Modelpublic

MayBashendy/Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask6_development

sourceHugging Faceupdated 2y agoView on Hugging Face

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ArabicCrossPromptFineTuningAraBERTnoAugTestTask6_development

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: 0.3504
—Qwk: 0.6282
—Mse: 0.3504
—Rmse: 0.5919

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
—trainbatchsize: 8
—evalbatchsize: 8
—seed: 42
—optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
—lrschedulertype: linear
—num_epochs: 100

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0194	2	4.0184	-0.0226	4.0184	2.0046
No log	0.0388	4	2.0818	0.0292	2.0818	1.4428
No log	0.0583	6	0.9921	0.0128	0.9921	0.9961
No log	0.0777	8	0.6393	0.1997	0.6393	0.7996
No log	0.0971	10	0.6351	0.1447	0.6351	0.7969
No log	0.1165	12	0.7098	0.1388	0.7098	0.8425
No log	0.1359	14	0.7735	0.1486	0.7735	0.8795
No log	0.1553	16	0.7515	0.0888	0.7515	0.8669
No log	0.1748	18	0.6525	0.0610	0.6525	0.8078
No log	0.1942	20	0.6363	0.1966	0.6363	0.7977
No log	0.2136	22	0.6448	0.2069	0.6448	0.8030
No log	0.2330	24	0.5649	0.3432	0.5649	0.7516
No log	0.2524	26	0.5035	0.4015	0.5035	0.7096
No log	0.2718	28	0.5260	0.3662	0.5260	0.7252
No log	0.2913	30	0.8476	0.3726	0.8476	0.9206
No log	0.3107	32	0.8827	0.3411	0.8827	0.9395
No log	0.3301	34	0.6300	0.4151	0.6300	0.7937
No log	0.3495	36	0.5277	0.4076	0.5277	0.7264
No log	0.3689	38	0.4987	0.3775	0.4987	0.7062
No log	0.3883	40	0.4907	0.3775	0.4907	0.7005
No log	0.4078	42	0.5209	0.4719	0.5209	0.7217
No log	0.4272	44	0.6627	0.4930	0.6627	0.8141
No log	0.4466	46	0.5848	0.4837	0.5848	0.7647
No log	0.4660	48	0.4946	0.4153	0.4946	0.7033
No log	0.4854	50	0.5057	0.3956	0.5057	0.7111
No log	0.5049	52	0.4970	0.3647	0.4970	0.7050
No log	0.5243	54	0.4761	0.4414	0.4761	0.6900
No log	0.5437	56	0.4850	0.4348	0.4850	0.6964
No log	0.5631	58	0.4737	0.4680	0.4737	0.6882
No log	0.5825	60	0.4631	0.4253	0.4631	0.6805
No log	0.6019	62	0.5463	0.4371	0.5463	0.7391
No log	0.6214	64	0.6624	0.4682	0.6624	0.8139
No log	0.6408	66	0.6425	0.4356	0.6425	0.8016
No log	0.6602	68	0.5796	0.4475	0.5796	0.7613
No log	0.6796	70	0.5635	0.4484	0.5635	0.7507
No log	0.6990	72	0.5222	0.4733	0.5222	0.7227
No log	0.7184	74	0.4830	0.4703	0.4830	0.6950
No log	0.7379	76	0.5148	0.4406	0.5148	0.7175
No log	0.7573	78	0.4489	0.4644	0.4489	0.6700
No log	0.7767	80	0.5993	0.4263	0.5993	0.7742
No log	0.7961	82	0.7923	0.2537	0.7923	0.8901
No log	0.8155	84	0.5845	0.3838	0.5845	0.7646
No log	0.8350	86	0.4368	0.4636	0.4368	0.6609
No log	0.8544	88	0.5442	0.3859	0.5442	0.7377
No log	0.8738	90	0.6605	0.3923	0.6605	0.8127
No log	0.8932	92	0.6395	0.4318	0.6395	0.7997
No log	0.9126	94	0.5377	0.4817	0.5377	0.7333
No log	0.9320	96	0.4842	0.5398	0.4842	0.6958
No log	0.9515	98	0.5684	0.5387	0.5684	0.7539
No log	0.9709	100	0.5324	0.5644	0.5324	0.7296
No log	0.9903	102	0.5399	0.4951	0.5399	0.7348
No log	1.0097	104	0.6307	0.4974	0.6307	0.7942
No log	1.0291	106	0.6565	0.4373	0.6565	0.8102
No log	1.0485	108	0.5517	0.4831	0.5517	0.7428
No log	1.0680	110	0.4504	0.4035	0.4504	0.6711
No log	1.0874	112	0.4415	0.4377	0.4415	0.6644
No log	1.1068	114	0.4695	0.4446	0.4695	0.6852
No log	1.1262	116	0.4827	0.4244	0.4827	0.6947
No log	1.1456	118	0.4449	0.4145	0.4449	0.6670
No log	1.1650	120	0.4735	0.3947	0.4735	0.6881
No log	1.1845	122	0.5339	0.3917	0.5339	0.7307
No log	1.2039	124	0.4708	0.4471	0.4708	0.6861
No log	1.2233	126	0.4258	0.4544	0.4258	0.6526
No log	1.2427	128	0.4233	0.4544	0.4233	0.6506
No log	1.2621	130	0.4216	0.4304	0.4216	0.6493
No log	1.2816	132	0.4189	0.4502	0.4189	0.6472
No log	1.3010	134	0.4417	0.5126	0.4417	0.6646
No log	1.3204	136	0.4611	0.5266	0.4611	0.6790
No log	1.3398	138	0.4548	0.5452	0.4548	0.6744
No log	1.3592	140	0.4779	0.5516	0.4779	0.6913
No log	1.3786	142	0.5195	0.5527	0.5195	0.7208
No log	1.3981	144	0.5299	0.5352	0.5299	0.7279
No log	1.4175	146	0.5759	0.4488	0.5759	0.7589
No log	1.4369	148	0.5633	0.3705	0.5633	0.7505
No log	1.4563	150	0.5511	0.3580	0.5511	0.7424
No log	1.4757	152	0.5030	0.3843	0.5030	0.7092
No log	1.4951	154	0.4557	0.4487	0.4557	0.6751
No log	1.5146	156	0.4829	0.4344	0.4829	0.6949
No log	1.5340	158	0.5795	0.4219	0.5795	0.7612
No log	1.5534	160	0.5534	0.4306	0.5534	0.7439
No log	1.5728	162	0.4541	0.4613	0.4541	0.6739
No log	1.5922	164	0.4699	0.4983	0.4699	0.6855
No log	1.6117	166	0.5822	0.4998	0.5822	0.7630
No log	1.6311	168	0.5889	0.4978	0.5889	0.7674
No log	1.6505	170	0.5166	0.4880	0.5166	0.7188
No log	1.6699	172	0.4681	0.5547	0.4681	0.6842
No log	1.6893	174	0.4701	0.5691	0.4701	0.6857
No log	1.7087	176	0.4727	0.5996	0.4727	0.6875
No log	1.7282	178	0.4695	0.6129	0.4695	0.6852
No log	1.7476	180	0.4766	0.6269	0.4766	0.6904
No log	1.7670	182	0.4926	0.6311	0.4926	0.7019
No log	1.7864	184	0.4927	0.5933	0.4927	0.7019
No log	1.8058	186	0.4529	0.5788	0.4529	0.6729
No log	1.8252	188	0.4714	0.5221	0.4714	0.6866
No log	1.8447	190	0.4640	0.5027	0.4640	0.6811
No log	1.8641	192	0.4228	0.5794	0.4228	0.6502
No log	1.8835	194	0.3998	0.6024	0.3998	0.6323
No log	1.9029	196	0.4182	0.6238	0.4182	0.6467
No log	1.9223	198	0.5687	0.5276	0.5687	0.7541
No log	1.9417	200	0.6902	0.4773	0.6902	0.8308
No log	1.9612	202	0.5733	0.5553	0.5733	0.7571
No log	1.9806	204	0.4762	0.5555	0.4762	0.6901
No log	2.0	206	0.5390	0.5424	0.5390	0.7342
No log	2.0194	208	0.5248	0.5261	0.5248	0.7244
No log	2.0388	210	0.5668	0.5210	0.5668	0.7528
No log	2.0583	212	0.7687	0.4990	0.7687	0.8767
No log	2.0777	214	0.7288	0.4595	0.7288	0.8537
No log	2.0971	216	0.6527	0.4608	0.6527	0.8079
No log	2.1165	218	0.5186	0.5399	0.5186	0.7201
No log	2.1359	220	0.4255	0.5966	0.4255	0.6523
No log	2.1553	222	0.4087	0.6089	0.4087	0.6393
No log	2.1748	224	0.4461	0.6179	0.4461	0.6679
No log	2.1942	226	0.5835	0.5564	0.5835	0.7639
No log	2.2136	228	0.6898	0.4969	0.6898	0.8305
No log	2.2330	230	0.6877	0.4894	0.6877	0.8293
No log	2.2524	232	0.6078	0.5091	0.6078	0.7796
No log	2.2718	234	0.4936	0.5814	0.4936	0.7026
No log	2.2913	236	0.4548	0.5376	0.4548	0.6744
No log	2.3107	238	0.4416	0.5239	0.4416	0.6645
No log	2.3301	240	0.4282	0.5340	0.4282	0.6544
No log	2.3495	242	0.4190	0.4673	0.4190	0.6473
No log	2.3689	244	0.4204	0.4541	0.4204	0.6484
No log	2.3883	246	0.4246	0.5027	0.4246	0.6516
No log	2.4078	248	0.4143	0.5087	0.4143	0.6436
No log	2.4272	250	0.4247	0.5340	0.4247	0.6517
No log	2.4466	252	0.4552	0.5646	0.4552	0.6747
No log	2.4660	254	0.4527	0.5948	0.4527	0.6729
No log	2.4854	256	0.4429	0.6024	0.4429	0.6655
No log	2.5049	258	0.4387	0.6136	0.4387	0.6623
No log	2.5243	260	0.4425	0.6447	0.4425	0.6652
No log	2.5437	262	0.4825	0.5962	0.4825	0.6947
No log	2.5631	264	0.5852	0.5013	0.5852	0.7650
No log	2.5825	266	0.5223	0.5628	0.5223	0.7227
No log	2.6019	268	0.3965	0.6302	0.3965	0.6297
No log	2.6214	270	0.4111	0.5781	0.4111	0.6412
No log	2.6408	272	0.4112	0.5732	0.4112	0.6413
No log	2.6602	274	0.3771	0.6417	0.3771	0.6140
No log	2.6796	276	0.4028	0.6486	0.4028	0.6347
No log	2.6990	278	0.5933	0.5340	0.5933	0.7703
No log	2.7184	280	0.7559	0.4450	0.7559	0.8694
No log	2.7379	282	0.7006	0.4967	0.7006	0.8370
No log	2.7573	284	0.5110	0.5955	0.5110	0.7148
No log	2.7767	286	0.4190	0.6374	0.4190	0.6473
No log	2.7961	288	0.4044	0.6259	0.4044	0.6359
No log	2.8155	290	0.4486	0.5948	0.4486	0.6698
No log	2.8350	292	0.5414	0.5650	0.5414	0.7358
No log	2.8544	294	0.4599	0.5687	0.4599	0.6782
No log	2.8738	296	0.4308	0.6025	0.4308	0.6564
No log	2.8932	298	0.4559	0.5677	0.4559	0.6752
No log	2.9126	300	0.5492	0.5489	0.5492	0.7411
No log	2.9320	302	0.6273	0.5186	0.6273	0.7920
No log	2.9515	304	0.5376	0.5318	0.5376	0.7332
No log	2.9709	306	0.4394	0.6143	0.4394	0.6629
No log	2.9903	308	0.3633	0.6584	0.3633	0.6027
No log	3.0097	310	0.3788	0.5885	0.3788	0.6155
No log	3.0291	312	0.3592	0.6769	0.3592	0.5993
No log	3.0485	314	0.4566	0.5812	0.4566	0.6757
No log	3.0680	316	0.5107	0.5589	0.5107	0.7146
No log	3.0874	318	0.5050	0.5785	0.5050	0.7107
No log	3.1068	320	0.5074	0.5996	0.5074	0.7123
No log	3.1262	322	0.5726	0.5631	0.5726	0.7567
No log	3.1456	324	0.5228	0.5996	0.5228	0.7230
No log	3.1650	326	0.4275	0.6489	0.4275	0.6538
No log	3.1845	328	0.3925	0.6606	0.3925	0.6265
No log	3.2039	330	0.3680	0.6838	0.3680	0.6066
No log	3.2233	332	0.4149	0.6445	0.4149	0.6441
No log	3.2427	334	0.4998	0.5977	0.4998	0.7069
No log	3.2621	336	0.4046	0.5966	0.4046	0.6361
No log	3.2816	338	0.3572	0.6171	0.3572	0.5976
No log	3.3010	340	0.3714	0.6205	0.3714	0.6094
No log	3.3204	342	0.5143	0.6163	0.5143	0.7172
No log	3.3398	344	0.5388	0.5720	0.5388	0.7341
No log	3.3592	346	0.4437	0.6046	0.4437	0.6661
No log	3.3786	348	0.4702	0.5931	0.4702	0.6857
No log	3.3981	350	0.4573	0.5786	0.4573	0.6763
No log	3.4175	352	0.4483	0.5747	0.4483	0.6696
No log	3.4369	354	0.5090	0.5780	0.5090	0.7134
No log	3.4563	356	0.4985	0.5616	0.4985	0.7061
No log	3.4757	358	0.4105	0.6051	0.4105	0.6407
No log	3.4951	360	0.3968	0.5844	0.3968	0.6299
No log	3.5146	362	0.4265	0.5898	0.4265	0.6531
No log	3.5340	364	0.5009	0.6021	0.5009	0.7077
No log	3.5534	366	0.7859	0.4999	0.7859	0.8865
No log	3.5728	368	0.8508	0.4872	0.8508	0.9224
No log	3.5922	370	0.5711	0.5940	0.5711	0.7557
No log	3.6117	372	0.4033	0.5951	0.4033	0.6351
No log	3.6311	374	0.4023	0.5909	0.4023	0.6342
No log	3.6505	376	0.4765	0.5705	0.4765	0.6903
No log	3.6699	378	0.6173	0.5719	0.6173	0.7857
No log	3.6893	380	0.5371	0.5849	0.5371	0.7329
No log	3.7087	382	0.4636	0.5987	0.4636	0.6809
No log	3.7282	384	0.4120	0.6049	0.4120	0.6418
No log	3.7476	386	0.4674	0.6382	0.4674	0.6837
No log	3.7670	388	0.6172	0.5680	0.6172	0.7857
No log	3.7864	390	0.5964	0.5681	0.5964	0.7723
No log	3.8058	392	0.4643	0.5847	0.4643	0.6814
No log	3.8252	394	0.3582	0.6287	0.3582	0.5985
No log	3.8447	396	0.3807	0.5864	0.3807	0.6170
No log	3.8641	398	0.3737	0.5708	0.3737	0.6113
No log	3.8835	400	0.3461	0.5974	0.3461	0.5883
No log	3.9029	402	0.3537	0.6106	0.3537	0.5947
No log	3.9223	404	0.3634	0.6529	0.3634	0.6028
No log	3.9417	406	0.4039	0.6377	0.4039	0.6355
No log	3.9612	408	0.5245	0.5645	0.5245	0.7242
No log	3.9806	410	0.7394	0.4731	0.7394	0.8599
No log	4.0	412	0.7637	0.4776	0.7637	0.8739
No log	4.0194	414	0.5148	0.5878	0.5148	0.7175
No log	4.0388	416	0.3557	0.6264	0.3557	0.5964
No log	4.0583	418	0.4001	0.5931	0.4001	0.6326
No log	4.0777	420	0.3765	0.6176	0.3765	0.6136
No log	4.0971	422	0.4768	0.6527	0.4768	0.6905
No log	4.1165	424	0.8213	0.4822	0.8213	0.9063
No log	4.1359	426	1.0266	0.3799	1.0266	1.0132
No log	4.1553	428	0.8241	0.4323	0.8241	0.9078
No log	4.1748	430	0.4827	0.6048	0.4827	0.6948
No log	4.1942	432	0.4044	0.5949	0.4044	0.6359
No log	4.2136	434	0.4516	0.5718	0.4516	0.6720
No log	4.2330	436	0.4913	0.5557	0.4913	0.7009
No log	4.2524	438	0.5896	0.5477	0.5896	0.7679
No log	4.2718	440	0.5218	0.5828	0.5218	0.7224
No log	4.2913	442	0.4744	0.5882	0.4744	0.6888
No log	4.3107	444	0.4711	0.6237	0.4711	0.6863
No log	4.3301	446	0.4556	0.6479	0.4556	0.6750
No log	4.3495	448	0.4701	0.6278	0.4701	0.6857
No log	4.3689	450	0.5758	0.5788	0.5758	0.7588
No log	4.3883	452	0.4709	0.6108	0.4709	0.6862
No log	4.4078	454	0.3403	0.6403	0.3403	0.5833
No log	4.4272	456	0.3528	0.6364	0.3528	0.5940
No log	4.4466	458	0.3448	0.6296	0.3448	0.5872
No log	4.4660	460	0.3895	0.6652	0.3895	0.6241
No log	4.4854	462	0.4183	0.6682	0.4183	0.6468
No log	4.5049	464	0.4130	0.6710	0.4130	0.6426
No log	4.5243	466	0.3865	0.6639	0.3865	0.6217
No log	4.5437	468	0.4159	0.6468	0.4159	0.6449
No log	4.5631	470	0.5454	0.6164	0.5454	0.7385
No log	4.5825	472	0.5509	0.6086	0.5509	0.7422
No log	4.6019	474	0.4547	0.6084	0.4547	0.6743
No log	4.6214	476	0.4032	0.6348	0.4032	0.6350
No log	4.6408	478	0.4548	0.6445	0.4548	0.6744
No log	4.6602	480	0.7758	0.4733	0.7758	0.8808
No log	4.6796	482	1.0850	0.4193	1.0850	1.0416
No log	4.6990	484	0.9325	0.4602	0.9325	0.9656
No log	4.7184	486	0.6373	0.5362	0.6373	0.7983
No log	4.7379	488	0.5168	0.5481	0.5168	0.7189
No log	4.7573	490	0.5178	0.5592	0.5178	0.7196
No log	4.7767	492	0.4968	0.5860	0.4968	0.7049
No log	4.7961	494	0.4556	0.5677	0.4556	0.6750
No log	4.8155	496	0.4081	0.5432	0.4081	0.6388
No log	4.8350	498	0.3837	0.5788	0.3837	0.6194
0.5115	4.8544	500	0.4003	0.5411	0.4003	0.6327
0.5115	4.8738	502	0.4631	0.5547	0.4631	0.6805
0.5115	4.8932	504	0.5334	0.5562	0.5334	0.7304
0.5115	4.9126	506	0.4393	0.5941	0.4393	0.6628
0.5115	4.9320	508	0.4199	0.6006	0.4199	0.6480
0.5115	4.9515	510	0.4419	0.5781	0.4419	0.6648
0.5115	4.9709	512	0.4546	0.5897	0.4546	0.6742
0.5115	4.9903	514	0.4827	0.5908	0.4827	0.6948
0.5115	5.0097	516	0.5936	0.5579	0.5936	0.7705
0.5115	5.0291	518	0.5390	0.5836	0.5390	0.7341
0.5115	5.0485	520	0.4528	0.6117	0.4528	0.6729
0.5115	5.0680	522	0.4601	0.6044	0.4601	0.6783
0.5115	5.0874	524	0.5758	0.5850	0.5758	0.7588
0.5115	5.1068	526	0.8183	0.5129	0.8183	0.9046
0.5115	5.1262	528	0.7526	0.5311	0.7526	0.8675
0.5115	5.1456	530	0.6069	0.5409	0.6069	0.7790
0.5115	5.1650	532	0.4692	0.5816	0.4692	0.6850
0.5115	5.1845	534	0.3892	0.5983	0.3892	0.6239
0.5115	5.2039	536	0.3769	0.6027	0.3769	0.6139
0.5115	5.2233	538	0.3577	0.6112	0.3577	0.5981
0.5115	5.2427	540	0.3518	0.5996	0.3518	0.5932
0.5115	5.2621	542	0.3824	0.6280	0.3824	0.6184
0.5115	5.2816	544	0.4423	0.6042	0.4423	0.6650
0.5115	5.3010	546	0.6329	0.5375	0.6329	0.7956
0.5115	5.3204	548	0.6813	0.5300	0.6813	0.8254
0.5115	5.3398	550	0.5191	0.6048	0.5191	0.7205
0.5115	5.3592	552	0.4380	0.6549	0.4380	0.6619
0.5115	5.3786	554	0.4084	0.6028	0.4084	0.6391
0.5115	5.3981	556	0.4115	0.5953	0.4115	0.6415
0.5115	5.4175	558	0.4102	0.5722	0.4102	0.6405
0.5115	5.4369	560	0.4030	0.5859	0.4030	0.6349
0.5115	5.4563	562	0.4039	0.6158	0.4039	0.6355
0.5115	5.4757	564	0.3768	0.5879	0.3768	0.6138
0.5115	5.4951	566	0.3704	0.5869	0.3704	0.6086
0.5115	5.5146	568	0.3912	0.6030	0.3912	0.6254
0.5115	5.5340	570	0.4386	0.5993	0.4386	0.6623
0.5115	5.5534	572	0.6797	0.5565	0.6797	0.8244
0.5115	5.5728	574	0.8181	0.4966	0.8181	0.9045
0.5115	5.5922	576	0.6598	0.5634	0.6598	0.8123
0.5115	5.6117	578	0.5045	0.6010	0.5045	0.7103
0.5115	5.6311	580	0.4974	0.6118	0.4974	0.7053
0.5115	5.6505	582	0.4594	0.5939	0.4594	0.6778
0.5115	5.6699	584	0.4586	0.6098	0.4586	0.6772
0.5115	5.6893	586	0.4911	0.5900	0.4911	0.7008
0.5115	5.7087	588	0.4495	0.6023	0.4495	0.6705
0.5115	5.7282	590	0.4326	0.5902	0.4326	0.6577
0.5115	5.7476	592	0.4621	0.6031	0.4621	0.6798
0.5115	5.7670	594	0.4257	0.5932	0.4257	0.6524
0.5115	5.7864	596	0.4372	0.6069	0.4372	0.6612
0.5115	5.8058	598	0.4923	0.6007	0.4923	0.7016
0.5115	5.8252	600	0.5862	0.5608	0.5862	0.7657
0.5115	5.8447	602	0.5380	0.5815	0.5380	0.7335
0.5115	5.8641	604	0.5454	0.5889	0.5454	0.7385
0.5115	5.8835	606	0.5202	0.5704	0.5202	0.7212
0.5115	5.9029	608	0.6002	0.5340	0.6002	0.7748
0.5115	5.9223	610	0.5468	0.5218	0.5468	0.7394
0.5115	5.9417	612	0.4974	0.5562	0.4974	0.7052
0.5115	5.9612	614	0.4656	0.5887	0.4656	0.6824
0.5115	5.9806	616	0.4518	0.5830	0.4518	0.6722
0.5115	6.0	618	0.5078	0.5462	0.5078	0.7126
0.5115	6.0194	620	0.7051	0.4803	0.7051	0.8397
0.5115	6.0388	622	0.8500	0.4461	0.8500	0.9219
0.5115	6.0583	624	0.7028	0.4794	0.7028	0.8383
0.5115	6.0777	626	0.4424	0.5955	0.4424	0.6651
0.5115	6.0971	628	0.3968	0.6322	0.3968	0.6299
0.5115	6.1165	630	0.4158	0.6399	0.4158	0.6448
0.5115	6.1359	632	0.5222	0.5664	0.5222	0.7226
0.5115	6.1553	634	0.5977	0.5331	0.5977	0.7731
0.5115	6.1748	636	0.6877	0.5358	0.6877	0.8293
0.5115	6.1942	638	0.6842	0.5488	0.6842	0.8272
0.5115	6.2136	640	0.4620	0.6035	0.4620	0.6797
0.5115	6.2330	642	0.4160	0.6091	0.4160	0.6450
0.5115	6.2524	644	0.4362	0.6065	0.4362	0.6604
0.5115	6.2718	646	0.4822	0.5687	0.4822	0.6944
0.5115	6.2913	648	0.4072	0.6017	0.4072	0.6381
0.5115	6.3107	650	0.4104	0.6098	0.4104	0.6406
0.5115	6.3301	652	0.5857	0.5764	0.5857	0.7653
0.5115	6.3495	654	0.7160	0.5367	0.7160	0.8462
0.5115	6.3689	656	0.6074	0.5868	0.6074	0.7794
0.5115	6.3883	658	0.4329	0.6050	0.4329	0.6580
0.5115	6.4078	660	0.4726	0.6113	0.4726	0.6875
0.5115	6.4272	662	0.4499	0.6033	0.4499	0.6707
0.5115	6.4466	664	0.6721	0.5916	0.6721	0.8198
0.5115	6.4660	666	0.8818	0.5245	0.8818	0.9390
0.5115	6.4854	668	0.7006	0.5345	0.7006	0.8370
0.5115	6.5049	670	0.4697	0.5731	0.4697	0.6854
0.5115	6.5243	672	0.4002	0.6006	0.4002	0.6326
0.5115	6.5437	674	0.3867	0.5812	0.3867	0.6219
0.5115	6.5631	676	0.4245	0.5810	0.4245	0.6515
0.5115	6.5825	678	0.5301	0.5259	0.5301	0.7281
0.5115	6.6019	680	0.5653	0.5411	0.5653	0.7519
0.5115	6.6214	682	0.5574	0.5525	0.5574	0.7466
0.5115	6.6408	684	0.5218	0.6181	0.5218	0.7223
0.5115	6.6602	686	0.4518	0.6182	0.4518	0.6722
0.5115	6.6796	688	0.4280	0.6049	0.4280	0.6542
0.5115	6.6990	690	0.4561	0.6126	0.4561	0.6753
0.5115	6.7184	692	0.5108	0.5749	0.5108	0.7147
0.5115	6.7379	694	0.5879	0.5449	0.5879	0.7668
0.5115	6.7573	696	0.5645	0.5712	0.5645	0.7513
0.5115	6.7767	698	0.4802	0.5805	0.4802	0.6929
0.5115	6.7961	700	0.4487	0.5912	0.4487	0.6698
0.5115	6.8155	702	0.5258	0.5588	0.5258	0.7251
0.5115	6.8350	704	0.5683	0.5430	0.5683	0.7538
0.5115	6.8544	706	0.6200	0.5307	0.6200	0.7874
0.5115	6.8738	708	0.5301	0.5674	0.5301	0.7281
0.5115	6.8932	710	0.5080	0.5739	0.5080	0.7127
0.5115	6.9126	712	0.6302	0.5381	0.6302	0.7938
0.5115	6.9320	714	0.8319	0.4641	0.8319	0.9121
0.5115	6.9515	716	0.7997	0.5038	0.7997	0.8942
0.5115	6.9709	718	0.6363	0.5528	0.6363	0.7977
0.5115	6.9903	720	0.4597	0.5751	0.4597	0.6780
0.5115	7.0097	722	0.4175	0.5898	0.4175	0.6462
0.5115	7.0291	724	0.3881	0.5875	0.3881	0.6230
0.5115	7.0485	726	0.4515	0.5573	0.4515	0.6719
0.5115	7.0680	728	0.6428	0.5068	0.6428	0.8017
0.5115	7.0874	730	0.7617	0.4573	0.7617	0.8728
0.5115	7.1068	732	0.6540	0.5211	0.6540	0.8087
0.5115	7.1262	734	0.4518	0.6067	0.4518	0.6722
0.5115	7.1456	736	0.3955	0.6130	0.3955	0.6289
0.5115	7.1650	738	0.4533	0.5802	0.4533	0.6733
0.5115	7.1845	740	0.4130	0.5971	0.4130	0.6427
0.5115	7.2039	742	0.4467	0.6374	0.4467	0.6683
0.5115	7.2233	744	0.7139	0.5326	0.7139	0.8449
0.5115	7.2427	746	0.7641	0.5197	0.7641	0.8741
0.5115	7.2621	748	0.5809	0.5412	0.5809	0.7622
0.5115	7.2816	750	0.4169	0.6034	0.4169	0.6457
0.5115	7.3010	752	0.3838	0.6060	0.3838	0.6195
0.5115	7.3204	754	0.3949	0.6031	0.3949	0.6284
0.5115	7.3398	756	0.4564	0.5873	0.4564	0.6756
0.5115	7.3592	758	0.5781	0.5401	0.5781	0.7603
0.5115	7.3786	760	0.6824	0.5250	0.6824	0.8260
0.5115	7.3981	762	0.6771	0.5441	0.6771	0.8228
0.5115	7.4175	764	0.6242	0.5422	0.6242	0.7901
0.5115	7.4369	766	0.5950	0.5614	0.5950	0.7713
0.5115	7.4563	768	0.7170	0.5343	0.7170	0.8468
0.5115	7.4757	770	0.7155	0.5264	0.7155	0.8459
0.5115	7.4951	772	0.5187	0.5629	0.5187	0.7202
0.5115	7.5146	774	0.4451	0.6031	0.4451	0.6672
0.5115	7.5340	776	0.5265	0.5791	0.5265	0.7256
0.5115	7.5534	778	0.7094	0.5307	0.7094	0.8422
0.5115	7.5728	780	0.7516	0.5327	0.7516	0.8669
0.5115	7.5922	782	0.5858	0.5950	0.5858	0.7654
0.5115	7.6117	784	0.5069	0.6252	0.5069	0.7119
0.5115	7.6311	786	0.4917	0.6172	0.4917	0.7012
0.5115	7.6505	788	0.5081	0.6144	0.5081	0.7128
0.5115	7.6699	790	0.5747	0.5543	0.5747	0.7581
0.5115	7.6893	792	0.5962	0.5543	0.5962	0.7722
0.5115	7.7087	794	0.4627	0.5564	0.4627	0.6802
0.5115	7.7282	796	0.4119	0.5825	0.4119	0.6418
0.5115	7.7476	798	0.4256	0.6115	0.4256	0.6524
0.5115	7.7670	800	0.5148	0.5394	0.5148	0.7175
0.5115	7.7864	802	0.6319	0.5487	0.6319	0.7949
0.5115	7.8058	804	0.6129	0.5569	0.6129	0.7829
0.5115	7.8252	806	0.4796	0.5658	0.4796	0.6926
0.5115	7.8447	808	0.4071	0.5971	0.4071	0.6380
0.5115	7.8641	810	0.3858	0.6174	0.3858	0.6211
0.5115	7.8835	812	0.3806	0.5956	0.3806	0.6169
0.5115	7.9029	814	0.4711	0.5800	0.4711	0.6864
0.5115	7.9223	816	0.6355	0.5401	0.6355	0.7972
0.5115	7.9417	818	0.5802	0.5516	0.5802	0.7617
0.5115	7.9612	820	0.4144	0.6048	0.4144	0.6438
0.5115	7.9806	822	0.3665	0.5710	0.3665	0.6054
0.5115	8.0	824	0.3786	0.5673	0.3786	0.6153
0.5115	8.0194	826	0.3847	0.6057	0.3847	0.6202
0.5115	8.0388	828	0.5141	0.6002	0.5141	0.7170
0.5115	8.0583	830	0.6442	0.5315	0.6442	0.8026
0.5115	8.0777	832	0.5767	0.5775	0.5767	0.7594
0.5115	8.0971	834	0.4958	0.5887	0.4958	0.7041
0.5115	8.1165	836	0.4533	0.5910	0.4533	0.6733
0.5115	8.1359	838	0.4458	0.5926	0.4458	0.6677
0.5115	8.1553	840	0.4356	0.5980	0.4356	0.6600
0.5115	8.1748	842	0.4462	0.6027	0.4462	0.6680
0.5115	8.1942	844	0.4503	0.6036	0.4503	0.6710
0.5115	8.2136	846	0.5397	0.5827	0.5397	0.7347
0.5115	8.2330	848	0.5493	0.5960	0.5493	0.7411
0.5115	8.2524	850	0.5815	0.6061	0.5815	0.7626
0.5115	8.2718	852	0.5227	0.6193	0.5227	0.7230
0.5115	8.2913	854	0.4501	0.6391	0.4501	0.6709
0.5115	8.3107	856	0.4211	0.6465	0.4211	0.6489
0.5115	8.3301	858	0.4675	0.6118	0.4675	0.6837
0.5115	8.3495	860	0.4833	0.6175	0.4833	0.6952
0.5115	8.3689	862	0.5115	0.6019	0.5115	0.7152
0.5115	8.3883	864	0.5260	0.6033	0.5260	0.7253
0.5115	8.4078	866	0.4626	0.6024	0.4626	0.6801
0.5115	8.4272	868	0.4350	0.6284	0.4350	0.6595
0.5115	8.4466	870	0.4250	0.6261	0.4250	0.6519
0.5115	8.4660	872	0.4474	0.6357	0.4474	0.6689
0.5115	8.4854	874	0.5195	0.6008	0.5195	0.7207
0.5115	8.5049	876	0.6338	0.5765	0.6338	0.7961
0.5115	8.5243	878	0.6414	0.5746	0.6414	0.8009
0.5115	8.5437	880	0.5934	0.5707	0.5934	0.7703
0.5115	8.5631	882	0.4409	0.6284	0.4409	0.6640
0.5115	8.5825	884	0.3916	0.6215	0.3916	0.6258
0.5115	8.6019	886	0.3781	0.6147	0.3781	0.6149
0.5115	8.6214	888	0.3912	0.6236	0.3912	0.6254
0.5115	8.6408	890	0.4362	0.6060	0.4362	0.6604
0.5115	8.6602	892	0.4493	0.6221	0.4493	0.6703
0.5115	8.6796	894	0.4555	0.6340	0.4555	0.6749
0.5115	8.6990	896	0.5226	0.5966	0.5226	0.7229
0.5115	8.7184	898	0.5779	0.5908	0.5779	0.7602
0.5115	8.7379	900	0.4910	0.5981	0.4910	0.7007
0.5115	8.7573	902	0.4269	0.6051	0.4269	0.6534
0.5115	8.7767	904	0.3918	0.6389	0.3918	0.6260
0.5115	8.7961	906	0.4173	0.6045	0.4173	0.6460
0.5115	8.8155	908	0.4273	0.6010	0.4273	0.6537
0.5115	8.8350	910	0.4057	0.6073	0.4057	0.6370
0.5115	8.8544	912	0.4221	0.6024	0.4221	0.6497
0.5115	8.8738	914	0.5375	0.5989	0.5375	0.7331
0.5115	8.8932	916	0.6362	0.5737	0.6362	0.7977
0.5115	8.9126	918	0.5755	0.5680	0.5755	0.7586
0.5115	8.9320	920	0.4662	0.5976	0.4662	0.6828
0.5115	8.9515	922	0.3862	0.6376	0.3862	0.6214
0.5115	8.9709	924	0.3815	0.6523	0.3815	0.6176
0.5115	8.9903	926	0.4325	0.6038	0.4325	0.6577
0.5115	9.0097	928	0.5323	0.5784	0.5323	0.7296
0.5115	9.0291	930	0.4747	0.5887	0.4747	0.6890
0.5115	9.0485	932	0.4233	0.6189	0.4233	0.6506
0.5115	9.0680	934	0.4508	0.5958	0.4508	0.6714
0.5115	9.0874	936	0.4938	0.5467	0.4938	0.7027
0.5115	9.1068	938	0.4847	0.5684	0.4847	0.6962
0.5115	9.1262	940	0.4079	0.6190	0.4079	0.6386
0.5115	9.1456	942	0.4070	0.6182	0.4070	0.6380
0.5115	9.1650	944	0.4287	0.6039	0.4287	0.6548
0.5115	9.1845	946	0.4662	0.5834	0.4662	0.6828
0.5115	9.2039	948	0.5917	0.5709	0.5917	0.7692
0.5115	9.2233	950	0.7178	0.5396	0.7178	0.8472
0.5115	9.2427	952	0.6353	0.5617	0.6353	0.7971
0.5115	9.2621	954	0.4831	0.5943	0.4831	0.6951
0.5115	9.2816	956	0.4358	0.6462	0.4358	0.6602
0.5115	9.3010	958	0.4717	0.6051	0.4717	0.6868
0.5115	9.3204	960	0.6717	0.5446	0.6717	0.8196
0.5115	9.3398	962	0.7363	0.5461	0.7363	0.8581
0.5115	9.3592	964	0.5930	0.5742	0.5930	0.7700
0.5115	9.3786	966	0.5085	0.5978	0.5085	0.7131
0.5115	9.3981	968	0.4655	0.5997	0.4655	0.6823
0.5115	9.4175	970	0.4671	0.6027	0.4671	0.6834
0.5115	9.4369	972	0.5405	0.5845	0.5405	0.7352
0.5115	9.4563	974	0.7365	0.5227	0.7365	0.8582
0.5115	9.4757	976	0.7642	0.4968	0.7642	0.8742
0.5115	9.4951	978	0.5685	0.5620	0.5685	0.7540
0.5115	9.5146	980	0.4129	0.5680	0.4129	0.6426
0.5115	9.5340	982	0.3722	0.5934	0.3722	0.6101
0.5115	9.5534	984	0.3690	0.5830	0.3690	0.6075
0.5115	9.5728	986	0.3668	0.5963	0.3668	0.6057
0.5115	9.5922	988	0.4072	0.6333	0.4072	0.6381
0.5115	9.6117	990	0.4844	0.6001	0.4844	0.6960
0.5115	9.6311	992	0.6604	0.5384	0.6604	0.8126
0.5115	9.6505	994	0.7224	0.5337	0.7224	0.8499
0.5115	9.6699	996	0.5814	0.5683	0.5814	0.7625
0.5115	9.6893	998	0.4250	0.6550	0.4250	0.6519
0.1452	9.7087	1000	0.4010	0.6439	0.4010	0.6332
0.1452	9.7282	1002	0.3884	0.6523	0.3884	0.6232
0.1452	9.7476	1004	0.4133	0.6308	0.4133	0.6429
0.1452	9.7670	1006	0.5016	0.5671	0.5016	0.7083
0.1452	9.7864	1008	0.4483	0.5856	0.4483	0.6695
0.1452	9.8058	1010	0.3669	0.6118	0.3669	0.6057
0.1452	9.8252	1012	0.3504	0.6282	0.3504	0.5919

Framework versions

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