ArabicNewSplits7_B_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k14_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: 0.6565
• Qwk: 0.3799
• Mse: 0.6565
• Rmse: 0.8102

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	0.0278	2	2.5091	-0.0788	2.5091	1.5840
No log	0.0556	4	1.2475	0.0390	1.2475	1.1169
No log	0.0833	6	0.7928	0.1358	0.7928	0.8904
No log	0.1111	8	0.7290	0.2135	0.7290	0.8538
No log	0.1389	10	0.7980	0.2892	0.7979	0.8933
No log	0.1667	12	0.7456	0.2949	0.7456	0.8635
No log	0.1944	14	0.6657	0.2607	0.6657	0.8159
No log	0.2222	16	0.6885	0.2783	0.6885	0.8297
No log	0.25	18	0.6795	0.1660	0.6795	0.8243
No log	0.2778	20	0.6855	0.1863	0.6855	0.8279
No log	0.3056	22	0.7602	0.3032	0.7602	0.8719
No log	0.3333	24	0.7744	0.3234	0.7744	0.8800
No log	0.3611	26	0.7063	0.3020	0.7063	0.8404
No log	0.3889	28	0.6812	0.2243	0.6812	0.8254
No log	0.4167	30	0.6814	0.2063	0.6814	0.8255
No log	0.4444	32	0.6964	0.3267	0.6964	0.8345
No log	0.4722	34	0.7573	0.4482	0.7573	0.8702
No log	0.5	36	0.7205	0.4014	0.7205	0.8488
No log	0.5278	38	0.9394	0.3137	0.9394	0.9692
No log	0.5556	40	0.9124	0.2677	0.9124	0.9552
No log	0.5833	42	0.9611	0.2910	0.9611	0.9804
No log	0.6111	44	1.0559	0.2687	1.0559	1.0276
No log	0.6389	46	1.0066	0.2687	1.0066	1.0033
No log	0.6667	48	0.7146	0.3918	0.7146	0.8454
No log	0.6944	50	0.8284	0.3538	0.8284	0.9102
No log	0.7222	52	0.8715	0.3538	0.8715	0.9335
No log	0.75	54	0.9730	0.2703	0.9730	0.9864
No log	0.7778	56	0.8287	0.2892	0.8287	0.9103
No log	0.8056	58	0.8740	0.2866	0.8740	0.9349
No log	0.8333	60	0.6976	0.3287	0.6976	0.8352
No log	0.8611	62	0.6841	0.3452	0.6841	0.8271
No log	0.8889	64	0.8029	0.3630	0.8029	0.8960
No log	0.9167	66	0.9621	0.2857	0.9621	0.9809
No log	0.9444	68	0.7195	0.3794	0.7195	0.8482
No log	0.9722	70	0.6135	0.4885	0.6135	0.7833
No log	1.0	72	0.6303	0.3937	0.6303	0.7939
No log	1.0278	74	0.6830	0.3475	0.6830	0.8264
No log	1.0556	76	0.7440	0.3891	0.7440	0.8626
No log	1.0833	78	0.7903	0.4203	0.7903	0.8890
No log	1.1111	80	0.7198	0.4023	0.7198	0.8484
No log	1.1389	82	0.7728	0.3955	0.7728	0.8791
No log	1.1667	84	0.9737	0.3461	0.9737	0.9868
No log	1.1944	86	0.8158	0.4592	0.8158	0.9032
No log	1.2222	88	0.9016	0.4296	0.9016	0.9495
No log	1.25	90	1.0617	0.3072	1.0617	1.0304
No log	1.2778	92	0.9956	0.3044	0.9956	0.9978
No log	1.3056	94	0.8390	0.4017	0.8390	0.9160
No log	1.3333	96	0.8544	0.2835	0.8544	0.9243
No log	1.3611	98	0.7409	0.3465	0.7409	0.8607
No log	1.3889	100	0.6979	0.4168	0.6979	0.8354
No log	1.4167	102	0.6730	0.4016	0.6730	0.8204
No log	1.4444	104	0.7919	0.3661	0.7919	0.8899
No log	1.4722	106	0.7137	0.3969	0.7137	0.8448
No log	1.5	108	0.7823	0.3409	0.7823	0.8845
No log	1.5278	110	0.7740	0.3409	0.7740	0.8798
No log	1.5556	112	0.7337	0.3111	0.7337	0.8565
No log	1.5833	114	0.7116	0.3859	0.7116	0.8436
No log	1.6111	116	0.7105	0.3518	0.7105	0.8429
No log	1.6389	118	0.7670	0.3085	0.7670	0.8758
No log	1.6667	120	0.9774	0.4444	0.9774	0.9886
No log	1.6944	122	1.0316	0.3905	1.0316	1.0157
No log	1.7222	124	0.9073	0.4228	0.9073	0.9525
No log	1.75	126	0.7011	0.2980	0.7011	0.8373
No log	1.7778	128	0.6917	0.3096	0.6917	0.8317
No log	1.8056	130	0.7307	0.3274	0.7307	0.8548
No log	1.8333	132	0.7189	0.3864	0.7189	0.8479
No log	1.8611	134	0.6770	0.3910	0.6770	0.8228
No log	1.8889	136	0.6756	0.3425	0.6756	0.8219
No log	1.9167	138	0.6710	0.3450	0.6710	0.8191
No log	1.9444	140	0.6689	0.4029	0.6689	0.8178
No log	1.9722	142	0.6702	0.3990	0.6702	0.8187
No log	2.0	144	0.6620	0.3366	0.6620	0.8136
No log	2.0278	146	0.7039	0.3393	0.7039	0.8390
No log	2.0556	148	0.7881	0.3934	0.7881	0.8877
No log	2.0833	150	0.7961	0.3934	0.7961	0.8922
No log	2.1111	152	0.6854	0.3425	0.6854	0.8279
No log	2.1389	154	0.6723	0.2161	0.6723	0.8199
No log	2.1667	156	0.7398	0.3590	0.7398	0.8601
No log	2.1944	158	0.8946	0.4018	0.8946	0.9458
No log	2.2222	160	0.8586	0.3953	0.8586	0.9266
No log	2.25	162	0.7993	0.3740	0.7993	0.8941
No log	2.2778	164	0.6138	0.3814	0.6138	0.7835
No log	2.3056	166	0.5983	0.3347	0.5983	0.7735
No log	2.3333	168	0.5867	0.4343	0.5867	0.7659
No log	2.3611	170	0.5864	0.4910	0.5864	0.7658
No log	2.3889	172	0.5899	0.5151	0.5899	0.7680
No log	2.4167	174	0.5895	0.4782	0.5895	0.7678
No log	2.4444	176	0.5885	0.4839	0.5885	0.7672
No log	2.4722	178	0.5926	0.3211	0.5926	0.7698
No log	2.5	180	0.6146	0.3155	0.6146	0.7840
No log	2.5278	182	0.6911	0.4387	0.6911	0.8313
No log	2.5556	184	0.8472	0.3761	0.8472	0.9205
No log	2.5833	186	0.9419	0.3161	0.9419	0.9705
No log	2.6111	188	0.8744	0.3807	0.8744	0.9351
No log	2.6389	190	0.7119	0.4307	0.7119	0.8437
No log	2.6667	192	0.6220	0.2877	0.6220	0.7887
No log	2.6944	194	0.6070	0.2843	0.6070	0.7791
No log	2.7222	196	0.6244	0.4020	0.6244	0.7902
No log	2.75	198	0.6053	0.4190	0.6053	0.7780
No log	2.7778	200	0.5682	0.3738	0.5682	0.7538
No log	2.8056	202	0.6484	0.4751	0.6484	0.8053
No log	2.8333	204	0.6265	0.4967	0.6265	0.7915
No log	2.8611	206	0.5790	0.5642	0.5790	0.7609
No log	2.8889	208	0.6166	0.5217	0.6166	0.7852
No log	2.9167	210	0.6270	0.4935	0.6270	0.7918
No log	2.9444	212	0.5987	0.5399	0.5987	0.7737
No log	2.9722	214	0.5864	0.6301	0.5864	0.7658
No log	3.0	216	0.5893	0.5751	0.5893	0.7677
No log	3.0278	218	0.6135	0.4598	0.6135	0.7832
No log	3.0556	220	0.5790	0.5751	0.5790	0.7609
No log	3.0833	222	0.5704	0.5874	0.5704	0.7553
No log	3.1111	224	0.5835	0.5627	0.5835	0.7639
No log	3.1389	226	0.6283	0.5053	0.6283	0.7926
No log	3.1667	228	0.5912	0.5501	0.5912	0.7689
No log	3.1944	230	0.5797	0.5149	0.5797	0.7614
No log	3.2222	232	0.5678	0.5769	0.5678	0.7535
No log	3.25	234	0.5542	0.5739	0.5542	0.7445
No log	3.2778	236	0.5410	0.5430	0.5410	0.7355
No log	3.3056	238	0.5599	0.4534	0.5599	0.7483
No log	3.3333	240	0.5343	0.5003	0.5343	0.7310
No log	3.3611	242	0.5358	0.4724	0.5358	0.7320
No log	3.3889	244	0.5309	0.5189	0.5309	0.7286
No log	3.4167	246	0.5293	0.5189	0.5293	0.7275
No log	3.4444	248	0.5361	0.5227	0.5361	0.7322
No log	3.4722	250	0.5387	0.4747	0.5387	0.7339
No log	3.5	252	0.5480	0.4828	0.5480	0.7403
No log	3.5278	254	0.5665	0.5034	0.5665	0.7526
No log	3.5556	256	0.5501	0.5201	0.5501	0.7417
No log	3.5833	258	0.5611	0.5201	0.5611	0.7490
No log	3.6111	260	0.6304	0.4093	0.6304	0.7940
No log	3.6389	262	0.6089	0.4093	0.6089	0.7803
No log	3.6667	264	0.5785	0.4782	0.5785	0.7606
No log	3.6944	266	0.5283	0.5089	0.5283	0.7268
No log	3.7222	268	0.5239	0.5057	0.5239	0.7238
No log	3.75	270	0.5349	0.5751	0.5349	0.7314
No log	3.7778	272	0.5601	0.5808	0.5601	0.7484
No log	3.8056	274	0.5553	0.5808	0.5553	0.7452
No log	3.8333	276	0.5089	0.4575	0.5089	0.7134
No log	3.8611	278	0.5498	0.4788	0.5498	0.7415
No log	3.8889	280	0.5723	0.4451	0.5723	0.7565
No log	3.9167	282	0.5414	0.4726	0.5414	0.7358
No log	3.9444	284	0.5311	0.4299	0.5311	0.7288
No log	3.9722	286	0.5357	0.4217	0.5357	0.7319
No log	4.0	288	0.5522	0.4914	0.5522	0.7431
No log	4.0278	290	0.5580	0.5141	0.5580	0.7470
No log	4.0556	292	0.5492	0.5159	0.5492	0.7411
No log	4.0833	294	0.5461	0.4555	0.5461	0.7390
No log	4.1111	296	0.5637	0.5141	0.5637	0.7508
No log	4.1389	298	0.5728	0.4705	0.5728	0.7568
No log	4.1667	300	0.6608	0.4067	0.6608	0.8129
No log	4.1944	302	0.7469	0.3918	0.7469	0.8643
No log	4.2222	304	0.6832	0.4307	0.6832	0.8265
No log	4.25	306	0.5579	0.4639	0.5579	0.7469
No log	4.2778	308	0.5540	0.4448	0.5540	0.7443
No log	4.3056	310	0.5817	0.5263	0.5817	0.7627
No log	4.3333	312	0.5396	0.4171	0.5396	0.7346
No log	4.3611	314	0.5526	0.4234	0.5526	0.7434
No log	4.3889	316	0.5755	0.4007	0.5755	0.7586
No log	4.4167	318	0.5326	0.5460	0.5326	0.7298
No log	4.4444	320	0.5283	0.4536	0.5283	0.7268
No log	4.4722	322	0.5399	0.5065	0.5399	0.7348
No log	4.5	324	0.5306	0.4717	0.5306	0.7284
No log	4.5278	326	0.5412	0.4979	0.5412	0.7357
No log	4.5556	328	0.5371	0.4527	0.5371	0.7328
No log	4.5833	330	0.5800	0.3996	0.5800	0.7616
No log	4.6111	332	0.7657	0.4154	0.7657	0.8750
No log	4.6389	334	0.8041	0.4080	0.8041	0.8967
No log	4.6667	336	0.6585	0.4307	0.6585	0.8115
No log	4.6944	338	0.5598	0.3603	0.5598	0.7482
No log	4.7222	340	0.5572	0.3679	0.5572	0.7465
No log	4.75	342	0.5456	0.4322	0.5456	0.7387
No log	4.7778	344	0.5438	0.4555	0.5438	0.7375
No log	4.8056	346	0.5568	0.4337	0.5568	0.7462
No log	4.8333	348	0.5936	0.4020	0.5936	0.7705
No log	4.8611	350	0.5912	0.4076	0.5912	0.7689
No log	4.8889	352	0.5970	0.3471	0.5970	0.7727
No log	4.9167	354	0.5837	0.2540	0.5837	0.7640
No log	4.9444	356	0.5874	0.3039	0.5874	0.7664
No log	4.9722	358	0.5990	0.3123	0.5990	0.7740
No log	5.0	360	0.6763	0.3032	0.6763	0.8224
No log	5.0278	362	0.6937	0.3637	0.6937	0.8329
No log	5.0556	364	0.6240	0.3399	0.6240	0.7900
No log	5.0833	366	0.5877	0.2877	0.5877	0.7666
No log	5.1111	368	0.5919	0.3763	0.5919	0.7693
No log	5.1389	370	0.6231	0.3763	0.6231	0.7894
No log	5.1667	372	0.5847	0.3937	0.5847	0.7646
No log	5.1944	374	0.5794	0.3937	0.5794	0.7612
No log	5.2222	376	0.5876	0.4190	0.5876	0.7666
No log	5.25	378	0.5429	0.4044	0.5429	0.7368
No log	5.2778	380	0.5147	0.4505	0.5147	0.7174
No log	5.3056	382	0.5269	0.5379	0.5269	0.7259
No log	5.3333	384	0.5240	0.5021	0.5240	0.7238
No log	5.3611	386	0.5427	0.6260	0.5427	0.7367
No log	5.3889	388	0.6178	0.5205	0.6178	0.7860
No log	5.4167	390	0.5991	0.5266	0.5991	0.7740
No log	5.4444	392	0.5524	0.5919	0.5524	0.7433
No log	5.4722	394	0.5377	0.6395	0.5377	0.7333
No log	5.5	396	0.5400	0.6053	0.5400	0.7349
No log	5.5278	398	0.5513	0.6170	0.5513	0.7425
No log	5.5556	400	0.5524	0.6170	0.5524	0.7432
No log	5.5833	402	0.5972	0.5429	0.5972	0.7728
No log	5.6111	404	0.5748	0.5724	0.5748	0.7582
No log	5.6389	406	0.5534	0.6053	0.5534	0.7439
No log	5.6667	408	0.5507	0.5286	0.5507	0.7421
No log	5.6944	410	0.5447	0.4795	0.5447	0.7380
No log	5.7222	412	0.5482	0.4820	0.5482	0.7404
No log	5.75	414	0.5581	0.4681	0.5581	0.7471
No log	5.7778	416	0.6081	0.4622	0.6081	0.7798
No log	5.8056	418	0.6657	0.4808	0.6657	0.8159
No log	5.8333	420	0.6530	0.4582	0.6530	0.8081
No log	5.8611	422	0.5811	0.4788	0.5811	0.7623
No log	5.8889	424	0.5425	0.4516	0.5425	0.7365
No log	5.9167	426	0.5378	0.5217	0.5378	0.7333
No log	5.9444	428	0.5681	0.4704	0.5681	0.7537
No log	5.9722	430	0.6416	0.4582	0.6416	0.8010
No log	6.0	432	0.6263	0.4582	0.6263	0.7914
No log	6.0278	434	0.5552	0.4661	0.5552	0.7451
No log	6.0556	436	0.5442	0.5569	0.5442	0.7377
No log	6.0833	438	0.5795	0.5687	0.5795	0.7613
No log	6.1111	440	0.5590	0.5368	0.5590	0.7477
No log	6.1389	442	0.5516	0.4137	0.5516	0.7427
No log	6.1667	444	0.6157	0.4606	0.6157	0.7847
No log	6.1944	446	0.6211	0.4444	0.6211	0.7881
No log	6.2222	448	0.5623	0.4336	0.5623	0.7498
No log	6.25	450	0.5253	0.5286	0.5253	0.7248
No log	6.2778	452	0.5204	0.5722	0.5204	0.7214
No log	6.3056	454	0.5227	0.5663	0.5227	0.7230
No log	6.3333	456	0.5149	0.6197	0.5149	0.7176
No log	6.3611	458	0.5192	0.5222	0.5192	0.7205
No log	6.3889	460	0.5112	0.6014	0.5112	0.7150
No log	6.4167	462	0.5111	0.5663	0.5111	0.7149
No log	6.4444	464	0.5128	0.5663	0.5128	0.7161
No log	6.4722	466	0.5165	0.5218	0.5165	0.7187
No log	6.5	468	0.5430	0.4371	0.5430	0.7369
No log	6.5278	470	0.5124	0.4964	0.5124	0.7158
No log	6.5556	472	0.5068	0.6210	0.5068	0.7119
No log	6.5833	474	0.5831	0.5687	0.5831	0.7636
No log	6.6111	476	0.6005	0.5560	0.6005	0.7749
No log	6.6389	478	0.5612	0.5317	0.5612	0.7491
No log	6.6667	480	0.5365	0.3651	0.5365	0.7325
No log	6.6944	482	0.5746	0.3622	0.5746	0.7580
No log	6.7222	484	0.6376	0.3972	0.6376	0.7985
No log	6.75	486	0.6992	0.3972	0.6992	0.8362
No log	6.7778	488	0.7273	0.3675	0.7273	0.8528
No log	6.8056	490	0.7283	0.3675	0.7283	0.8534
No log	6.8333	492	0.6605	0.4247	0.6605	0.8127
No log	6.8611	494	0.6272	0.4330	0.6272	0.7920
No log	6.8889	496	0.6593	0.3843	0.6593	0.8120
No log	6.9167	498	0.7783	0.3846	0.7783	0.8822
0.2969	6.9444	500	0.9635	0.3576	0.9635	0.9816
0.2969	6.9722	502	0.9814	0.3576	0.9814	0.9907
0.2969	7.0	504	0.8561	0.4008	0.8561	0.9253
0.2969	7.0278	506	0.6869	0.3770	0.6869	0.8288
0.2969	7.0556	508	0.6328	0.4190	0.6328	0.7955
0.2969	7.0833	510	0.6491	0.4247	0.6491	0.8057
0.2969	7.1111	512	0.7026	0.3699	0.7026	0.8382
0.2969	7.1389	514	0.7183	0.3699	0.7183	0.8475
0.2969	7.1667	516	0.7543	0.4154	0.7543	0.8685
0.2969	7.1944	518	0.6943	0.3425	0.6943	0.8333
0.2969	7.2222	520	0.5956	0.4076	0.5956	0.7717
0.2969	7.25	522	0.5481	0.4105	0.5481	0.7403
0.2969	7.2778	524	0.5346	0.4858	0.5346	0.7312
0.2969	7.3056	526	0.5262	0.4423	0.5262	0.7254
0.2969	7.3333	528	0.5251	0.5228	0.5251	0.7246
0.2969	7.3611	530	0.5166	0.3836	0.5166	0.7188
0.2969	7.3889	532	0.5126	0.3552	0.5126	0.7159
0.2969	7.4167	534	0.5183	0.3197	0.5183	0.7199
0.2969	7.4444	536	0.5198	0.3197	0.5198	0.7210
0.2969	7.4722	538	0.5302	0.3197	0.5302	0.7281
0.2969	7.5	540	0.5841	0.4307	0.5841	0.7643
0.2969	7.5278	542	0.6513	0.4051	0.6513	0.8070
0.2969	7.5556	544	0.6733	0.3981	0.6733	0.8205
0.2969	7.5833	546	0.6032	0.4745	0.6032	0.7766
0.2969	7.6111	548	0.5297	0.4504	0.5297	0.7278
0.2969	7.6389	550	0.5171	0.4194	0.5171	0.7191
0.2969	7.6667	552	0.5227	0.4504	0.5227	0.7230
0.2969	7.6944	554	0.5545	0.4997	0.5545	0.7446
0.2969	7.7222	556	0.5737	0.4144	0.5737	0.7575
0.2969	7.75	558	0.5537	0.4224	0.5537	0.7441
0.2969	7.7778	560	0.5308	0.4997	0.5308	0.7285
0.2969	7.8056	562	0.5119	0.5036	0.5119	0.7154
0.2969	7.8333	564	0.5192	0.4948	0.5192	0.7206
0.2969	7.8611	566	0.5570	0.4764	0.5570	0.7463
0.2969	7.8889	568	0.5394	0.4703	0.5394	0.7344
0.2969	7.9167	570	0.5194	0.4872	0.5194	0.7207
0.2969	7.9444	572	0.5131	0.4933	0.5131	0.7163
0.2969	7.9722	574	0.5314	0.4764	0.5314	0.7289
0.2969	8.0	576	0.5770	0.4808	0.5770	0.7596
0.2969	8.0278	578	0.5322	0.4933	0.5322	0.7295
0.2969	8.0556	580	0.4689	0.5951	0.4689	0.6847
0.2969	8.0833	582	0.4830	0.4895	0.4830	0.6950
0.2969	8.1111	584	0.4948	0.5368	0.4948	0.7034
0.2969	8.1389	586	0.4988	0.5144	0.4988	0.7063
0.2969	8.1667	588	0.5046	0.4423	0.5046	0.7104
0.2969	8.1944	590	0.5705	0.4867	0.5705	0.7553
0.2969	8.2222	592	0.6968	0.4144	0.6968	0.8348
0.2969	8.25	594	0.7839	0.4462	0.7839	0.8854
0.2969	8.2778	596	0.8058	0.4462	0.8058	0.8976
0.2969	8.3056	598	0.8022	0.4462	0.8022	0.8956
0.2969	8.3333	600	0.7316	0.4067	0.7316	0.8553
0.2969	8.3611	602	0.6467	0.3972	0.6467	0.8042
0.2969	8.3889	604	0.5891	0.3387	0.5891	0.7675
0.2969	8.4167	606	0.5731	0.3701	0.5731	0.7571
0.2969	8.4444	608	0.5939	0.3701	0.5939	0.7706
0.2969	8.4722	610	0.6396	0.4663	0.6396	0.7998
0.2969	8.5	612	0.7115	0.3494	0.7115	0.8435
0.2969	8.5278	614	0.7672	0.4067	0.7672	0.8759
0.2969	8.5556	616	0.7331	0.4067	0.7331	0.8562
0.2969	8.5833	618	0.6907	0.3564	0.6907	0.8311
0.2969	8.6111	620	0.6683	0.4350	0.6683	0.8175
0.2969	8.6389	622	0.6631	0.4350	0.6631	0.8143
0.2969	8.6667	624	0.6210	0.3840	0.6210	0.7880
0.2969	8.6944	626	0.6177	0.4336	0.6177	0.7860
0.2969	8.7222	628	0.6027	0.4434	0.6027	0.7763
0.2969	8.75	630	0.5998	0.4013	0.5998	0.7745
0.2969	8.7778	632	0.5964	0.4044	0.5964	0.7723
0.2969	8.8056	634	0.6134	0.4158	0.6134	0.7832
0.2969	8.8333	636	0.6582	0.4642	0.6582	0.8113
0.2969	8.8611	638	0.6627	0.4052	0.6627	0.8141
0.2969	8.8889	640	0.6181	0.3545	0.6181	0.7862
0.2969	8.9167	642	0.6072	0.3976	0.6072	0.7793
0.2969	8.9444	644	0.6508	0.4167	0.6508	0.8067
0.2969	8.9722	646	0.6609	0.4167	0.6609	0.8130
0.2969	9.0	648	0.6405	0.4330	0.6405	0.8003
0.2969	9.0278	650	0.6188	0.4330	0.6188	0.7867
0.2969	9.0556	652	0.6383	0.4330	0.6383	0.7990
0.2969	9.0833	654	0.6619	0.4978	0.6619	0.8136
0.2969	9.1111	656	0.6573	0.4892	0.6573	0.8107
0.2969	9.1389	658	0.6354	0.4978	0.6354	0.7971
0.2969	9.1667	660	0.5900	0.4330	0.5900	0.7681
0.2969	9.1944	662	0.5724	0.4753	0.5724	0.7565
0.2969	9.2222	664	0.5854	0.4330	0.5854	0.7651
0.2969	9.25	666	0.5910	0.4414	0.5910	0.7687
0.2969	9.2778	668	0.6241	0.4052	0.6241	0.7900
0.2969	9.3056	670	0.6688	0.4644	0.6688	0.8178
0.2969	9.3333	672	0.6636	0.4644	0.6636	0.8146
0.2969	9.3611	674	0.6339	0.4167	0.6339	0.7962
0.2969	9.3889	676	0.6040	0.4052	0.6040	0.7771
0.2969	9.4167	678	0.5630	0.4845	0.5630	0.7503
0.2969	9.4444	680	0.5423	0.3919	0.5423	0.7364
0.2969	9.4722	682	0.5573	0.3976	0.5573	0.7465
0.2969	9.5	684	0.6226	0.4052	0.6226	0.7891
0.2969	9.5278	686	0.7054	0.4482	0.7054	0.8399
0.2969	9.5556	688	0.7493	0.4404	0.7493	0.8656
0.2969	9.5833	690	0.6867	0.3770	0.6867	0.8287
0.2969	9.6111	692	0.6144	0.4925	0.6144	0.7838
0.2969	9.6389	694	0.5657	0.4147	0.5657	0.7522
0.2969	9.6667	696	0.5597	0.4964	0.5597	0.7482
0.2969	9.6944	698	0.5722	0.5111	0.5722	0.7564
0.2969	9.7222	700	0.5313	0.4867	0.5313	0.7289
0.2969	9.75	702	0.4987	0.4463	0.4987	0.7062
0.2969	9.7778	704	0.5004	0.4681	0.5004	0.7074
0.2969	9.8056	706	0.5252	0.4726	0.5252	0.7247
0.2969	9.8333	708	0.5247	0.4726	0.5247	0.7244
0.2969	9.8611	710	0.5289	0.5448	0.5289	0.7272
0.2969	9.8889	712	0.4990	0.4867	0.4990	0.7064
0.2969	9.9167	714	0.4755	0.5413	0.4755	0.6896
0.2969	9.9444	716	0.4822	0.4386	0.4822	0.6944
0.2969	9.9722	718	0.4822	0.4615	0.4822	0.6944
0.2969	10.0	720	0.4749	0.5430	0.4749	0.6892
0.2969	10.0278	722	0.4894	0.5455	0.4894	0.6996
0.2969	10.0556	724	0.5443	0.5067	0.5443	0.7378
0.2969	10.0833	726	0.5423	0.5067	0.5423	0.7364
0.2969	10.1111	728	0.5182	0.5034	0.5182	0.7199
0.2969	10.1389	730	0.5319	0.5239	0.5319	0.7293
0.2969	10.1667	732	0.5087	0.5574	0.5087	0.7132
0.2969	10.1944	734	0.5141	0.5357	0.5141	0.7170
0.2969	10.2222	736	0.5141	0.4856	0.5141	0.7170
0.2969	10.25	738	0.5180	0.4808	0.5180	0.7197
0.2969	10.2778	740	0.5314	0.4945	0.5314	0.7289
0.2969	10.3056	742	0.5444	0.5481	0.5444	0.7379
0.2969	10.3333	744	0.5874	0.5067	0.5874	0.7664
0.2969	10.3611	746	0.5881	0.5067	0.5881	0.7669
0.2969	10.3889	748	0.5354	0.5252	0.5354	0.7317
0.2969	10.4167	750	0.5020	0.4591	0.5020	0.7085
0.2969	10.4444	752	0.5073	0.3886	0.5073	0.7123
0.2969	10.4722	754	0.5100	0.3995	0.5100	0.7141
0.2969	10.5	756	0.5122	0.4378	0.5122	0.7157
0.2969	10.5278	758	0.5171	0.4637	0.5171	0.7191
0.2969	10.5556	760	0.5115	0.4964	0.5115	0.7152
0.2969	10.5833	762	0.5084	0.5141	0.5084	0.7131
0.2969	10.6111	764	0.5077	0.4937	0.5077	0.7125
0.2969	10.6389	766	0.5071	0.4364	0.5071	0.7121
0.2969	10.6667	768	0.5072	0.4364	0.5072	0.7122
0.2969	10.6944	770	0.5160	0.4681	0.5160	0.7183
0.2969	10.7222	772	0.5363	0.4867	0.5363	0.7324
0.2969	10.75	774	0.5637	0.4867	0.5637	0.7508
0.2969	10.7778	776	0.5971	0.4753	0.5971	0.7727
0.2969	10.8056	778	0.5985	0.4835	0.5985	0.7736
0.2969	10.8333	780	0.5887	0.4835	0.5887	0.7673
0.2969	10.8611	782	0.6123	0.4745	0.6123	0.7825
0.2969	10.8889	784	0.5952	0.4749	0.5952	0.7715
0.2969	10.9167	786	0.5584	0.5498	0.5584	0.7473
0.2969	10.9444	788	0.5108	0.4547	0.5108	0.7147
0.2969	10.9722	790	0.4999	0.4463	0.4999	0.7070
0.2969	11.0	792	0.4916	0.4678	0.4916	0.7011
0.2969	11.0278	794	0.4840	0.4904	0.4840	0.6957
0.2969	11.0556	796	0.5085	0.5420	0.5085	0.7131
0.2969	11.0833	798	0.5446	0.5219	0.5446	0.7380
0.2969	11.1111	800	0.5418	0.5219	0.5418	0.7361
0.2969	11.1389	802	0.5110	0.5367	0.5110	0.7148
0.2969	11.1667	804	0.5090	0.4291	0.5090	0.7134
0.2969	11.1944	806	0.5185	0.4547	0.5185	0.7201
0.2969	11.2222	808	0.5309	0.5448	0.5309	0.7286
0.2969	11.25	810	0.5657	0.4997	0.5657	0.7521
0.2969	11.2778	812	0.5819	0.4491	0.5819	0.7628
0.2969	11.3056	814	0.5689	0.4978	0.5689	0.7543
0.2969	11.3333	816	0.5319	0.5367	0.5319	0.7293
0.2969	11.3611	818	0.5163	0.5367	0.5163	0.7186
0.2969	11.3889	820	0.5176	0.5367	0.5176	0.7195
0.2969	11.4167	822	0.5073	0.5367	0.5073	0.7122
0.2969	11.4444	824	0.4962	0.4229	0.4962	0.7044
0.2969	11.4722	826	0.4946	0.4229	0.4946	0.7033
0.2969	11.5	828	0.5026	0.4291	0.5026	0.7090
0.2969	11.5278	830	0.5210	0.5448	0.5210	0.7218
0.2969	11.5556	832	0.5181	0.5498	0.5181	0.7198
0.2969	11.5833	834	0.5009	0.5498	0.5009	0.7077
0.2969	11.6111	836	0.4815	0.4504	0.4815	0.6939
0.2969	11.6389	838	0.4782	0.5286	0.4782	0.6915
0.2969	11.6667	840	0.4797	0.5413	0.4797	0.6926
0.2969	11.6944	842	0.4850	0.5413	0.4850	0.6964
0.2969	11.7222	844	0.4959	0.5286	0.4959	0.7042
0.2969	11.75	846	0.5084	0.4742	0.5084	0.7130
0.2969	11.7778	848	0.5061	0.5361	0.5061	0.7114
0.2969	11.8056	850	0.5024	0.4857	0.5024	0.7088
0.2969	11.8333	852	0.5118	0.5362	0.5118	0.7154
0.2969	11.8611	854	0.5209	0.5362	0.5209	0.7217
0.2969	11.8889	856	0.5402	0.5420	0.5402	0.7350
0.2969	11.9167	858	0.5446	0.4639	0.5446	0.7380
0.2969	11.9444	860	0.5379	0.4795	0.5379	0.7334
0.2969	11.9722	862	0.5258	0.3474	0.5258	0.7251
0.2969	12.0	864	0.5181	0.3228	0.5181	0.7198
0.2969	12.0278	866	0.5344	0.4547	0.5344	0.7311
0.2969	12.0556	868	0.5811	0.5435	0.5811	0.7623
0.2969	12.0833	870	0.6055	0.5554	0.6055	0.7781
0.2969	12.1111	872	0.6333	0.5090	0.6333	0.7958
0.2969	12.1389	874	0.6172	0.5554	0.6172	0.7856
0.2969	12.1667	876	0.5715	0.5511	0.5715	0.7560
0.2969	12.1944	878	0.5232	0.5681	0.5232	0.7233
0.2969	12.2222	880	0.4999	0.5448	0.4999	0.7070
0.2969	12.25	882	0.4984	0.5681	0.4984	0.7060
0.2969	12.2778	884	0.4916	0.5681	0.4916	0.7011
0.2969	12.3056	886	0.4703	0.5448	0.4703	0.6858
0.2969	12.3333	888	0.4569	0.5422	0.4569	0.6759
0.2969	12.3611	890	0.4659	0.4857	0.4659	0.6826
0.2969	12.3889	892	0.4717	0.4857	0.4717	0.6868
0.2969	12.4167	894	0.4696	0.4857	0.4696	0.6853
0.2969	12.4444	896	0.4761	0.5209	0.4761	0.6900
0.2969	12.4722	898	0.5394	0.4554	0.5394	0.7345
0.2969	12.5	900	0.5676	0.4562	0.5676	0.7534
0.2969	12.5278	902	0.5288	0.4905	0.5288	0.7272
0.2969	12.5556	904	0.5051	0.4997	0.5051	0.7107
0.2969	12.5833	906	0.4999	0.5271	0.4999	0.7070
0.2969	12.6111	908	0.5110	0.5310	0.5110	0.7149
0.2969	12.6389	910	0.5301	0.5219	0.5301	0.7281
0.2969	12.6667	912	0.5749	0.5107	0.5749	0.7582
0.2969	12.6944	914	0.5905	0.5107	0.5905	0.7685
0.2969	12.7222	916	0.6001	0.5345	0.6001	0.7746
0.2969	12.75	918	0.6031	0.4905	0.6031	0.7766
0.2969	12.7778	920	0.6315	0.5139	0.6315	0.7946
0.2969	12.8056	922	0.6270	0.5139	0.6270	0.7918
0.2969	12.8333	924	0.5943	0.4997	0.5943	0.7709
0.2969	12.8611	926	0.5860	0.4513	0.5860	0.7655
0.2969	12.8889	928	0.5810	0.4513	0.5810	0.7622
0.2969	12.9167	930	0.5704	0.4513	0.5704	0.7553
0.2969	12.9444	932	0.5459	0.4808	0.5459	0.7389
0.2969	12.9722	934	0.5181	0.4029	0.5181	0.7198
0.2969	13.0	936	0.5143	0.4227	0.5143	0.7172
0.2969	13.0278	938	0.5154	0.4205	0.5154	0.7179
0.2969	13.0556	940	0.5246	0.4660	0.5246	0.7243
0.2969	13.0833	942	0.5420	0.5639	0.5420	0.7362
0.2969	13.1111	944	0.5458	0.5639	0.5458	0.7388
0.2969	13.1389	946	0.5270	0.5485	0.5270	0.7259
0.2969	13.1667	948	0.5116	0.5640	0.5116	0.7153
0.2969	13.1944	950	0.5196	0.5319	0.5196	0.7209
0.2969	13.2222	952	0.5344	0.5127	0.5344	0.7310
0.2969	13.25	954	0.5424	0.4913	0.5424	0.7364
0.2969	13.2778	956	0.5319	0.5110	0.5319	0.7293
0.2969	13.3056	958	0.5198	0.5150	0.5198	0.7210
0.2969	13.3333	960	0.5416	0.5420	0.5416	0.7359
0.2969	13.3611	962	0.5743	0.5755	0.5743	0.7578
0.2969	13.3889	964	0.5818	0.5362	0.5818	0.7628
0.2969	13.4167	966	0.5530	0.5420	0.5530	0.7437
0.2969	13.4444	968	0.5519	0.5597	0.5519	0.7429
0.2969	13.4722	970	0.5464	0.5177	0.5464	0.7392
0.2969	13.5	972	0.5103	0.5455	0.5103	0.7143
0.2969	13.5278	974	0.4942	0.5159	0.4942	0.7030
0.2969	13.5556	976	0.4950	0.6105	0.4950	0.7035
0.2969	13.5833	978	0.5175	0.5868	0.5175	0.7193
0.2969	13.6111	980	0.5429	0.5414	0.5429	0.7368
0.2969	13.6389	982	0.5542	0.5217	0.5542	0.7444
0.2969	13.6667	984	0.5463	0.5217	0.5463	0.7391
0.2969	13.6944	986	0.5274	0.4850	0.5274	0.7262
0.2969	13.7222	988	0.5061	0.5268	0.5061	0.7114
0.2969	13.75	990	0.5201	0.5228	0.5201	0.7212
0.2969	13.7778	992	0.5500	0.4962	0.5500	0.7416
0.2969	13.8056	994	0.6096	0.4905	0.6096	0.7808
0.2969	13.8333	996	0.6464	0.4175	0.6464	0.8040
0.2969	13.8611	998	0.6332	0.4175	0.6332	0.7958
0.0807	13.8889	1000	0.5881	0.4905	0.5881	0.7669
0.0807	13.9167	1002	0.5281	0.4962	0.5281	0.7267
0.0807	13.9444	1004	0.5076	0.4441	0.5076	0.7125
0.0807	13.9722	1006	0.5096	0.4722	0.5096	0.7139
0.0807	14.0	1008	0.5064	0.4637	0.5064	0.7116
0.0807	14.0278	1010	0.5080	0.4637	0.5080	0.7127
0.0807	14.0556	1012	0.5021	0.5455	0.5021	0.7086
0.0807	14.0833	1014	0.4993	0.5326	0.4993	0.7066
0.0807	14.1111	1016	0.4979	0.5326	0.4979	0.7056
0.0807	14.1389	1018	0.4985	0.5232	0.4985	0.7060
0.0807	14.1667	1020	0.5086	0.5131	0.5086	0.7131
0.0807	14.1944	1022	0.5126	0.5597	0.5126	0.7160
0.0807	14.2222	1024	0.5039	0.5516	0.5039	0.7099
0.0807	14.25	1026	0.4807	0.5567	0.4807	0.6933
0.0807	14.2778	1028	0.4848	0.5584	0.4848	0.6963
0.0807	14.3056	1030	0.5029	0.4444	0.5029	0.7091
0.0807	14.3333	1032	0.4979	0.4423	0.4979	0.7056
0.0807	14.3611	1034	0.4896	0.5665	0.4896	0.6997
0.0807	14.3889	1036	0.4949	0.5076	0.4949	0.7035
0.0807	14.4167	1038	0.4941	0.5567	0.4941	0.7029
0.0807	14.4444	1040	0.4920	0.5665	0.4920	0.7015
0.0807	14.4722	1042	0.4957	0.5505	0.4957	0.7040
0.0807	14.5	1044	0.4983	0.5505	0.4983	0.7059
0.0807	14.5278	1046	0.5062	0.5455	0.5062	0.7115
0.0807	14.5556	1048	0.5323	0.5736	0.5323	0.7296
0.0807	14.5833	1050	0.5872	0.4978	0.5872	0.7663
0.0807	14.6111	1052	0.6095	0.4728	0.6095	0.7807
0.0807	14.6389	1054	0.6114	0.4728	0.6114	0.7819
0.0807	14.6667	1056	0.6161	0.4892	0.6161	0.7849
0.0807	14.6944	1058	0.6347	0.3869	0.6347	0.7967
0.0807	14.7222	1060	0.6565	0.3799	0.6565	0.8102

Framework versions

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