Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask3_mechanics

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: 0.5486
• Qwk: 0.6120
• Mse: 0.5486
• Rmse: 0.7407

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	0.0194	2	3.8833	-0.0053	3.8833	1.9706
No log	0.0388	4	2.3408	0.0739	2.3408	1.5300
No log	0.0583	6	1.6173	0.0427	1.6173	1.2717
No log	0.0777	8	0.8769	0.1623	0.8769	0.9364
No log	0.0971	10	0.8875	0.0959	0.8875	0.9421
No log	0.1165	12	0.9316	0.0518	0.9316	0.9652
No log	0.1359	14	0.8493	0.0791	0.8493	0.9216
No log	0.1553	16	0.7424	0.2335	0.7424	0.8616
No log	0.1748	18	0.7008	0.3837	0.7008	0.8372
No log	0.1942	20	0.7335	0.2624	0.7335	0.8564
No log	0.2136	22	0.6955	0.3274	0.6955	0.8339
No log	0.2330	24	0.6201	0.4702	0.6201	0.7875
No log	0.2524	26	0.5883	0.4293	0.5883	0.7670
No log	0.2718	28	0.5310	0.4842	0.5310	0.7287
No log	0.2913	30	0.5005	0.5584	0.5005	0.7075
No log	0.3107	32	0.5024	0.5311	0.5024	0.7088
No log	0.3301	34	0.6221	0.3529	0.6221	0.7887
No log	0.3495	36	0.7058	0.3314	0.7058	0.8401
No log	0.3689	38	0.6354	0.4185	0.6354	0.7971
No log	0.3883	40	0.5091	0.5235	0.5091	0.7135
No log	0.4078	42	0.4584	0.5642	0.4584	0.6770
No log	0.4272	44	0.4554	0.6134	0.4554	0.6748
No log	0.4466	46	0.4433	0.6297	0.4433	0.6658
No log	0.4660	48	0.4686	0.5997	0.4686	0.6846
No log	0.4854	50	0.6372	0.5266	0.6372	0.7982
No log	0.5049	52	0.6533	0.5190	0.6533	0.8083
No log	0.5243	54	0.5053	0.5365	0.5053	0.7108
No log	0.5437	56	0.4546	0.5742	0.4546	0.6742
No log	0.5631	58	0.4526	0.5844	0.4526	0.6728
No log	0.5825	60	0.4668	0.5480	0.4668	0.6832
No log	0.6019	62	0.4675	0.5541	0.4675	0.6837
No log	0.6214	64	0.4914	0.5183	0.4914	0.7010
No log	0.6408	66	0.5756	0.4990	0.5756	0.7587
No log	0.6602	68	0.5661	0.4768	0.5661	0.7524
No log	0.6796	70	0.4920	0.5121	0.4920	0.7014
No log	0.6990	72	0.4915	0.5392	0.4915	0.7011
No log	0.7184	74	0.5520	0.5374	0.5520	0.7430
No log	0.7379	76	0.6227	0.5391	0.6227	0.7891
No log	0.7573	78	0.4903	0.5495	0.4903	0.7002
No log	0.7767	80	0.4244	0.5871	0.4244	0.6515
No log	0.7961	82	0.4602	0.5275	0.4602	0.6784
No log	0.8155	84	0.4676	0.5681	0.4676	0.6838
No log	0.8350	86	0.4436	0.6175	0.4436	0.6660
No log	0.8544	88	0.4304	0.6321	0.4304	0.6560
No log	0.8738	90	0.4661	0.5741	0.4661	0.6827
No log	0.8932	92	0.6504	0.5548	0.6504	0.8065
No log	0.9126	94	0.7000	0.5540	0.7000	0.8367
No log	0.9320	96	0.5397	0.5589	0.5397	0.7347
No log	0.9515	98	0.4251	0.5783	0.4251	0.6520
No log	0.9709	100	0.4799	0.5355	0.4799	0.6928
No log	0.9903	102	0.4732	0.5172	0.4732	0.6879
No log	1.0097	104	0.4658	0.4877	0.4658	0.6825
No log	1.0291	106	0.5144	0.4908	0.5144	0.7172
No log	1.0485	108	0.5653	0.4567	0.5653	0.7519
No log	1.0680	110	0.5804	0.4651	0.5804	0.7618
No log	1.0874	112	0.5294	0.4871	0.5294	0.7276
No log	1.1068	114	0.4371	0.5929	0.4371	0.6611
No log	1.1262	116	0.4205	0.6704	0.4205	0.6484
No log	1.1456	118	0.4608	0.6773	0.4608	0.6788
No log	1.1650	120	0.4480	0.6545	0.4480	0.6694
No log	1.1845	122	0.4545	0.6508	0.4545	0.6741
No log	1.2039	124	0.5416	0.6289	0.5416	0.7360
No log	1.2233	126	0.7311	0.5248	0.7311	0.8551
No log	1.2427	128	0.8316	0.4851	0.8316	0.9119
No log	1.2621	130	0.6912	0.5541	0.6912	0.8314
No log	1.2816	132	0.4729	0.6601	0.4729	0.6877
No log	1.3010	134	0.4393	0.6204	0.4393	0.6628
No log	1.3204	136	0.4643	0.5808	0.4643	0.6814
No log	1.3398	138	0.5443	0.4786	0.5443	0.7378
No log	1.3592	140	0.5972	0.4567	0.5972	0.7728
No log	1.3786	142	0.5675	0.4847	0.5675	0.7533
No log	1.3981	144	0.5492	0.5283	0.5492	0.7411
No log	1.4175	146	0.4440	0.5981	0.4440	0.6663
No log	1.4369	148	0.4222	0.6318	0.4222	0.6497
No log	1.4563	150	0.4830	0.6480	0.4830	0.6950
No log	1.4757	152	0.4653	0.6519	0.4653	0.6822
No log	1.4951	154	0.4210	0.6763	0.4210	0.6488
No log	1.5146	156	0.4205	0.6916	0.4205	0.6484
No log	1.5340	158	0.4219	0.6934	0.4219	0.6495
No log	1.5534	160	0.4445	0.6891	0.4445	0.6667
No log	1.5728	162	0.4658	0.6597	0.4658	0.6825
No log	1.5922	164	0.5367	0.6353	0.5367	0.7326
No log	1.6117	166	0.6135	0.5850	0.6135	0.7833
No log	1.6311	168	0.5684	0.5862	0.5684	0.7539
No log	1.6505	170	0.4846	0.5733	0.4846	0.6961
No log	1.6699	172	0.4523	0.5880	0.4523	0.6726
No log	1.6893	174	0.4146	0.5966	0.4146	0.6439
No log	1.7087	176	0.4101	0.6007	0.4101	0.6404
No log	1.7282	178	0.4101	0.6418	0.4101	0.6404
No log	1.7476	180	0.3954	0.6956	0.3954	0.6288
No log	1.7670	182	0.4006	0.6870	0.4006	0.6329
No log	1.7864	184	0.4013	0.6872	0.4013	0.6335
No log	1.8058	186	0.3946	0.7005	0.3946	0.6282
No log	1.8252	188	0.3987	0.6990	0.3987	0.6315
No log	1.8447	190	0.4935	0.6330	0.4935	0.7025
No log	1.8641	192	0.5238	0.6220	0.5238	0.7237
No log	1.8835	194	0.5327	0.6181	0.5327	0.7299
No log	1.9029	196	0.4323	0.6440	0.4323	0.6575
No log	1.9223	198	0.4294	0.6427	0.4294	0.6553
No log	1.9417	200	0.3921	0.6636	0.3921	0.6262
No log	1.9612	202	0.3963	0.6533	0.3963	0.6296
No log	1.9806	204	0.5267	0.5182	0.5267	0.7257
No log	2.0	206	0.6034	0.4077	0.6034	0.7768
No log	2.0194	208	0.5175	0.4739	0.5175	0.7194
No log	2.0388	210	0.4602	0.5549	0.4602	0.6784
No log	2.0583	212	0.6244	0.4102	0.6244	0.7902
No log	2.0777	214	0.7973	0.4322	0.7973	0.8929
No log	2.0971	216	0.7765	0.4323	0.7765	0.8812
No log	2.1165	218	0.6271	0.4128	0.6271	0.7919
No log	2.1359	220	0.4874	0.4928	0.4874	0.6981
No log	2.1553	222	0.4778	0.5542	0.4778	0.6912
No log	2.1748	224	0.4686	0.5741	0.4686	0.6846
No log	2.1942	226	0.4509	0.6062	0.4509	0.6715
No log	2.2136	228	0.4309	0.6188	0.4309	0.6564
No log	2.2330	230	0.4298	0.6091	0.4298	0.6556
No log	2.2524	232	0.4505	0.6234	0.4505	0.6712
No log	2.2718	234	0.4482	0.6475	0.4482	0.6695
No log	2.2913	236	0.4479	0.6715	0.4479	0.6692
No log	2.3107	238	0.4374	0.6934	0.4374	0.6614
No log	2.3301	240	0.4458	0.6832	0.4458	0.6677
No log	2.3495	242	0.4725	0.6739	0.4725	0.6874
No log	2.3689	244	0.5711	0.6093	0.5711	0.7557
No log	2.3883	246	0.5409	0.6294	0.5409	0.7355
No log	2.4078	248	0.4286	0.6672	0.4286	0.6547
No log	2.4272	250	0.4337	0.6970	0.4337	0.6586
No log	2.4466	252	0.4388	0.6629	0.4388	0.6624
No log	2.4660	254	0.4210	0.6790	0.4210	0.6488
No log	2.4854	256	0.4148	0.6502	0.4148	0.6441
No log	2.5049	258	0.4884	0.5917	0.4884	0.6989
No log	2.5243	260	0.6706	0.5558	0.6706	0.8189
No log	2.5437	262	0.6375	0.5635	0.6375	0.7984
No log	2.5631	264	0.4362	0.6458	0.4362	0.6604
No log	2.5825	266	0.4128	0.7059	0.4128	0.6425
No log	2.6019	268	0.4766	0.6640	0.4766	0.6903
No log	2.6214	270	0.4140	0.6892	0.4140	0.6434
No log	2.6408	272	0.6027	0.6319	0.6027	0.7763
No log	2.6602	274	0.9289	0.5623	0.9289	0.9638
No log	2.6796	276	0.8390	0.5768	0.8390	0.9159
No log	2.6990	278	0.5414	0.6161	0.5414	0.7358
No log	2.7184	280	0.3883	0.6706	0.3883	0.6231
No log	2.7379	282	0.3856	0.6601	0.3856	0.6210
No log	2.7573	284	0.4270	0.6430	0.4270	0.6534
No log	2.7767	286	0.5070	0.5937	0.5070	0.7120
No log	2.7961	288	0.4750	0.6137	0.4750	0.6892
No log	2.8155	290	0.4027	0.6608	0.4027	0.6346
No log	2.8350	292	0.3927	0.7103	0.3927	0.6267
No log	2.8544	294	0.4173	0.6893	0.4173	0.6460
No log	2.8738	296	0.4921	0.6686	0.4921	0.7015
No log	2.8932	298	0.5145	0.6709	0.5145	0.7173
No log	2.9126	300	0.5798	0.6181	0.5798	0.7615
No log	2.9320	302	0.5444	0.6318	0.5444	0.7378
No log	2.9515	304	0.6101	0.6389	0.6101	0.7811
No log	2.9709	306	0.5852	0.6456	0.5852	0.7650
No log	2.9903	308	0.5368	0.6623	0.5368	0.7326
No log	3.0097	310	0.4971	0.6923	0.4971	0.7050
No log	3.0291	312	0.4764	0.7044	0.4764	0.6902
No log	3.0485	314	0.4414	0.7373	0.4414	0.6644
No log	3.0680	316	0.4108	0.7011	0.4108	0.6409
No log	3.0874	318	0.4374	0.6300	0.4374	0.6613
No log	3.1068	320	0.5124	0.6138	0.5124	0.7158
No log	3.1262	322	0.6181	0.5746	0.6181	0.7862
No log	3.1456	324	0.5101	0.6292	0.5101	0.7142
No log	3.1650	326	0.4142	0.6790	0.4142	0.6436
No log	3.1845	328	0.3936	0.6483	0.3936	0.6274
No log	3.2039	330	0.4079	0.6685	0.4079	0.6387
No log	3.2233	332	0.4207	0.6869	0.4207	0.6486
No log	3.2427	334	0.3905	0.6633	0.3905	0.6249
No log	3.2621	336	0.4824	0.5534	0.4824	0.6946
No log	3.2816	338	0.6471	0.4903	0.6471	0.8044
No log	3.3010	340	0.6131	0.5036	0.6131	0.7830
No log	3.3204	342	0.5424	0.5832	0.5424	0.7365
No log	3.3398	344	0.4589	0.6848	0.4589	0.6774
No log	3.3592	346	0.3879	0.6987	0.3879	0.6228
No log	3.3786	348	0.4205	0.6801	0.4205	0.6484
No log	3.3981	350	0.5248	0.5846	0.5248	0.7244
No log	3.4175	352	0.4997	0.5542	0.4997	0.7069
No log	3.4369	354	0.4415	0.6302	0.4415	0.6644
No log	3.4563	356	0.4217	0.6868	0.4217	0.6494
No log	3.4757	358	0.4201	0.6877	0.4201	0.6482
No log	3.4951	360	0.4511	0.6654	0.4511	0.6717
No log	3.5146	362	0.4924	0.6176	0.4924	0.7017
No log	3.5340	364	0.5529	0.5828	0.5529	0.7436
No log	3.5534	366	0.5890	0.5666	0.5890	0.7675
No log	3.5728	368	0.5109	0.6314	0.5109	0.7148
No log	3.5922	370	0.4969	0.6361	0.4969	0.7049
No log	3.6117	372	0.5634	0.5966	0.5634	0.7506
No log	3.6311	374	0.4913	0.6209	0.4913	0.7009
No log	3.6505	376	0.4470	0.6656	0.4470	0.6686
No log	3.6699	378	0.4356	0.6808	0.4356	0.6600
No log	3.6893	380	0.4548	0.6821	0.4548	0.6744
No log	3.7087	382	0.4621	0.6758	0.4621	0.6798
No log	3.7282	384	0.4740	0.6670	0.4740	0.6885
No log	3.7476	386	0.5466	0.6503	0.5466	0.7393
No log	3.7670	388	0.6331	0.6243	0.6331	0.7957
No log	3.7864	390	0.5695	0.6109	0.5695	0.7547
No log	3.8058	392	0.4505	0.6001	0.4505	0.6712
No log	3.8252	394	0.5009	0.5928	0.5009	0.7077
No log	3.8447	396	0.4912	0.6073	0.4912	0.7009
No log	3.8641	398	0.4895	0.6291	0.4895	0.6997
No log	3.8835	400	0.4515	0.6352	0.4515	0.6719
No log	3.9029	402	0.5253	0.5809	0.5253	0.7248
No log	3.9223	404	0.5523	0.6248	0.5523	0.7431
No log	3.9417	406	0.4852	0.6285	0.4852	0.6965
No log	3.9612	408	0.4471	0.6737	0.4471	0.6687
No log	3.9806	410	0.4704	0.6870	0.4704	0.6859
No log	4.0	412	0.5011	0.6684	0.5011	0.7079
No log	4.0194	414	0.4694	0.6838	0.4694	0.6851
No log	4.0388	416	0.5397	0.6504	0.5397	0.7347
No log	4.0583	418	0.4735	0.6675	0.4735	0.6881
No log	4.0777	420	0.4169	0.7137	0.4169	0.6457
No log	4.0971	422	0.3915	0.6872	0.3915	0.6257
No log	4.1165	424	0.4318	0.6470	0.4318	0.6571
No log	4.1359	426	0.3921	0.6741	0.3921	0.6261
No log	4.1553	428	0.4696	0.6413	0.4696	0.6853
No log	4.1748	430	0.6083	0.5867	0.6083	0.7799
No log	4.1942	432	0.7615	0.5663	0.7615	0.8727
No log	4.2136	434	0.6713	0.5990	0.6713	0.8193
No log	4.2330	436	0.4641	0.7063	0.4641	0.6812
No log	4.2524	438	0.4228	0.7007	0.4228	0.6502
No log	4.2718	440	0.4232	0.7036	0.4232	0.6506
No log	4.2913	442	0.4658	0.6841	0.4658	0.6825
No log	4.3107	444	0.5041	0.6771	0.5041	0.7100
No log	4.3301	446	0.5302	0.6405	0.5302	0.7282
No log	4.3495	448	0.4585	0.6701	0.4585	0.6771
No log	4.3689	450	0.4457	0.6692	0.4457	0.6676
No log	4.3883	452	0.4545	0.6041	0.4545	0.6741
No log	4.4078	454	0.4693	0.6023	0.4693	0.6850
No log	4.4272	456	0.4752	0.5956	0.4752	0.6893
No log	4.4466	458	0.4663	0.6012	0.4663	0.6829
No log	4.4660	460	0.5293	0.5896	0.5293	0.7275
No log	4.4854	462	0.7724	0.5123	0.7724	0.8788
No log	4.5049	464	0.7973	0.5795	0.7973	0.8929
No log	4.5243	466	0.5391	0.6588	0.5391	0.7342
No log	4.5437	468	0.4538	0.6847	0.4538	0.6737
No log	4.5631	470	0.4464	0.6878	0.4464	0.6681
No log	4.5825	472	0.4619	0.6463	0.4619	0.6796
No log	4.6019	474	0.4809	0.6270	0.4809	0.6935
No log	4.6214	476	0.4887	0.6165	0.4887	0.6991
No log	4.6408	478	0.5443	0.6141	0.5443	0.7377
No log	4.6602	480	0.4904	0.6384	0.4904	0.7003
No log	4.6796	482	0.4611	0.6241	0.4611	0.6790
No log	4.6990	484	0.4828	0.5964	0.4828	0.6949
No log	4.7184	486	0.4836	0.6126	0.4836	0.6954
No log	4.7379	488	0.4689	0.6552	0.4689	0.6848
No log	4.7573	490	0.4743	0.6470	0.4743	0.6887
No log	4.7767	492	0.4742	0.6211	0.4742	0.6887
No log	4.7961	494	0.4542	0.6352	0.4542	0.6739
No log	4.8155	496	0.4513	0.6771	0.4513	0.6718
No log	4.8350	498	0.6635	0.6001	0.6635	0.8145
0.493	4.8544	500	0.8138	0.5515	0.8138	0.9021
0.493	4.8738	502	0.6472	0.6086	0.6472	0.8045
0.493	4.8932	504	0.4505	0.6616	0.4505	0.6712
0.493	4.9126	506	0.4094	0.6552	0.4094	0.6398
0.493	4.9320	508	0.4072	0.6739	0.4072	0.6381
0.493	4.9515	510	0.4306	0.6459	0.4306	0.6562
0.493	4.9709	512	0.5431	0.6310	0.5431	0.7369
0.493	4.9903	514	0.6790	0.5949	0.6790	0.8240
0.493	5.0097	516	0.5833	0.6610	0.5833	0.7637
0.493	5.0291	518	0.5071	0.7144	0.5071	0.7121
0.493	5.0485	520	0.4792	0.7003	0.4792	0.6922
0.493	5.0680	522	0.4813	0.7157	0.4813	0.6938
0.493	5.0874	524	0.6300	0.6534	0.6300	0.7937
0.493	5.1068	526	0.9046	0.5369	0.9046	0.9511
0.493	5.1262	528	0.8614	0.5464	0.8614	0.9281
0.493	5.1456	530	0.6026	0.6399	0.6026	0.7763
0.493	5.1650	532	0.4396	0.6664	0.4396	0.6630
0.493	5.1845	534	0.4953	0.6237	0.4953	0.7038
0.493	5.2039	536	0.4899	0.6028	0.4899	0.6999
0.493	5.2233	538	0.4495	0.6203	0.4495	0.6704
0.493	5.2427	540	0.5025	0.5772	0.5025	0.7089
0.493	5.2621	542	0.6110	0.5419	0.6110	0.7817
0.493	5.2816	544	0.6234	0.5709	0.6234	0.7896
0.493	5.3010	546	0.4928	0.6548	0.4928	0.7020
0.493	5.3204	548	0.4141	0.6927	0.4141	0.6435
0.493	5.3398	550	0.4034	0.6949	0.4034	0.6351
0.493	5.3592	552	0.4474	0.6730	0.4474	0.6689
0.493	5.3786	554	0.7140	0.5849	0.7140	0.8450
0.493	5.3981	556	0.8787	0.5362	0.8787	0.9374
0.493	5.4175	558	0.7450	0.5698	0.7450	0.8631
0.493	5.4369	560	0.4660	0.6593	0.4660	0.6826
0.493	5.4563	562	0.4271	0.6852	0.4271	0.6535
0.493	5.4757	564	0.4425	0.6714	0.4425	0.6652
0.493	5.4951	566	0.3990	0.6583	0.3990	0.6317
0.493	5.5146	568	0.5150	0.6749	0.5150	0.7176
0.493	5.5340	570	0.7017	0.5634	0.7017	0.8377
0.493	5.5534	572	0.6702	0.5700	0.6702	0.8187
0.493	5.5728	574	0.4986	0.6441	0.4986	0.7061
0.493	5.5922	576	0.3861	0.6835	0.3861	0.6213
0.493	5.6117	578	0.3774	0.6851	0.3774	0.6143
0.493	5.6311	580	0.3864	0.7036	0.3864	0.6216
0.493	5.6505	582	0.4659	0.7001	0.4659	0.6826
0.493	5.6699	584	0.6363	0.6551	0.6363	0.7977
0.493	5.6893	586	0.6263	0.6553	0.6263	0.7914
0.493	5.7087	588	0.4776	0.6682	0.4776	0.6911
0.493	5.7282	590	0.4067	0.6768	0.4067	0.6378
0.493	5.7476	592	0.4201	0.6793	0.4201	0.6481
0.493	5.7670	594	0.4754	0.6430	0.4754	0.6895
0.493	5.7864	596	0.5505	0.6035	0.5505	0.7420
0.493	5.8058	598	0.4910	0.6292	0.4910	0.7007
0.493	5.8252	600	0.4211	0.6661	0.4211	0.6489
0.493	5.8447	602	0.3902	0.6897	0.3902	0.6247
0.493	5.8641	604	0.3993	0.6835	0.3993	0.6319
0.493	5.8835	606	0.3807	0.7046	0.3807	0.6170
0.493	5.9029	608	0.4611	0.6496	0.4611	0.6790
0.493	5.9223	610	0.4965	0.6527	0.4965	0.7046
0.493	5.9417	612	0.4733	0.6520	0.4733	0.6880
0.493	5.9612	614	0.4053	0.6513	0.4053	0.6366
0.493	5.9806	616	0.4176	0.6163	0.4176	0.6462
0.493	6.0	618	0.4373	0.6219	0.4373	0.6613
0.493	6.0194	620	0.4803	0.5517	0.4803	0.6930
0.493	6.0388	622	0.6060	0.5948	0.6060	0.7784
0.493	6.0583	624	0.6248	0.6079	0.6248	0.7905
0.493	6.0777	626	0.5353	0.6413	0.5353	0.7317
0.493	6.0971	628	0.4857	0.6865	0.4857	0.6969
0.493	6.1165	630	0.5224	0.6791	0.5224	0.7227
0.493	6.1359	632	0.6297	0.6402	0.6297	0.7935
0.493	6.1553	634	0.6595	0.6219	0.6595	0.8121
0.493	6.1748	636	0.6020	0.6193	0.6020	0.7759
0.493	6.1942	638	0.4689	0.6613	0.4689	0.6848
0.493	6.2136	640	0.4283	0.6397	0.4283	0.6544
0.493	6.2330	642	0.4301	0.6555	0.4301	0.6558
0.493	6.2524	644	0.4715	0.6780	0.4715	0.6867
0.493	6.2718	646	0.4448	0.6915	0.4448	0.6669
0.493	6.2913	648	0.4348	0.7010	0.4348	0.6594
0.493	6.3107	650	0.4320	0.7021	0.4320	0.6573
0.493	6.3301	652	0.4082	0.6641	0.4082	0.6389
0.493	6.3495	654	0.3999	0.6845	0.3999	0.6323
0.493	6.3689	656	0.4154	0.6893	0.4154	0.6445
0.493	6.3883	658	0.4846	0.7028	0.4846	0.6961
0.493	6.4078	660	0.6257	0.6533	0.6257	0.7910
0.493	6.4272	662	0.7919	0.5924	0.7919	0.8899
0.493	6.4466	664	0.6794	0.6479	0.6794	0.8242
0.493	6.4660	666	0.4588	0.6715	0.4588	0.6773
0.493	6.4854	668	0.4564	0.6746	0.4564	0.6756
0.493	6.5049	670	0.4251	0.6248	0.4251	0.6520
0.493	6.5243	672	0.4923	0.6333	0.4923	0.7016
0.493	6.5437	674	0.6819	0.5682	0.6819	0.8258
0.493	6.5631	676	0.6888	0.5528	0.6888	0.8299
0.493	6.5825	678	0.5351	0.6198	0.5351	0.7315
0.493	6.6019	680	0.4179	0.6526	0.4179	0.6465
0.493	6.6214	682	0.4095	0.7135	0.4095	0.6399
0.493	6.6408	684	0.4388	0.7050	0.4388	0.6624
0.493	6.6602	686	0.5103	0.6759	0.5103	0.7143
0.493	6.6796	688	0.5731	0.6512	0.5731	0.7570
0.493	6.6990	690	0.4951	0.6558	0.4951	0.7036
0.493	6.7184	692	0.4328	0.6507	0.4328	0.6579
0.493	6.7379	694	0.4189	0.6677	0.4189	0.6472
0.493	6.7573	696	0.4316	0.6660	0.4316	0.6570
0.493	6.7767	698	0.4609	0.6539	0.4609	0.6789
0.493	6.7961	700	0.5633	0.6482	0.5633	0.7505
0.493	6.8155	702	0.6047	0.6241	0.6047	0.7776
0.493	6.8350	704	0.5152	0.6808	0.5152	0.7178
0.493	6.8544	706	0.4695	0.6941	0.4695	0.6852
0.493	6.8738	708	0.4684	0.7077	0.4684	0.6844
0.493	6.8932	710	0.5891	0.6362	0.5891	0.7675
0.493	6.9126	712	0.6650	0.6256	0.6650	0.8155
0.493	6.9320	714	0.4975	0.6797	0.4975	0.7053
0.493	6.9515	716	0.4172	0.6964	0.4172	0.6459
0.493	6.9709	718	0.4257	0.6905	0.4257	0.6525
0.493	6.9903	720	0.4277	0.6993	0.4277	0.6540
0.493	7.0097	722	0.5485	0.6437	0.5485	0.7406
0.493	7.0291	724	0.5714	0.6297	0.5714	0.7559
0.493	7.0485	726	0.5151	0.6713	0.5151	0.7177
0.493	7.0680	728	0.4293	0.7012	0.4293	0.6552
0.493	7.0874	730	0.4583	0.7013	0.4583	0.6770
0.493	7.1068	732	0.4842	0.6751	0.4842	0.6958
0.493	7.1262	734	0.4305	0.6919	0.4305	0.6561
0.493	7.1456	736	0.4016	0.6783	0.4016	0.6337
0.493	7.1650	738	0.4215	0.6735	0.4215	0.6493
0.493	7.1845	740	0.4504	0.6676	0.4504	0.6711
0.493	7.2039	742	0.4949	0.6415	0.4949	0.7035
0.493	7.2233	744	0.4302	0.6645	0.4302	0.6559
0.493	7.2427	746	0.3875	0.6797	0.3875	0.6225
0.493	7.2621	748	0.4030	0.7061	0.4030	0.6348
0.493	7.2816	750	0.4082	0.7111	0.4082	0.6389
0.493	7.3010	752	0.4671	0.6976	0.4671	0.6835
0.493	7.3204	754	0.4872	0.6925	0.4872	0.6980
0.493	7.3398	756	0.4340	0.6890	0.4340	0.6588
0.493	7.3592	758	0.4383	0.7040	0.4383	0.6620
0.493	7.3786	760	0.4693	0.6838	0.4693	0.6851
0.493	7.3981	762	0.5251	0.6290	0.5251	0.7247
0.493	7.4175	764	0.4573	0.6264	0.4573	0.6763
0.493	7.4369	766	0.4156	0.6284	0.4156	0.6447
0.493	7.4563	768	0.4198	0.6163	0.4198	0.6479
0.493	7.4757	770	0.4714	0.6181	0.4714	0.6866
0.493	7.4951	772	0.4769	0.6226	0.4769	0.6906
0.493	7.5146	774	0.5344	0.6393	0.5344	0.7310
0.493	7.5340	776	0.5241	0.6634	0.5241	0.7239
0.493	7.5534	778	0.4993	0.6725	0.4993	0.7066
0.493	7.5728	780	0.4675	0.6814	0.4675	0.6837
0.493	7.5922	782	0.4096	0.6980	0.4096	0.6400
0.493	7.6117	784	0.4256	0.7089	0.4256	0.6524
0.493	7.6311	786	0.3921	0.6949	0.3921	0.6262
0.493	7.6505	788	0.4300	0.6823	0.4300	0.6557
0.493	7.6699	790	0.5055	0.6645	0.5055	0.7110
0.493	7.6893	792	0.4748	0.6730	0.4748	0.6890
0.493	7.7087	794	0.4447	0.6743	0.4447	0.6669
0.493	7.7282	796	0.4159	0.6847	0.4159	0.6449
0.493	7.7476	798	0.4388	0.6551	0.4388	0.6625
0.493	7.7670	800	0.5186	0.6032	0.5186	0.7201
0.493	7.7864	802	0.5532	0.6129	0.5532	0.7438
0.493	7.8058	804	0.4837	0.6130	0.4837	0.6955
0.493	7.8252	806	0.4043	0.6969	0.4043	0.6358
0.493	7.8447	808	0.4029	0.6625	0.4029	0.6347
0.493	7.8641	810	0.4675	0.6865	0.4675	0.6837
0.493	7.8835	812	0.5452	0.6438	0.5452	0.7384
0.493	7.9029	814	0.4774	0.6694	0.4774	0.6909
0.493	7.9223	816	0.3935	0.6740	0.3935	0.6273
0.493	7.9417	818	0.4031	0.6772	0.4031	0.6349
0.493	7.9612	820	0.3920	0.6689	0.3920	0.6261
0.493	7.9806	822	0.4482	0.6858	0.4482	0.6695
0.493	8.0	824	0.5314	0.6412	0.5314	0.7290
0.493	8.0194	826	0.4823	0.6575	0.4823	0.6945
0.493	8.0388	828	0.4050	0.6949	0.4050	0.6364
0.493	8.0583	830	0.4008	0.6566	0.4008	0.6331
0.493	8.0777	832	0.4018	0.6654	0.4018	0.6339
0.493	8.0971	834	0.4769	0.6629	0.4769	0.6906
0.493	8.1165	836	0.5632	0.6297	0.5632	0.7505
0.493	8.1359	838	0.5163	0.6178	0.5163	0.7185
0.493	8.1553	840	0.4677	0.6500	0.4677	0.6839
0.493	8.1748	842	0.4821	0.6487	0.4821	0.6943
0.493	8.1942	844	0.4500	0.6467	0.4500	0.6709
0.493	8.2136	846	0.4097	0.6379	0.4097	0.6401
0.493	8.2330	848	0.4305	0.6293	0.4305	0.6562
0.493	8.2524	850	0.5530	0.6181	0.5530	0.7436
0.493	8.2718	852	0.6077	0.6011	0.6077	0.7795
0.493	8.2913	854	0.5073	0.6159	0.5073	0.7122
0.493	8.3107	856	0.4244	0.6339	0.4244	0.6514
0.493	8.3301	858	0.4061	0.6381	0.4061	0.6372
0.493	8.3495	860	0.3878	0.6530	0.3878	0.6228
0.493	8.3689	862	0.3987	0.6484	0.3987	0.6314
0.493	8.3883	864	0.4757	0.6265	0.4757	0.6897
0.493	8.4078	866	0.6626	0.6023	0.6626	0.8140
0.493	8.4272	868	0.7344	0.6010	0.7344	0.8570
0.493	8.4466	870	0.6003	0.6382	0.6003	0.7748
0.493	8.4660	872	0.4185	0.6895	0.4185	0.6470
0.493	8.4854	874	0.3898	0.6682	0.3898	0.6243
0.493	8.5049	876	0.3930	0.6668	0.3930	0.6269
0.493	8.5243	878	0.4334	0.6906	0.4334	0.6583
0.493	8.5437	880	0.4996	0.6801	0.4996	0.7068
0.493	8.5631	882	0.4763	0.6694	0.4763	0.6902
0.493	8.5825	884	0.4521	0.6669	0.4521	0.6724
0.493	8.6019	886	0.3949	0.6797	0.3949	0.6284
0.493	8.6214	888	0.3827	0.6702	0.3827	0.6186
0.493	8.6408	890	0.3933	0.6602	0.3933	0.6272
0.493	8.6602	892	0.4564	0.6974	0.4564	0.6756
0.493	8.6796	894	0.6051	0.6612	0.6051	0.7779
0.493	8.6990	896	0.5706	0.6687	0.5706	0.7554
0.493	8.7184	898	0.5108	0.6775	0.5108	0.7147
0.493	8.7379	900	0.6071	0.6395	0.6071	0.7791
0.493	8.7573	902	0.6304	0.6164	0.6304	0.7940
0.493	8.7767	904	0.5178	0.6122	0.5178	0.7196
0.493	8.7961	906	0.4360	0.6270	0.4360	0.6603
0.493	8.8155	908	0.4576	0.6229	0.4576	0.6765
0.493	8.8350	910	0.4769	0.6198	0.4769	0.6906
0.493	8.8544	912	0.4647	0.6365	0.4647	0.6817
0.493	8.8738	914	0.5394	0.6408	0.5394	0.7344
0.493	8.8932	916	0.5191	0.6458	0.5191	0.7205
0.493	8.9126	918	0.4190	0.6883	0.4190	0.6473
0.493	8.9320	920	0.3813	0.6904	0.3813	0.6175
0.493	8.9515	922	0.3856	0.7009	0.3856	0.6209
0.493	8.9709	924	0.4147	0.6781	0.4147	0.6440
0.493	8.9903	926	0.4505	0.6764	0.4505	0.6712
0.493	9.0097	928	0.4582	0.6931	0.4582	0.6769
0.493	9.0291	930	0.4317	0.6848	0.4317	0.6570
0.493	9.0485	932	0.4434	0.6881	0.4434	0.6659
0.493	9.0680	934	0.5349	0.6421	0.5349	0.7313
0.493	9.0874	936	0.5637	0.6272	0.5637	0.7508
0.493	9.1068	938	0.4875	0.6187	0.4875	0.6982
0.493	9.1262	940	0.4192	0.6454	0.4192	0.6475
0.493	9.1456	942	0.4323	0.6481	0.4323	0.6575
0.493	9.1650	944	0.5136	0.6161	0.5136	0.7167
0.493	9.1845	946	0.5702	0.6310	0.5702	0.7551
0.493	9.2039	948	0.5630	0.6332	0.5630	0.7503
0.493	9.2233	950	0.4476	0.7072	0.4476	0.6691
0.493	9.2427	952	0.4013	0.7243	0.4013	0.6335
0.493	9.2621	954	0.4029	0.7186	0.4029	0.6348
0.493	9.2816	956	0.4780	0.7030	0.4780	0.6914
0.493	9.3010	958	0.5371	0.6560	0.5371	0.7329
0.493	9.3204	960	0.5820	0.6411	0.5820	0.7629
0.493	9.3398	962	0.5581	0.6619	0.5581	0.7471
0.493	9.3592	964	0.4721	0.7020	0.4721	0.6871
0.493	9.3786	966	0.4459	0.6873	0.4459	0.6677
0.493	9.3981	968	0.4435	0.6984	0.4435	0.6660
0.493	9.4175	970	0.4585	0.7042	0.4585	0.6772
0.493	9.4369	972	0.4421	0.6885	0.4421	0.6649
0.493	9.4563	974	0.4485	0.6566	0.4485	0.6697
0.493	9.4757	976	0.5164	0.6375	0.5164	0.7186
0.493	9.4951	978	0.5065	0.5856	0.5065	0.7117
0.493	9.5146	980	0.4456	0.6034	0.4456	0.6676
0.493	9.5340	982	0.4278	0.6105	0.4278	0.6540
0.493	9.5534	984	0.4332	0.6031	0.4332	0.6582
0.493	9.5728	986	0.4819	0.6030	0.4819	0.6942
0.493	9.5922	988	0.5567	0.6161	0.5567	0.7461
0.493	9.6117	990	0.5536	0.6363	0.5536	0.7441
0.493	9.6311	992	0.4431	0.6835	0.4431	0.6657
0.493	9.6505	994	0.3960	0.6986	0.3960	0.6292
0.493	9.6699	996	0.4004	0.6986	0.4004	0.6328
0.493	9.6893	998	0.4571	0.6833	0.4571	0.6761
0.1518	9.7087	1000	0.5278	0.6594	0.5278	0.7265
0.1518	9.7282	1002	0.5527	0.6418	0.5527	0.7434
0.1518	9.7476	1004	0.4900	0.6542	0.4900	0.7000
0.1518	9.7670	1006	0.4387	0.6668	0.4387	0.6624
0.1518	9.7864	1008	0.4901	0.6638	0.4901	0.7000
0.1518	9.8058	1010	0.5454	0.6325	0.5454	0.7385
0.1518	9.8252	1012	0.5229	0.6341	0.5229	0.7232
0.1518	9.8447	1014	0.4573	0.6574	0.4573	0.6762
0.1518	9.8641	1016	0.4097	0.6767	0.4097	0.6401
0.1518	9.8835	1018	0.4227	0.6644	0.4227	0.6502
0.1518	9.9029	1020	0.5549	0.6615	0.5549	0.7449
0.1518	9.9223	1022	0.6504	0.6186	0.6504	0.8064
0.1518	9.9417	1024	0.5555	0.6566	0.5555	0.7453
0.1518	9.9612	1026	0.4410	0.7077	0.4410	0.6641
0.1518	9.9806	1028	0.4302	0.7344	0.4302	0.6559
0.1518	10.0	1030	0.4187	0.7000	0.4187	0.6471
0.1518	10.0194	1032	0.4350	0.6815	0.4350	0.6595
0.1518	10.0388	1034	0.4556	0.6599	0.4556	0.6750
0.1518	10.0583	1036	0.4838	0.6331	0.4838	0.6955
0.1518	10.0777	1038	0.4477	0.6458	0.4477	0.6691
0.1518	10.0971	1040	0.4375	0.6694	0.4375	0.6615
0.1518	10.1165	1042	0.4221	0.6869	0.4221	0.6497
0.1518	10.1359	1044	0.4580	0.6567	0.4580	0.6768
0.1518	10.1553	1046	0.4368	0.6818	0.4368	0.6609
0.1518	10.1748	1048	0.4141	0.7132	0.4141	0.6435
0.1518	10.1942	1050	0.4483	0.7089	0.4483	0.6696
0.1518	10.2136	1052	0.5123	0.6766	0.5123	0.7158
0.1518	10.2330	1054	0.5537	0.6472	0.5537	0.7441
0.1518	10.2524	1056	0.4905	0.6374	0.4905	0.7004
0.1518	10.2718	1058	0.4197	0.6871	0.4197	0.6479
0.1518	10.2913	1060	0.4062	0.6670	0.4062	0.6374
0.1518	10.3107	1062	0.4586	0.6469	0.4586	0.6772
0.1518	10.3301	1064	0.4943	0.6301	0.4943	0.7031
0.1518	10.3495	1066	0.4680	0.6425	0.4680	0.6841
0.1518	10.3689	1068	0.4635	0.6619	0.4635	0.6808
0.1518	10.3883	1070	0.5591	0.6091	0.5591	0.7477
0.1518	10.4078	1072	0.5697	0.6209	0.5697	0.7548
0.1518	10.4272	1074	0.4744	0.6786	0.4744	0.6888
0.1518	10.4466	1076	0.4836	0.6698	0.4836	0.6954
0.1518	10.4660	1078	0.6456	0.6211	0.6456	0.8035
0.1518	10.4854	1080	0.6846	0.6007	0.6846	0.8274
0.1518	10.5049	1082	0.5152	0.6832	0.5152	0.7178
0.1518	10.5243	1084	0.4160	0.6578	0.4160	0.6450
0.1518	10.5437	1086	0.4082	0.6488	0.4082	0.6389
0.1518	10.5631	1088	0.4504	0.6195	0.4504	0.6711
0.1518	10.5825	1090	0.5375	0.6203	0.5375	0.7331
0.1518	10.6019	1092	0.5486	0.6120	0.5486	0.7407

Framework versions

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