ArabicNewSplits7_B_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k16_task5_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: 0.7421
• Qwk: 0.4584
• Mse: 0.7421
• Rmse: 0.8615

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	0.0247	2	3.8980	-0.0354	3.8980	1.9743
No log	0.0494	4	2.3707	-0.0007	2.3707	1.5397
No log	0.0741	6	2.2012	-0.0086	2.2012	1.4836
No log	0.0988	8	1.3216	0.1336	1.3216	1.1496
No log	0.1235	10	1.1253	0.1901	1.1253	1.0608
No log	0.1481	12	1.0737	0.2268	1.0737	1.0362
No log	0.1728	14	1.1810	0.2114	1.1810	1.0867
No log	0.1975	16	1.3816	0.1438	1.3816	1.1754
No log	0.2222	18	1.0779	0.1997	1.0779	1.0382
No log	0.2469	20	0.9899	0.2243	0.9899	0.9949
No log	0.2716	22	1.0317	0.2416	1.0317	1.0157
No log	0.2963	24	0.9970	0.2366	0.9970	0.9985
No log	0.3210	26	0.9209	0.2841	0.9209	0.9596
No log	0.3457	28	0.9404	0.2564	0.9404	0.9697
No log	0.3704	30	0.9080	0.3162	0.9080	0.9529
No log	0.3951	32	0.9172	0.2897	0.9172	0.9577
No log	0.4198	34	0.9916	0.2008	0.9916	0.9958
No log	0.4444	36	1.0178	0.1629	1.0178	1.0088
No log	0.4691	38	1.0136	0.2214	1.0136	1.0068
No log	0.4938	40	1.0115	0.1321	1.0115	1.0057
No log	0.5185	42	0.9831	0.1573	0.9831	0.9915
No log	0.5432	44	0.9115	0.3625	0.9115	0.9547
No log	0.5679	46	0.8490	0.4256	0.8490	0.9214
No log	0.5926	48	0.8311	0.4498	0.8311	0.9116
No log	0.6173	50	0.8303	0.4797	0.8303	0.9112
No log	0.6420	52	0.8786	0.4625	0.8786	0.9373
No log	0.6667	54	1.0871	0.1959	1.0871	1.0426
No log	0.6914	56	1.2025	0.2009	1.2025	1.0966
No log	0.7160	58	1.1393	0.1736	1.1393	1.0674
No log	0.7407	60	0.9122	0.4304	0.9122	0.9551
No log	0.7654	62	0.8421	0.4174	0.8421	0.9177
No log	0.7901	64	0.8199	0.4626	0.8199	0.9055
No log	0.8148	66	0.8185	0.4511	0.8185	0.9047
No log	0.8395	68	0.9575	0.3390	0.9575	0.9785
No log	0.8642	70	1.0464	0.3300	1.0464	1.0229
No log	0.8889	72	0.9534	0.4208	0.9534	0.9764
No log	0.9136	74	0.8421	0.4237	0.8421	0.9176
No log	0.9383	76	0.8570	0.4696	0.8570	0.9257
No log	0.9630	78	0.8530	0.4821	0.8530	0.9236
No log	0.9877	80	1.0189	0.3115	1.0189	1.0094
No log	1.0123	82	1.0861	0.2658	1.0861	1.0422
No log	1.0370	84	1.0490	0.2273	1.0490	1.0242
No log	1.0617	86	0.9550	0.3322	0.9550	0.9773
No log	1.0864	88	0.9833	0.3333	0.9833	0.9916
No log	1.1111	90	1.0958	0.3037	1.0958	1.0468
No log	1.1358	92	1.0124	0.3144	1.0124	1.0062
No log	1.1605	94	0.9183	0.4078	0.9183	0.9583
No log	1.1852	96	0.8752	0.4212	0.8752	0.9355
No log	1.2099	98	0.7595	0.5686	0.7595	0.8715
No log	1.2346	100	0.7602	0.5811	0.7602	0.8719
No log	1.2593	102	0.9423	0.3897	0.9423	0.9707
No log	1.2840	104	1.2757	0.3482	1.2757	1.1295
No log	1.3086	106	1.1025	0.3388	1.1025	1.0500
No log	1.3333	108	0.7520	0.4710	0.7520	0.8672
No log	1.3580	110	0.6580	0.5700	0.6580	0.8112
No log	1.3827	112	0.6730	0.5883	0.6730	0.8204
No log	1.4074	114	0.7954	0.5994	0.7954	0.8919
No log	1.4321	116	1.0288	0.4159	1.0288	1.0143
No log	1.4568	118	0.9444	0.4751	0.9444	0.9718
No log	1.4815	120	0.7647	0.5572	0.7647	0.8745
No log	1.5062	122	0.6671	0.5395	0.6671	0.8168
No log	1.5309	124	0.7412	0.6015	0.7412	0.8609
No log	1.5556	126	1.0168	0.3308	1.0168	1.0084
No log	1.5802	128	1.1812	0.2623	1.1812	1.0868
No log	1.6049	130	1.1673	0.2773	1.1673	1.0804
No log	1.6296	132	1.0709	0.1724	1.0709	1.0348
No log	1.6543	134	1.1377	0.1019	1.1377	1.0666
No log	1.6790	136	1.1365	0.0527	1.1365	1.0661
No log	1.7037	138	1.1371	0.1139	1.1371	1.0664
No log	1.7284	140	1.1280	0.2816	1.1280	1.0621
No log	1.7531	142	1.2653	0.2511	1.2653	1.1248
No log	1.7778	144	1.2456	0.2690	1.2456	1.1161
No log	1.8025	146	1.0426	0.2707	1.0426	1.0211
No log	1.8272	148	0.8712	0.3103	0.8712	0.9334
No log	1.8519	150	0.8432	0.3124	0.8432	0.9183
No log	1.8765	152	0.9541	0.2837	0.9541	0.9768
No log	1.9012	154	1.1435	0.2577	1.1435	1.0694
No log	1.9259	156	1.1541	0.3071	1.1541	1.0743
No log	1.9506	158	1.0772	0.3190	1.0772	1.0379
No log	1.9753	160	1.0212	0.3190	1.0212	1.0105
No log	2.0	162	1.0603	0.3190	1.0603	1.0297
No log	2.0247	164	1.0573	0.3355	1.0573	1.0283
No log	2.0494	166	1.0303	0.3355	1.0303	1.0150
No log	2.0741	168	1.0040	0.3383	1.0040	1.0020
No log	2.0988	170	0.9276	0.3295	0.9276	0.9631
No log	2.1235	172	0.8977	0.4397	0.8977	0.9474
No log	2.1481	174	0.8957	0.3920	0.8957	0.9464
No log	2.1728	176	0.8089	0.4777	0.8089	0.8994
No log	2.1975	178	0.7285	0.5361	0.7285	0.8535
No log	2.2222	180	0.7464	0.5218	0.7464	0.8640
No log	2.2469	182	0.9115	0.3952	0.9115	0.9547
No log	2.2716	184	1.0263	0.3355	1.0263	1.0131
No log	2.2963	186	0.9313	0.3000	0.9313	0.9650
No log	2.3210	188	0.8299	0.4020	0.8299	0.9110
No log	2.3457	190	0.7547	0.3922	0.7547	0.8687
No log	2.3704	192	0.7480	0.3780	0.7480	0.8649
No log	2.3951	194	0.7525	0.3902	0.7525	0.8675
No log	2.4198	196	0.7773	0.5164	0.7773	0.8816
No log	2.4444	198	0.8898	0.4754	0.8898	0.9433
No log	2.4691	200	0.9706	0.3897	0.9706	0.9852
No log	2.4938	202	0.9069	0.4540	0.9069	0.9523
No log	2.5185	204	0.8856	0.3998	0.8856	0.9411
No log	2.5432	206	0.9375	0.4235	0.9375	0.9683
No log	2.5679	208	0.9211	0.4226	0.9211	0.9597
No log	2.5926	210	0.7930	0.4439	0.7930	0.8905
No log	2.6173	212	0.7491	0.3921	0.7491	0.8655
No log	2.6420	214	0.7957	0.3637	0.7957	0.8920
No log	2.6667	216	0.7939	0.3637	0.7939	0.8910
No log	2.6914	218	0.7552	0.3780	0.7552	0.8690
No log	2.7160	220	0.7000	0.4871	0.7000	0.8367
No log	2.7407	222	0.6831	0.5601	0.6831	0.8265
No log	2.7654	224	0.6922	0.5835	0.6922	0.8320
No log	2.7901	226	0.6448	0.6143	0.6448	0.8030
No log	2.8148	228	0.6295	0.5877	0.6295	0.7934
No log	2.8395	230	0.6352	0.5165	0.6352	0.7970
No log	2.8642	232	0.6479	0.5288	0.6479	0.8049
No log	2.8889	234	0.6747	0.5650	0.6747	0.8214
No log	2.9136	236	0.6887	0.5206	0.6887	0.8299
No log	2.9383	238	0.6852	0.5763	0.6852	0.8278
No log	2.9630	240	0.6299	0.5495	0.6299	0.7936
No log	2.9877	242	0.6009	0.5784	0.6009	0.7752
No log	3.0123	244	0.6010	0.6032	0.6010	0.7752
No log	3.0370	246	0.5920	0.6032	0.5920	0.7694
No log	3.0617	248	0.5867	0.5663	0.5867	0.7659
No log	3.0864	250	0.6154	0.6062	0.6154	0.7845
No log	3.1111	252	0.6290	0.6053	0.6290	0.7931
No log	3.1358	254	0.6150	0.5883	0.6150	0.7842
No log	3.1605	256	0.5796	0.6105	0.5796	0.7613
No log	3.1852	258	0.5622	0.6243	0.5622	0.7498
No log	3.2099	260	0.5647	0.6456	0.5647	0.7515
No log	3.2346	262	0.5808	0.6673	0.5808	0.7621
No log	3.2593	264	0.6077	0.6664	0.6077	0.7795
No log	3.2840	266	0.6065	0.6479	0.6065	0.7788
No log	3.3086	268	0.5935	0.6488	0.5935	0.7704
No log	3.3333	270	0.6038	0.6196	0.6038	0.7771
No log	3.3580	272	0.5995	0.6470	0.5995	0.7743
No log	3.3827	274	0.6004	0.6241	0.6004	0.7749
No log	3.4074	276	0.6109	0.6614	0.6109	0.7816
No log	3.4321	278	0.6335	0.6500	0.6335	0.7959
No log	3.4568	280	0.6172	0.6105	0.6172	0.7856
No log	3.4815	282	0.6074	0.5522	0.6074	0.7793
No log	3.5062	284	0.6079	0.5057	0.6079	0.7797
No log	3.5309	286	0.5897	0.6096	0.5897	0.7679
No log	3.5556	288	0.5916	0.6276	0.5916	0.7691
No log	3.5802	290	0.6277	0.6063	0.6277	0.7923
No log	3.6049	292	0.6045	0.6632	0.6045	0.7775
No log	3.6296	294	0.5956	0.7103	0.5956	0.7718
No log	3.6543	296	0.6038	0.6602	0.6038	0.7770
No log	3.6790	298	0.6373	0.5855	0.6373	0.7983
No log	3.7037	300	0.6295	0.5798	0.6295	0.7934
No log	3.7284	302	0.5739	0.6557	0.5739	0.7575
No log	3.7531	304	0.5648	0.6249	0.5648	0.7515
No log	3.7778	306	0.5591	0.6557	0.5591	0.7477
No log	3.8025	308	0.5855	0.6282	0.5855	0.7652
No log	3.8272	310	0.5962	0.6352	0.5962	0.7721
No log	3.8519	312	0.5845	0.6446	0.5845	0.7645
No log	3.8765	314	0.6199	0.6328	0.6199	0.7873
No log	3.9012	316	0.6207	0.6328	0.6207	0.7879
No log	3.9259	318	0.6022	0.6446	0.6022	0.7760
No log	3.9506	320	0.5784	0.6407	0.5784	0.7605
No log	3.9753	322	0.5757	0.6217	0.5757	0.7588
No log	4.0	324	0.5798	0.6035	0.5798	0.7615
No log	4.0247	326	0.5945	0.6557	0.5945	0.7711
No log	4.0494	328	0.6206	0.6286	0.6206	0.7878
No log	4.0741	330	0.6569	0.5010	0.6569	0.8105
No log	4.0988	332	0.6319	0.6043	0.6319	0.7949
No log	4.1235	334	0.5968	0.6464	0.5968	0.7725
No log	4.1481	336	0.5529	0.6519	0.5529	0.7436
No log	4.1728	338	0.5428	0.6519	0.5428	0.7367
No log	4.1975	340	0.5813	0.6748	0.5813	0.7624
No log	4.2222	342	0.6280	0.6661	0.6280	0.7925
No log	4.2469	344	0.6033	0.6167	0.6033	0.7767
No log	4.2716	346	0.5770	0.5894	0.5770	0.7596
No log	4.2963	348	0.5538	0.6165	0.5538	0.7442
No log	4.3210	350	0.5754	0.6003	0.5754	0.7585
No log	4.3457	352	0.5878	0.6082	0.5878	0.7667
No log	4.3704	354	0.5574	0.6187	0.5574	0.7466
No log	4.3951	356	0.5593	0.5543	0.5593	0.7479
No log	4.4198	358	0.5890	0.5909	0.5890	0.7675
No log	4.4444	360	0.6677	0.5279	0.6677	0.8171
No log	4.4691	362	0.7612	0.5561	0.7612	0.8725
No log	4.4938	364	0.7354	0.5572	0.7354	0.8576
No log	4.5185	366	0.6444	0.5195	0.6444	0.8028
No log	4.5432	368	0.6275	0.5138	0.6275	0.7921
No log	4.5679	370	0.6079	0.5171	0.6079	0.7796
No log	4.5926	372	0.5862	0.5377	0.5862	0.7656
No log	4.6173	374	0.5623	0.6073	0.5623	0.7499
No log	4.6420	376	0.5471	0.6219	0.5471	0.7397
No log	4.6667	378	0.5639	0.6302	0.5639	0.7509
No log	4.6914	380	0.5520	0.6427	0.5520	0.7430
No log	4.7160	382	0.5584	0.6165	0.5584	0.7473
No log	4.7407	384	0.5568	0.6001	0.5568	0.7462
No log	4.7654	386	0.5574	0.6001	0.5574	0.7466
No log	4.7901	388	0.5581	0.5771	0.5581	0.7471
No log	4.8148	390	0.5754	0.6217	0.5754	0.7585
No log	4.8395	392	0.5955	0.6108	0.5955	0.7717
No log	4.8642	394	0.6404	0.6248	0.6404	0.8002
No log	4.8889	396	0.6341	0.5982	0.6341	0.7963
No log	4.9136	398	0.5990	0.6417	0.5990	0.7740
No log	4.9383	400	0.6628	0.5498	0.6628	0.8141
No log	4.9630	402	0.8451	0.5318	0.8451	0.9193
No log	4.9877	404	0.9345	0.4764	0.9345	0.9667
No log	5.0123	406	0.9424	0.4754	0.9424	0.9708
No log	5.0370	408	0.8554	0.4413	0.8554	0.9249
No log	5.0617	410	0.7976	0.4041	0.7976	0.8931
No log	5.0864	412	0.7648	0.4044	0.7648	0.8746
No log	5.1111	414	0.7389	0.4044	0.7389	0.8596
No log	5.1358	416	0.7232	0.4327	0.7232	0.8504
No log	5.1605	418	0.7253	0.5204	0.7253	0.8517
No log	5.1852	420	0.7624	0.5458	0.7624	0.8731
No log	5.2099	422	0.7570	0.5766	0.7570	0.8701
No log	5.2346	424	0.6913	0.5686	0.6913	0.8314
No log	5.2593	426	0.6328	0.5552	0.6328	0.7955
No log	5.2840	428	0.6033	0.6658	0.6033	0.7767
No log	5.3086	430	0.6020	0.6619	0.6020	0.7759
No log	5.3333	432	0.6110	0.6642	0.6110	0.7817
No log	5.3580	434	0.6496	0.6284	0.6496	0.8060
No log	5.3827	436	0.6908	0.5699	0.6908	0.8311
No log	5.4074	438	0.6745	0.6066	0.6745	0.8213
No log	5.4321	440	0.6516	0.5626	0.6516	0.8072
No log	5.4568	442	0.6217	0.6175	0.6217	0.7885
No log	5.4815	444	0.6260	0.6035	0.6260	0.7912
No log	5.5062	446	0.6542	0.5528	0.6542	0.8089
No log	5.5309	448	0.6237	0.5361	0.6237	0.7898
No log	5.5556	450	0.6001	0.5259	0.6001	0.7746
No log	5.5802	452	0.5922	0.5503	0.5922	0.7696
No log	5.6049	454	0.5770	0.5886	0.5770	0.7596
No log	5.6296	456	0.5697	0.6292	0.5697	0.7548
No log	5.6543	458	0.5801	0.6302	0.5801	0.7617
No log	5.6790	460	0.5877	0.7025	0.5877	0.7666
No log	5.7037	462	0.5782	0.6830	0.5782	0.7604
No log	5.7284	464	0.5821	0.7141	0.5821	0.7630
No log	5.7531	466	0.5861	0.6510	0.5861	0.7655
No log	5.7778	468	0.5788	0.5653	0.5788	0.7608
No log	5.8025	470	0.5936	0.5195	0.5936	0.7704
No log	5.8272	472	0.6029	0.5057	0.6029	0.7765
No log	5.8519	474	0.6154	0.5408	0.6154	0.7845
No log	5.8765	476	0.6960	0.5318	0.6960	0.8342
No log	5.9012	478	0.7816	0.5504	0.7816	0.8841
No log	5.9259	480	0.8107	0.5686	0.8107	0.9004
No log	5.9506	482	0.7233	0.5584	0.7233	0.8504
No log	5.9753	484	0.6057	0.5869	0.6057	0.7783
No log	6.0	486	0.6010	0.6058	0.6010	0.7752
No log	6.0247	488	0.7288	0.5631	0.7288	0.8537
No log	6.0494	490	0.7629	0.5172	0.7629	0.8734
No log	6.0741	492	0.6914	0.5518	0.6914	0.8315
No log	6.0988	494	0.6032	0.5459	0.6032	0.7767
No log	6.1235	496	0.6320	0.5131	0.6320	0.7950
No log	6.1481	498	0.7769	0.5266	0.7769	0.8814
0.3013	6.1728	500	0.9644	0.4765	0.9644	0.9820
0.3013	6.1975	502	1.0715	0.4154	1.0715	1.0351
0.3013	6.2222	504	1.0289	0.4332	1.0289	1.0143
0.3013	6.2469	506	0.9073	0.5333	0.9073	0.9525
0.3013	6.2716	508	0.7881	0.4952	0.7881	0.8877
0.3013	6.2963	510	0.7389	0.5585	0.7389	0.8596
0.3013	6.3210	512	0.7235	0.5810	0.7235	0.8506
0.3013	6.3457	514	0.7200	0.6113	0.7200	0.8485
0.3013	6.3704	516	0.7325	0.5614	0.7325	0.8559
0.3013	6.3951	518	0.7527	0.5810	0.7527	0.8676
0.3013	6.4198	520	0.7907	0.5443	0.7907	0.8892
0.3013	6.4444	522	0.7796	0.5867	0.7796	0.8830
0.3013	6.4691	524	0.7422	0.6199	0.7422	0.8615
0.3013	6.4938	526	0.6773	0.5654	0.6773	0.8230
0.3013	6.5185	528	0.6368	0.5590	0.6368	0.7980
0.3013	6.5432	530	0.6262	0.6046	0.6262	0.7913
0.3013	6.5679	532	0.6339	0.6028	0.6339	0.7962
0.3013	6.5926	534	0.6433	0.5796	0.6433	0.8020
0.3013	6.6173	536	0.6834	0.5346	0.6834	0.8267
0.3013	6.6420	538	0.7932	0.5170	0.7932	0.8906
0.3013	6.6667	540	0.8491	0.5458	0.8491	0.9215
0.3013	6.6914	542	0.8054	0.5487	0.8054	0.8974
0.3013	6.7160	544	0.7174	0.4966	0.7174	0.8470
0.3013	6.7407	546	0.6549	0.4878	0.6549	0.8093
0.3013	6.7654	548	0.6546	0.4644	0.6546	0.8091
0.3013	6.7901	550	0.6519	0.5490	0.6519	0.8074
0.3013	6.8148	552	0.7143	0.5516	0.7143	0.8451
0.3013	6.8395	554	0.7710	0.5584	0.7710	0.8781
0.3013	6.8642	556	0.7445	0.5397	0.7445	0.8629
0.3013	6.8889	558	0.6861	0.5546	0.6861	0.8283
0.3013	6.9136	560	0.6830	0.5558	0.6830	0.8264
0.3013	6.9383	562	0.7317	0.5729	0.7317	0.8554
0.3013	6.9630	564	0.7744	0.5466	0.7744	0.8800
0.3013	6.9877	566	0.7077	0.5729	0.7077	0.8412
0.3013	7.0123	568	0.6295	0.6018	0.6295	0.7934
0.3013	7.0370	570	0.6292	0.5425	0.6292	0.7932
0.3013	7.0617	572	0.6271	0.5425	0.6271	0.7919
0.3013	7.0864	574	0.6200	0.5771	0.6200	0.7874
0.3013	7.1111	576	0.6219	0.5735	0.6219	0.7886
0.3013	7.1358	578	0.6348	0.5831	0.6348	0.7967
0.3013	7.1605	580	0.6549	0.5831	0.6549	0.8093
0.3013	7.1852	582	0.6870	0.5116	0.6870	0.8288
0.3013	7.2099	584	0.7391	0.5763	0.7391	0.8597
0.3013	7.2346	586	0.7477	0.5763	0.7477	0.8647
0.3013	7.2593	588	0.7138	0.6003	0.7138	0.8448
0.3013	7.2840	590	0.6574	0.5701	0.6574	0.8108
0.3013	7.3086	592	0.6655	0.5326	0.6655	0.8158
0.3013	7.3333	594	0.7013	0.5364	0.7013	0.8374
0.3013	7.3580	596	0.6694	0.5446	0.6694	0.8182
0.3013	7.3827	598	0.6314	0.5950	0.6314	0.7946
0.3013	7.4074	600	0.6756	0.5909	0.6756	0.8219
0.3013	7.4321	602	0.6951	0.5787	0.6951	0.8337
0.3013	7.4568	604	0.6652	0.5260	0.6652	0.8156
0.3013	7.4815	606	0.6829	0.5220	0.6829	0.8263
0.3013	7.5062	608	0.6814	0.5510	0.6814	0.8255
0.3013	7.5309	610	0.6295	0.5809	0.6295	0.7934
0.3013	7.5556	612	0.5993	0.5785	0.5993	0.7741
0.3013	7.5802	614	0.5895	0.6186	0.5895	0.7678
0.3013	7.6049	616	0.5915	0.5666	0.5915	0.7691
0.3013	7.6296	618	0.5938	0.5796	0.5938	0.7706
0.3013	7.6543	620	0.6070	0.5464	0.6070	0.7791
0.3013	7.6790	622	0.6103	0.5583	0.6103	0.7812
0.3013	7.7037	624	0.6019	0.5042	0.6019	0.7758
0.3013	7.7284	626	0.6157	0.5698	0.6157	0.7847
0.3013	7.7531	628	0.6082	0.5698	0.6082	0.7799
0.3013	7.7778	630	0.5958	0.6322	0.5958	0.7719
0.3013	7.8025	632	0.6187	0.5226	0.6187	0.7866
0.3013	7.8272	634	0.6586	0.5256	0.6586	0.8115
0.3013	7.8519	636	0.6285	0.5463	0.6285	0.7928
0.3013	7.8765	638	0.5937	0.6282	0.5937	0.7705
0.3013	7.9012	640	0.6297	0.6296	0.6297	0.7935
0.3013	7.9259	642	0.6750	0.5766	0.6750	0.8216
0.3013	7.9506	644	0.6479	0.5380	0.6479	0.8049
0.3013	7.9753	646	0.5963	0.6445	0.5963	0.7722
0.3013	8.0	648	0.5929	0.5809	0.5929	0.7700
0.3013	8.0247	650	0.5830	0.6107	0.5830	0.7636
0.3013	8.0494	652	0.5811	0.5809	0.5811	0.7623
0.3013	8.0741	654	0.5783	0.5679	0.5783	0.7604
0.3013	8.0988	656	0.5896	0.5746	0.5896	0.7678
0.3013	8.1235	658	0.6257	0.5860	0.6257	0.7910
0.3013	8.1481	660	0.6162	0.6209	0.6162	0.7850
0.3013	8.1728	662	0.5852	0.6441	0.5852	0.7650
0.3013	8.1975	664	0.5735	0.5644	0.5735	0.7573
0.3013	8.2222	666	0.5778	0.5653	0.5778	0.7601
0.3013	8.2469	668	0.5888	0.5653	0.5888	0.7673
0.3013	8.2716	670	0.6050	0.5862	0.6050	0.7778
0.3013	8.2963	672	0.6167	0.6132	0.6167	0.7853
0.3013	8.3210	674	0.6595	0.5739	0.6595	0.8121
0.3013	8.3457	676	0.6682	0.5891	0.6682	0.8174
0.3013	8.3704	678	0.6416	0.6089	0.6416	0.8010
0.3013	8.3951	680	0.5674	0.6231	0.5674	0.7533
0.3013	8.4198	682	0.5402	0.6874	0.5402	0.7350
0.3013	8.4444	684	0.5616	0.6564	0.5616	0.7494
0.3013	8.4691	686	0.5791	0.6311	0.5791	0.7610
0.3013	8.4938	688	0.5615	0.6426	0.5615	0.7493
0.3013	8.5185	690	0.5462	0.6796	0.5462	0.7390
0.3013	8.5432	692	0.5484	0.6822	0.5484	0.7405
0.3013	8.5679	694	0.5632	0.6528	0.5632	0.7505
0.3013	8.5926	696	0.5910	0.5317	0.5910	0.7688
0.3013	8.6173	698	0.6055	0.5317	0.6055	0.7781
0.3013	8.6420	700	0.6012	0.5440	0.6012	0.7753
0.3013	8.6667	702	0.5922	0.5640	0.5922	0.7695
0.3013	8.6914	704	0.5795	0.6445	0.5795	0.7612
0.3013	8.7160	706	0.5778	0.6405	0.5778	0.7602
0.3013	8.7407	708	0.5746	0.6405	0.5746	0.7580
0.3013	8.7654	710	0.5765	0.6219	0.5765	0.7593
0.3013	8.7901	712	0.5762	0.6569	0.5762	0.7591
0.3013	8.8148	714	0.5798	0.6445	0.5798	0.7615
0.3013	8.8395	716	0.5813	0.6128	0.5813	0.7625
0.3013	8.8642	718	0.5860	0.5796	0.5860	0.7655
0.3013	8.8889	720	0.5951	0.5796	0.5951	0.7714
0.3013	8.9136	722	0.6118	0.5653	0.6118	0.7822
0.3013	8.9383	724	0.6321	0.5142	0.6321	0.7950
0.3013	8.9630	726	0.6660	0.4473	0.6660	0.8161
0.3013	8.9877	728	0.6842	0.5333	0.6842	0.8272
0.3013	9.0123	730	0.6593	0.5698	0.6593	0.8120
0.3013	9.0370	732	0.6531	0.6154	0.6531	0.8082
0.3013	9.0617	734	0.6820	0.6025	0.6820	0.8258
0.3013	9.0864	736	0.6797	0.6151	0.6797	0.8245
0.3013	9.1111	738	0.6465	0.6249	0.6465	0.8041
0.3013	9.1358	740	0.6252	0.6198	0.6252	0.7907
0.3013	9.1605	742	0.6349	0.5419	0.6349	0.7968
0.3013	9.1852	744	0.6418	0.5316	0.6418	0.8011
0.3013	9.2099	746	0.6346	0.6117	0.6346	0.7966
0.3013	9.2346	748	0.6301	0.6084	0.6301	0.7938
0.3013	9.2593	750	0.6286	0.6013	0.6286	0.7928
0.3013	9.2840	752	0.6281	0.6013	0.6281	0.7926
0.3013	9.3086	754	0.6272	0.6084	0.6272	0.7920
0.3013	9.3333	756	0.6272	0.5949	0.6272	0.7920
0.3013	9.3580	758	0.6305	0.5949	0.6305	0.7940
0.3013	9.3827	760	0.6161	0.6084	0.6161	0.7849
0.3013	9.4074	762	0.6133	0.5316	0.6133	0.7832
0.3013	9.4321	764	0.6063	0.5503	0.6063	0.7787
0.3013	9.4568	766	0.6017	0.5960	0.6017	0.7757
0.3013	9.4815	768	0.6009	0.5402	0.6009	0.7752
0.3013	9.5062	770	0.6042	0.5562	0.6042	0.7773
0.3013	9.5309	772	0.6280	0.5214	0.6280	0.7924
0.3013	9.5556	774	0.6452	0.5593	0.6452	0.8032
0.3013	9.5802	776	0.6106	0.5329	0.6106	0.7814
0.3013	9.6049	778	0.5837	0.6117	0.5837	0.7640
0.3013	9.6296	780	0.5897	0.6117	0.5897	0.7679
0.3013	9.6543	782	0.6052	0.5543	0.6052	0.7779
0.3013	9.6790	784	0.6281	0.5317	0.6281	0.7925
0.3013	9.7037	786	0.6403	0.5067	0.6403	0.8002
0.3013	9.7284	788	0.6339	0.4882	0.6339	0.7962
0.3013	9.7531	790	0.6432	0.5763	0.6432	0.8020
0.3013	9.7778	792	0.6383	0.5883	0.6383	0.7989
0.3013	9.8025	794	0.6303	0.6187	0.6303	0.7939
0.3013	9.8272	796	0.6310	0.6113	0.6310	0.7944
0.3013	9.8519	798	0.6320	0.5820	0.6320	0.7950
0.3013	9.8765	800	0.6333	0.6057	0.6333	0.7958
0.3013	9.9012	802	0.6333	0.5950	0.6333	0.7958
0.3013	9.9259	804	0.6274	0.6076	0.6274	0.7921
0.3013	9.9506	806	0.6518	0.5751	0.6518	0.8073
0.3013	9.9753	808	0.6828	0.5833	0.6828	0.8263
0.3013	10.0	810	0.7009	0.5833	0.7009	0.8372
0.3013	10.0247	812	0.6860	0.5459	0.6860	0.8283
0.3013	10.0494	814	0.6671	0.5018	0.6671	0.8168
0.3013	10.0741	816	0.6696	0.4925	0.6696	0.8183
0.3013	10.0988	818	0.6652	0.5018	0.6652	0.8156
0.3013	10.1235	820	0.6762	0.5654	0.6762	0.8223
0.3013	10.1481	822	0.6746	0.5975	0.6746	0.8213
0.3013	10.1728	824	0.6528	0.5585	0.6528	0.8079
0.3013	10.1975	826	0.6358	0.5522	0.6358	0.7973
0.3013	10.2222	828	0.6296	0.5422	0.6296	0.7935
0.3013	10.2469	830	0.6286	0.5361	0.6286	0.7928
0.3013	10.2716	832	0.6352	0.5774	0.6352	0.7970
0.3013	10.2963	834	0.6250	0.5734	0.6250	0.7906
0.3013	10.3210	836	0.6217	0.5274	0.6217	0.7885
0.3013	10.3457	838	0.6242	0.5195	0.6242	0.7901
0.3013	10.3704	840	0.6151	0.5436	0.6151	0.7843
0.3013	10.3951	842	0.6137	0.5835	0.6137	0.7834
0.3013	10.4198	844	0.6244	0.5858	0.6244	0.7902
0.3013	10.4444	846	0.6201	0.6014	0.6201	0.7875
0.3013	10.4691	848	0.6233	0.5610	0.6233	0.7895
0.3013	10.4938	850	0.6281	0.5156	0.6281	0.7925
0.3013	10.5185	852	0.6302	0.5156	0.6302	0.7939
0.3013	10.5432	854	0.6311	0.5597	0.6311	0.7944
0.3013	10.5679	856	0.6331	0.6014	0.6331	0.7957
0.3013	10.5926	858	0.6516	0.6035	0.6516	0.8072
0.3013	10.6173	860	0.6545	0.6328	0.6545	0.8090
0.3013	10.6420	862	0.6644	0.6218	0.6644	0.8151
0.3013	10.6667	864	0.6366	0.6014	0.6366	0.7979
0.3013	10.6914	866	0.6215	0.5017	0.6215	0.7884
0.3013	10.7160	868	0.6323	0.5809	0.6323	0.7952
0.3013	10.7407	870	0.6367	0.5575	0.6367	0.7979
0.3013	10.7654	872	0.6190	0.5795	0.6190	0.7868
0.3013	10.7901	874	0.5991	0.6307	0.5991	0.7740
0.3013	10.8148	876	0.5973	0.6154	0.5973	0.7729
0.3013	10.8395	878	0.6049	0.5943	0.6049	0.7778
0.3013	10.8642	880	0.6074	0.5529	0.6074	0.7793
0.3013	10.8889	882	0.6050	0.5938	0.6050	0.7778
0.3013	10.9136	884	0.5966	0.6129	0.5966	0.7724
0.3013	10.9383	886	0.5907	0.6778	0.5907	0.7686
0.3013	10.9630	888	0.5863	0.7003	0.5863	0.7657
0.3013	10.9877	890	0.5988	0.6510	0.5988	0.7738
0.3013	11.0123	892	0.6314	0.6476	0.6314	0.7946
0.3013	11.0370	894	0.6699	0.6179	0.6699	0.8185
0.3013	11.0617	896	0.6637	0.5634	0.6637	0.8147
0.3013	11.0864	898	0.6405	0.5774	0.6405	0.8003
0.3013	11.1111	900	0.6204	0.6252	0.6204	0.7876
0.3013	11.1358	902	0.6098	0.6370	0.6098	0.7809
0.3013	11.1605	904	0.6134	0.6043	0.6134	0.7832
0.3013	11.1852	906	0.6170	0.6043	0.6170	0.7855
0.3013	11.2099	908	0.6156	0.6043	0.6156	0.7846
0.3013	11.2346	910	0.6203	0.6177	0.6203	0.7876
0.3013	11.2593	912	0.6069	0.6322	0.6069	0.7790
0.3013	11.2840	914	0.6122	0.5210	0.6122	0.7824
0.3013	11.3086	916	0.6537	0.4982	0.6537	0.8085
0.3013	11.3333	918	0.6392	0.4982	0.6392	0.7995
0.3013	11.3580	920	0.6002	0.6013	0.6002	0.7747
0.3013	11.3827	922	0.5968	0.6096	0.5968	0.7725
0.3013	11.4074	924	0.6230	0.6092	0.6230	0.7893
0.3013	11.4321	926	0.6575	0.6063	0.6575	0.8109
0.3013	11.4568	928	0.6601	0.5894	0.6601	0.8125
0.3013	11.4815	930	0.6586	0.5010	0.6586	0.8116
0.3013	11.5062	932	0.6714	0.4764	0.6714	0.8194
0.3013	11.5309	934	0.6943	0.4764	0.6943	0.8333
0.3013	11.5556	936	0.7020	0.4764	0.7020	0.8378
0.3013	11.5802	938	0.7192	0.5093	0.7192	0.8480
0.3013	11.6049	940	0.7436	0.5279	0.7436	0.8623
0.3013	11.6296	942	0.7537	0.5279	0.7537	0.8682
0.3013	11.6543	944	0.7367	0.5676	0.7367	0.8583
0.3013	11.6790	946	0.7086	0.5245	0.7086	0.8418
0.3013	11.7037	948	0.7162	0.5676	0.7162	0.8463
0.3013	11.7284	950	0.7193	0.5534	0.7193	0.8481
0.3013	11.7531	952	0.7388	0.5413	0.7388	0.8595
0.3013	11.7778	954	0.7546	0.4839	0.7546	0.8687
0.3013	11.8025	956	0.7777	0.4712	0.7777	0.8819
0.3013	11.8272	958	0.7778	0.4586	0.7778	0.8819
0.3013	11.8519	960	0.7907	0.4818	0.7907	0.8892
0.3013	11.8765	962	0.7602	0.4839	0.7602	0.8719
0.3013	11.9012	964	0.7259	0.5003	0.7259	0.8520
0.3013	11.9259	966	0.7234	0.4485	0.7234	0.8505
0.3013	11.9506	968	0.7332	0.4216	0.7332	0.8562
0.3013	11.9753	970	0.7631	0.3536	0.7631	0.8736
0.3013	12.0	972	0.7689	0.3958	0.7689	0.8769
0.3013	12.0247	974	0.7421	0.4584	0.7421	0.8615

Framework versions

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