0.7926
No log	3.4074	276	0.5500	0.2842	0.5500	0.7416
No log	3.4321	278	0.5925	0.4067	0.5925	0.7697
No log	3.4568	280	0.5618	0.3641	0.5618	0.7496
No log	3.4815	282	0.6118	0.2157	0.6118	0.7822
No log	3.5062	284	0.6701	0.3052	0.6701	0.8186
No log	3.5309	286	0.5672	0.3143	0.5672	0.7531
No log	3.5556	288	0.5593	0.3171	0.5593	0.7478
No log	3.5802	290	0.6783	0.2727	0.6783	0.8236
No log	3.6049	292	0.6917	0.2727	0.6917	0.8317
No log	3.6296	294	0.6236	0.1915	0.6236	0.7897
No log	3.6543	296	0.6328	0.1832	0.6328	0.7955
No log	3.6790	298	0.6257	0.1753	0.6257	0.7910
No log	3.7037	300	0.5498	0.3498	0.5498	0.7415
No log	3.7284	302	0.5471	0.2889	0.5471	0.7397
No log	3.7531	304	0.5426	0.3191	0.5426	0.7366
No log	3.7778	306	0.6279	0.2577	0.6279	0.7924
No log	3.8025	308	0.5917	0.2727	0.5917	0.7692
No log	3.8272	310	0.5898	0.2821	0.5898	0.7680
No log	3.8519	312	0.5742	0.2727	0.5742	0.7578
No log	3.8765	314	0.6280	0.2577	0.6280	0.7925
No log	3.9012	316	0.5458	0.2990	0.5458	0.7388
No log	3.9259	318	0.5243	0.3478	0.5243	0.7241
No log	3.9506	320	0.5222	0.4286	0.5222	0.7226
No log	3.9753	322	0.5331	0.3725	0.5331	0.7301
No log	4.0	324	0.5583	0.3367	0.5583	0.7472
No log	4.0247	326	0.6802	0.3153	0.6802	0.8248
No log	4.0494	328	0.6272	0.3333	0.6272	0.7920
No log	4.0741	330	0.5363	0.3469	0.5363	0.7323
No log	4.0988	332	0.5298	0.2746	0.5298	0.7279
No log	4.1235	334	0.5690	0.2453	0.5690	0.7543
No log	4.1481	336	0.5770	0.2811	0.5770	0.7596
No log	4.1728	338	0.6351	0.2941	0.6351	0.7970
No log	4.1975	340	0.5851	0.2850	0.5851	0.7649
No log	4.2222	342	0.5597	0.2086	0.5597	0.7481
No log	4.2469	344	0.5766	0.2475	0.5766	0.7594
No log	4.2716	346	0.6203	0.2536	0.6203	0.7876
No log	4.2963	348	0.7048	0.1848	0.7048	0.8395
No log	4.3210	350	0.6549	0.2251	0.6549	0.8092
No log	4.3457	352	0.5401	0.0769	0.5401	0.7349
No log	4.3704	354	0.5708	0.3797	0.5708	0.7555
No log	4.3951	356	0.5542	0.3446	0.5542	0.7445
No log	4.4198	358	0.5499	0.2088	0.5499	0.7415
No log	4.4444	360	0.6877	0.2000	0.6877	0.8293
No log	4.4691	362	0.6996	0.2294	0.6996	0.8364
No log	4.4938	364	0.7643	0.2618	0.7643	0.8742
No log	4.5185	366	0.7008	0.3537	0.7008	0.8371
No log	4.5432	368	0.5760	0.2410	0.5760	0.7589
No log	4.5679	370	0.5795	0.3927	0.5795	0.7613
No log	4.5926	372	0.5635	0.3846	0.5635	0.7507
No log	4.6173	374	0.5580	0.2994	0.5580	0.7470
No log	4.6420	376	0.6435	0.28	0.6435	0.8022
No log	4.6667	378	0.7555	0.1852	0.7555	0.8692
No log	4.6914	380	0.7181	0.1691	0.7181	0.8474
No log	4.7160	382	0.7763	0.1724	0.7763	0.8811
No log	4.7407	384	0.7741	0.1724	0.7741	0.8798
No log	4.7654	386	0.6977	0.3116	0.6977	0.8353
No log	4.7901	388	0.6001	0.2692	0.6001	0.7746
No log	4.8148	390	0.5877	0.24	0.5877	0.7666
No log	4.8395	392	0.6446	0.2000	0.6446	0.8029
No log	4.8642	394	0.7234	0.1770	0.7234	0.8505
No log	4.8889	396	0.7241	0.1770	0.7241	0.8509
No log	4.9136	398	0.6448	0.1209	0.6448	0.8030
No log	4.9383	400	0.5940	0.1529	0.5940	0.7707
No log	4.9630	402	0.5671	0.3488	0.5671	0.7531
No log	4.9877	404	0.5741	0.3446	0.5741	0.7577
No log	5.0123	406	0.6162	0.3035	0.6162	0.7850
No log	5.0370	408	0.5747	0.3299	0.5747	0.7581
No log	5.0617	410	0.5782	0.3237	0.5782	0.7604
No log	5.0864	412	0.6288	0.3010	0.6288	0.7930
No log	5.1111	414	0.6129	0.3010	0.6129	0.7829
No log	5.1358	416	0.6028	0.3035	0.6028	0.7764
No log	5.1605	418	0.5673	0.2577	0.5673	0.7532
No log	5.1852	420	0.6095	0.1579	0.6095	0.7807
No log	5.2099	422	0.6809	0.1675	0.6809	0.8252
No log	5.2346	424	0.7715	0.1718	0.7715	0.8784
No log	5.2593	426	0.6934	0.1691	0.6934	0.8327
No log	5.2840	428	0.6168	0.1230	0.6168	0.7853
No log	5.3086	430	0.5959	0.1489	0.5959	0.7719
No log	5.3333	432	0.6275	0.1230	0.6275	0.7921
No log	5.3580	434	0.6320	0.1230	0.6320	0.7950
No log	5.3827	436	0.7087	0.1691	0.7087	0.8419
No log	5.4074	438	0.8315	0.1861	0.8315	0.9119
No log	5.4321	440	0.8675	0.2131	0.8675	0.9314
No log	5.4568	442	0.7115	0.2074	0.7115	0.8435
No log	5.4815	444	0.6206	0.1919	0.6206	0.7878
No log	5.5062	446	0.5663	0.1489	0.5663	0.7525
No log	5.5309	448	0.5578	0.1489	0.5578	0.7469
No log	5.5556	450	0.6269	0.1828	0.6269	0.7918
No log	5.5802	452	0.7031	0.2323	0.7031	0.8385
No log	5.6049	454	0.6562	0.1489	0.6562	0.8101
No log	5.6296	456	0.5568	0.1917	0.5568	0.7462
No log	5.6543	458	0.5466	0.2079	0.5466	0.7393
No log	5.6790	460	0.5456	0.3103	0.5456	0.7387
No log	5.7037	462	0.5988	0.1765	0.5988	0.7738
No log	5.7284	464	0.7315	0.2143	0.7315	0.8553
No log	5.7531	466	0.8166	0.2554	0.8166	0.9037
No log	5.7778	468	0.7744	0.2212	0.7744	0.8800
No log	5.8025	470	0.6557	0.2487	0.6557	0.8097
No log	5.8272	472	0.5766	0.1759	0.5766	0.7594
No log	5.8519	474	0.5262	0.3118	0.5262	0.7254
No log	5.8765	476	0.5180	0.3258	0.5180	0.7198
No log	5.9012	478	0.5170	0.2558	0.5170	0.7190
No log	5.9259	480	0.5173	0.2558	0.5173	0.7192
No log	5.9506	482	0.5164	0.3136	0.5164	0.7186
No log	5.9753	484	0.5695	0.1732	0.5695	0.7546
No log	6.0	486	0.6936	0.2233	0.6936	0.8329
No log	6.0247	488	0.6871	0.2153	0.6871	0.8289
No log	6.0494	490	0.5703	0.2090	0.5703	0.7552
No log	6.0741	492	0.4964	0.2941	0.4964	0.7046
No log	6.0988	494	0.5161	0.4973	0.5161	0.7184
No log	6.1235	496	0.5130	0.4894	0.5130	0.7162
No log	6.1481	498	0.5115	0.2842	0.5115	0.7152
0.4177	6.1728	500	0.6121	0.1667	0.6121	0.7824
0.4177	6.1975	502	0.6499	0.1746	0.6499	0.8061
0.4177	6.2222	504	0.5782	0.2086	0.5782	0.7604
0.4177	6.2469	506	0.5063	0.2558	0.5063	0.7115
0.4177	6.2716	508	0.4991	0.3478	0.4991	0.7065
0.4177	6.2963	510	0.4965	0.2914	0.4965	0.7046
0.4177	6.3210	512	0.5434	0.2421	0.5434	0.7372
0.4177	6.3457	514	0.5677	0.2513	0.5677	0.7535
0.4177	6.3704	516	0.5534	0.2421	0.5534	0.7439
0.4177	6.3951	518	0.5956	0.2688	0.5956	0.7718
0.4177	6.4198	520	0.6137	0.2688	0.6137	0.7834
0.4177	6.4444	522	0.6167	0.2688	0.6167	0.7853
0.4177	6.4691	524	0.5874	0.2174	0.5874	0.7664
0.4177	6.4938	526	0.5483	0.2457	0.5483	0.7405
0.4177	6.5185	528	0.5829	0.2917	0.5829	0.7635
0.4177	6.5432	530	0.6293	0.2688	0.6293	0.7933
0.4177	6.5679	532	0.6663	0.2165	0.6663	0.8163
0.4177	6.5926	534	0.6364	0.2821	0.6364	0.7977
0.4177	6.6173	536	0.5647	0.3035	0.5647	0.7515
0.4177	6.6420	538	0.5551	0.3237	0.5551	0.7450
0.4177	6.6667	540	0.5980	0.3035	0.5980	0.7733
0.4177	6.6914	542	0.6839	0.2688	0.6839	0.8270
0.4177	6.7160	544	0.7914	0.1636	0.7914	0.8896
0.4177	6.7407	546	0.7606	0.2381	0.7606	0.8721
0.4177	6.7654	548	0.6330	0.2457	0.6330	0.7956
0.4177	6.7901	550	0.5087	0.3216	0.5087	0.7132
0.4177	6.8148	552	0.4738	0.3171	0.4738	0.6883
0.4177	6.8395	554	0.4916	0.3054	0.4916	0.7011
0.4177	6.8642	556	0.5006	0.3412	0.5006	0.7075
0.4177	6.8889	558	0.4853	0.3216	0.4853	0.6966
0.4177	6.9136	560	0.5117	0.3216	0.5117	0.7153
0.4177	6.9383	562	0.5639	0.2000	0.5639	0.7510
0.4177	6.9630	564	0.5853	0.2000	0.5853	0.7650
0.4177	6.9877	566	0.6089	0.2421	0.6089	0.7803
0.4177	7.0123	568	0.5960	0.2766	0.5960	0.7720
0.4177	7.0370	570	0.5551	0.2487	0.5551	0.7451
0.4177	7.0617	572	0.5503	0.2487	0.5503	0.7418
0.4177	7.0864	574	0.5804	0.3089	0.5804	0.7619
0.4177	7.1111	576	0.6518	0.3200	0.6518	0.8074
0.4177	7.1358	578	0.7467	0.2308	0.7467	0.8641
0.4177	7.1605	580	0.7234	0.2727	0.7234	0.8505
0.4177	7.1852	582	0.6283	0.2821	0.6283	0.7927
0.4177	7.2099	584	0.5313	0.3073	0.5313	0.7289
0.4177	7.2346	586	0.5137	0.2542	0.5137	0.7168
0.4177	7.2593	588	0.5205	0.2527	0.5205	0.7215
0.4177	7.2840	590	0.5524	0.3016	0.5524	0.7432
0.4177	7.3086	592	0.6044	0.2421	0.6044	0.7775
0.4177	7.3333	594	0.6453	0.3200	0.6453	0.8033
0.4177	7.3580	596	0.6480	0.3200	0.6480	0.8050
0.4177	7.3827	598	0.6739	0.2475	0.6739	0.8209
0.4177	7.4074	600	0.6422	0.2893	0.6422	0.8014
0.4177	7.4321	602	0.6209	0.2893	0.6209	0.7879
0.4177	7.4568	604	0.5764	0.2340	0.5764	0.7592
0.4177	7.4815	606	0.5725	0.2251	0.5725	0.7566
0.4177	7.5062	608	0.5602	0.2265	0.5602	0.7485
0.4177	7.5309	610	0.5318	0.2527	0.5318	0.7292
0.4177	7.5556	612	0.5194	0.2542	0.5194	0.7207
0.4177	7.5802	614	0.5122	0.3478	0.5122	0.7157
0.4177	7.6049	616	0.5191	0.3073	0.5191	0.7205
0.4177	7.6296	618	0.5158	0.3258	0.5158	0.7182
0.4177	7.6543	620	0.5401	0.2513	0.5401	0.7349
0.4177	7.6790	622	0.6201	0.2821	0.6201	0.7874
0.4177	7.7037	624	0.6967	0.2475	0.6967	0.8347
0.4177	7.7284	626	0.6954	0.2475	0.6954	0.8339
0.4177	7.7531	628	0.6647	0.2475	0.6647	0.8153
0.4177	7.7778	630	0.6386	0.25	0.6386	0.7991
0.4177	7.8025	632	0.5773	0.3367	0.5773	0.7598
0.4177	7.8272	634	0.5299	0.2865	0.5299	0.7279
0.4177	7.8519	636	0.5299	0.3478	0.5299	0.7279
0.4177	7.8765	638	0.5403	0.3797	0.5403	0.7351
0.4177	7.9012	640	0.5316	0.3478	0.5316	0.7291
0.4177	7.9259	642	0.5322	0.3191	0.5322	0.7295
0.4177	7.9506	644	0.5678	0.2487	0.5678	0.7535
0.4177	7.9753	646	0.5925	0.2871	0.5925	0.7697
0.4177	8.0	648	0.6242	0.2919	0.6242	0.7901
0.4177	8.0247	650	0.6775	0.2986	0.6775	0.8231
0.4177	8.0494	652	0.6909	0.2692	0.6909	0.8312
0.4177	8.0741	654	0.6585	0.3398	0.6585	0.8115
0.4177	8.0988	656	0.6364	0.2919	0.6364	0.7977
0.4177	8.1235	658	0.6564	0.2919	0.6564	0.8102
0.4177	8.1481	660	0.6367	0.2919	0.6367	0.7979
0.4177	8.1728	662	0.5994	0.2549	0.5994	0.7742
0.4177	8.1975	664	0.5866	0.2161	0.5866	0.7659
0.4177	8.2222	666	0.5831	0.2161	0.5831	0.7636
0.4177	8.2469	668	0.5702	0.2487	0.5702	0.7551
0.4177	8.2716	670	0.5691	0.2487	0.5691	0.7544
0.4177	8.2963	672	0.5838	0.2161	0.5838	0.7641
0.4177	8.3210	674	0.5796	0.1753	0.5796	0.7613
0.4177	8.3457	676	0.5807	0.2161	0.5807	0.7620
0.4177	8.3704	678	0.5773	0.1753	0.5773	0.7598
0.4177	8.3951	680	0.5856	0.2653	0.5856	0.7652
0.4177	8.4198	682	0.5947	0.2653	0.5947	0.7711
0.4177	8.4444	684	0.6106	0.3035	0.6106	0.7814
0.4177	8.4691	686	0.6185	0.2727	0.6185	0.7865
0.4177	8.4938	688	0.6214	0.2727	0.6214	0.7883
0.4177	8.5185	690	0.6237	0.2727	0.6237	0.7898
0.4177	8.5432	692	0.6044	0.2332	0.6044	0.7774
0.4177	8.5679	694	0.5804	0.2332	0.5804	0.7618
0.4177	8.5926	696	0.5557	0.1739	0.5557	0.7454
0.4177	8.6173	698	0.5501	0.2273	0.5501	0.7417
0.4177	8.6420	700	0.5479	0.2273	0.5479	0.7402
0.4177	8.6667	702	0.5626	0.2340	0.5626	0.7500
0.4177	8.6914	704	0.6000	0.2727	0.6000	0.7746
0.4177	8.7160	706	0.6358	0.24	0.6358	0.7974
0.4177	8.7407	708	0.6400	0.24	0.6400	0.8000
0.4177	8.7654	710	0.6258	0.2315	0.6258	0.7911
0.4177	8.7901	712	0.6019	0.2315	0.6019	0.7758
0.4177	8.8148	714	0.6036	0.2315	0.6036	0.7769
0.4177	8.8395	716	0.6127	0.2315	0.6127	0.7827
0.4177	8.8642	718	0.5981	0.2315	0.5981	0.7734
0.4177	8.8889	720	0.5635	0.3725	0.5635	0.7507
0.4177	8.9136	722	0.5482	0.3725	0.5482	0.7404
0.4177	8.9383	724	0.5469	0.3367	0.5469	0.7396
0.4177	8.9630	726	0.5377	0.3402	0.5377	0.7333
0.4177	8.9877	728	0.5403	0.3439	0.5403	0.7350
0.4177	9.0123	730	0.5453	0.3439	0.5453	0.7384
0.4177	9.0370	732	0.5658	0.2332	0.5658	0.7522
0.4177	9.0617	734	0.5844	0.2421	0.5844	0.7645
0.4177	9.0864	736	0.5859	0.2821	0.5859	0.7654
0.4177	9.1111	738	0.5914	0.2821	0.5914	0.7690
0.4177	9.1358	740	0.6005	0.24	0.6005	0.7749
0.4177	9.1605	742	0.6162	0.24	0.6162	0.7850
0.4177	9.1852	744	0.6279	0.2780	0.6279	0.7924
0.4177	9.2099	746	0.6451	0.2780	0.6451	0.8032
0.4177	9.2346	748	0.6626	0.2780	0.6626	0.8140
0.4177	9.2593	750	0.6636	0.2780	0.6636	0.8146
0.4177	9.2840	752	0.6396	0.2780	0.6396	0.7998
0.4177	9.3086	754	0.6249	0.2780	0.6249	0.7905
0.4177	9.3333	756	0.6017	0.3103	0.6017	0.7757
0.4177	9.3580	758	0.5865	0.2727	0.5865	0.7659
0.4177	9.3827	760	0.5777	0.2727	0.5777	0.7601
0.4177	9.4074	762	0.5624	0.2653	0.5624	0.7500
0.4177	9.4321	764	0.5494	0.2990	0.5494	0.7412
0.4177	9.4568	766	0.5445	0.2990	0.5445	0.7379
0.4177	9.4815	768	0.5486	0.2990	0.5486	0.7407
0.4177	9.5062	770	0.5609	0.2653	0.5609	0.7490
0.4177	9.5309	772	0.5670	0.3035	0.5670	0.7530
0.4177	9.5556	774	0.5680	0.3035	0.5680	0.7536
0.4177	9.5802	776	0.5775	0.3035	0.5775	0.7600
0.4177	9.6049	778	0.5843	0.2727	0.5843	0.7644
0.4177	9.6296	780	0.5921	0.2727	0.5921	0.7695
0.4177	9.6543	782	0.5943	0.2727	0.5943	0.7709
0.4177	9.6790	784	0.5907	0.2727	0.5907	0.7686
0.4177	9.7037	786	0.5833	0.3035	0.5833	0.7637
0.4177	9.7284	788	0.5740	0.3035	0.5740	0.7576
0.4177	9.7531	790	0.5667	0.3725	0.5667	0.7528
0.4177	9.7778	792	0.5624	0.3725	0.5624	0.7500
0.4177	9.8025	794	0.5623	0.3725	0.5623	0.7499
0.4177	9.8272	796	0.5642	0.3725	0.5642	0.7511
0.4177	9.8519	798	0.5669	0.3725	0.5669	0.7530
0.4177	9.8765	800	0.5701	0.3035	0.5701	0.7550
0.4177	9.9012	802	0.5728	0.3035	0.5728	0.7569
0.4177	9.9259	804	0.5766	0.3035	0.5766	0.7594
0.4177	9.9506	806	0.5803	0.3035	0.5803	0.7618
0.4177	9.9753	808	0.5822	0.2727	0.5822	0.7630
0.4177	10.0	810	0.5828	0.2727	0.5828	0.7634

Framework versions

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