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MayBashendy/Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask2_development

sourceHugging Faceupdated 2y agoView on Hugging Face

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ArabicCrossPromptFineTuningAraBERTnoAugTestTask2_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: 0.4684
—Qwk: 0.5628
—Mse: 0.4684
—Rmse: 0.6844

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	0.0213	2	3.4526	0.0232	3.4526	1.8581
No log	0.0426	4	2.5847	0.0474	2.5847	1.6077
No log	0.0638	6	1.0363	0.1292	1.0363	1.0180
No log	0.0851	8	0.6277	0.2594	0.6277	0.7923
No log	0.1064	10	0.6526	0.2382	0.6526	0.8078
No log	0.1277	12	0.6278	0.2191	0.6278	0.7924
No log	0.1489	14	0.5955	0.2842	0.5955	0.7717
No log	0.1702	16	0.5924	0.2817	0.5924	0.7696
No log	0.1915	18	0.6787	0.2202	0.6787	0.8238
No log	0.2128	20	0.6592	0.2605	0.6592	0.8119
No log	0.2340	22	0.6607	0.2485	0.6607	0.8128
No log	0.2553	24	0.5976	0.3110	0.5976	0.7731
No log	0.2766	26	0.5816	0.3540	0.5816	0.7626
No log	0.2979	28	0.5514	0.4292	0.5514	0.7425
No log	0.3191	30	0.5944	0.4593	0.5944	0.7710
No log	0.3404	32	0.6123	0.4738	0.6123	0.7825
No log	0.3617	34	0.5846	0.4858	0.5846	0.7646
No log	0.3830	36	0.5600	0.4350	0.5600	0.7483
No log	0.4043	38	0.5780	0.3886	0.5780	0.7602
No log	0.4255	40	0.6345	0.3205	0.6345	0.7966
No log	0.4468	42	0.7145	0.2605	0.7145	0.8453
No log	0.4681	44	0.6695	0.2891	0.6695	0.8182
No log	0.4894	46	0.6315	0.3122	0.6315	0.7946
No log	0.5106	48	0.6534	0.3003	0.6534	0.8083
No log	0.5319	50	0.6061	0.3478	0.6061	0.7785
No log	0.5532	52	0.6070	0.3589	0.6070	0.7791
No log	0.5745	54	0.5636	0.4295	0.5636	0.7507
No log	0.5957	56	0.5674	0.4151	0.5674	0.7533
No log	0.6170	58	0.5535	0.3768	0.5535	0.7440
No log	0.6383	60	0.5882	0.3457	0.5882	0.7670
No log	0.6596	62	0.5332	0.3783	0.5332	0.7302
No log	0.6809	64	0.4978	0.4667	0.4978	0.7056
No log	0.7021	66	0.4986	0.4727	0.4986	0.7061
No log	0.7234	68	0.5346	0.4870	0.5346	0.7311
No log	0.7447	70	0.6376	0.4147	0.6376	0.7985
No log	0.7660	72	0.7796	0.3301	0.7796	0.8829
No log	0.7872	74	0.7357	0.4431	0.7357	0.8577
No log	0.8085	76	0.6402	0.4732	0.6402	0.8001
No log	0.8298	78	0.6295	0.4693	0.6295	0.7934
No log	0.8511	80	0.6925	0.4713	0.6925	0.8322
No log	0.8723	82	0.6549	0.4580	0.6549	0.8093
No log	0.8936	84	0.5772	0.5262	0.5772	0.7597
No log	0.9149	86	0.5651	0.5220	0.5651	0.7518
No log	0.9362	88	0.5914	0.5299	0.5914	0.7690
No log	0.9574	90	0.5778	0.5175	0.5778	0.7601
No log	0.9787	92	0.5535	0.5313	0.5535	0.7440
No log	1.0	94	0.5272	0.5681	0.5272	0.7261
No log	1.0213	96	0.4970	0.5409	0.4970	0.7050
No log	1.0426	98	0.4852	0.5237	0.4852	0.6966
No log	1.0638	100	0.5340	0.3582	0.5340	0.7307
No log	1.0851	102	0.5929	0.2929	0.5929	0.7700
No log	1.1064	104	0.5976	0.2946	0.5976	0.7731
No log	1.1277	106	0.5446	0.4019	0.5446	0.7380
No log	1.1489	108	0.4844	0.4077	0.4844	0.6960
No log	1.1702	110	0.4300	0.5319	0.4300	0.6557
No log	1.1915	112	0.4355	0.5640	0.4355	0.6599
No log	1.2128	114	0.4384	0.4965	0.4384	0.6621
No log	1.2340	116	0.4709	0.3771	0.4709	0.6863
No log	1.2553	118	0.4857	0.3970	0.4857	0.6969
No log	1.2766	120	0.5370	0.3932	0.5370	0.7328
No log	1.2979	122	0.5255	0.4545	0.5255	0.7249
No log	1.3191	124	0.5337	0.4606	0.5337	0.7306
No log	1.3404	126	0.5006	0.5194	0.5006	0.7076
No log	1.3617	128	0.4942	0.5736	0.4942	0.7030
No log	1.3830	130	0.5414	0.4800	0.5414	0.7358
No log	1.4043	132	0.5646	0.4425	0.5646	0.7514
No log	1.4255	134	0.5796	0.3226	0.5796	0.7613
No log	1.4468	136	0.5563	0.3841	0.5563	0.7459
No log	1.4681	138	0.5138	0.4220	0.5138	0.7168
No log	1.4894	140	0.4553	0.5006	0.4553	0.6747
No log	1.5106	142	0.4534	0.5168	0.4534	0.6733
No log	1.5319	144	0.5363	0.5586	0.5363	0.7324
No log	1.5532	146	0.6381	0.5210	0.6381	0.7988
No log	1.5745	148	0.6531	0.5272	0.6531	0.8082
No log	1.5957	150	0.7218	0.4777	0.7218	0.8496
No log	1.6170	152	0.7591	0.4635	0.7591	0.8713
No log	1.6383	154	0.7659	0.4618	0.7659	0.8752
No log	1.6596	156	0.5897	0.5500	0.5897	0.7679
No log	1.6809	158	0.4926	0.5194	0.4926	0.7018
No log	1.7021	160	0.5014	0.5251	0.5014	0.7081
No log	1.7234	162	0.4874	0.5414	0.4874	0.6982
No log	1.7447	164	0.5149	0.4514	0.5149	0.7175
No log	1.7660	166	0.5565	0.4511	0.5565	0.7460
No log	1.7872	168	0.5718	0.4461	0.5718	0.7562
No log	1.8085	170	0.5121	0.4840	0.5121	0.7156
No log	1.8298	172	0.4423	0.5243	0.4423	0.6651
No log	1.8511	174	0.4600	0.5281	0.4600	0.6783
No log	1.8723	176	0.5547	0.4928	0.5547	0.7448
No log	1.8936	178	0.7627	0.3725	0.7627	0.8733
No log	1.9149	180	0.7879	0.3763	0.7879	0.8876
No log	1.9362	182	0.8064	0.4041	0.8064	0.8980
No log	1.9574	184	0.7147	0.4890	0.7147	0.8454
No log	1.9787	186	0.5466	0.5513	0.5466	0.7393
No log	2.0	188	0.4469	0.5857	0.4469	0.6685
No log	2.0213	190	0.4310	0.5673	0.4310	0.6565
No log	2.0426	192	0.4364	0.5302	0.4364	0.6606
No log	2.0638	194	0.4610	0.4893	0.4610	0.6790
No log	2.0851	196	0.5352	0.4594	0.5352	0.7316
No log	2.1064	198	0.7045	0.4589	0.7045	0.8393
No log	2.1277	200	0.6068	0.4653	0.6068	0.7789
No log	2.1489	202	0.4866	0.5413	0.4866	0.6975
No log	2.1702	204	0.4562	0.5541	0.4562	0.6754
No log	2.1915	206	0.4743	0.5493	0.4743	0.6887
No log	2.2128	208	0.4902	0.5759	0.4902	0.7001
No log	2.2340	210	0.4613	0.5871	0.4613	0.6792
No log	2.2553	212	0.6519	0.5489	0.6519	0.8074
No log	2.2766	214	0.8179	0.4354	0.8179	0.9044
No log	2.2979	216	0.7768	0.4882	0.7768	0.8814
No log	2.3191	218	0.6515	0.5912	0.6515	0.8072
No log	2.3404	220	0.5920	0.6138	0.5920	0.7694
No log	2.3617	222	0.5598	0.5909	0.5598	0.7482
No log	2.3830	224	0.6170	0.5416	0.6170	0.7855
No log	2.4043	226	0.6112	0.4412	0.6112	0.7818
No log	2.4255	228	0.5428	0.4202	0.5428	0.7367
No log	2.4468	230	0.4809	0.4853	0.4809	0.6935
No log	2.4681	232	0.4502	0.5215	0.4502	0.6709
No log	2.4894	234	0.4492	0.5632	0.4492	0.6702
No log	2.5106	236	0.4533	0.5361	0.4533	0.6733
No log	2.5319	238	0.4558	0.5464	0.4558	0.6751
No log	2.5532	240	0.6812	0.4101	0.6812	0.8253
No log	2.5745	242	0.8476	0.3577	0.8476	0.9206
No log	2.5957	244	0.8265	0.3891	0.8265	0.9091
No log	2.6170	246	0.6213	0.5069	0.6213	0.7882
No log	2.6383	248	0.4678	0.5521	0.4678	0.6839
No log	2.6596	250	0.4589	0.5932	0.4589	0.6774
No log	2.6809	252	0.5031	0.5740	0.5031	0.7093
No log	2.7021	254	0.6701	0.4732	0.6701	0.8186
No log	2.7234	256	0.8002	0.4573	0.8002	0.8945
No log	2.7447	258	0.7441	0.4814	0.7441	0.8626
No log	2.7660	260	0.5712	0.5601	0.5712	0.7558
No log	2.7872	262	0.5477	0.5792	0.5477	0.7401
No log	2.8085	264	0.6035	0.5409	0.6035	0.7768
No log	2.8298	266	0.7726	0.4256	0.7726	0.8790
No log	2.8511	268	0.8900	0.4245	0.8900	0.9434
No log	2.8723	270	0.8560	0.4228	0.8560	0.9252
No log	2.8936	272	0.6815	0.4351	0.6815	0.8255
No log	2.9149	274	0.4930	0.5218	0.4930	0.7022
No log	2.9362	276	0.4430	0.5266	0.4430	0.6656
No log	2.9574	278	0.4417	0.5466	0.4417	0.6646
No log	2.9787	280	0.4399	0.5276	0.4399	0.6633
No log	3.0	282	0.4453	0.5024	0.4453	0.6673
No log	3.0213	284	0.4738	0.4420	0.4738	0.6884
No log	3.0426	286	0.4874	0.4407	0.4874	0.6981
No log	3.0638	288	0.4961	0.4893	0.4961	0.7043
No log	3.0851	290	0.4637	0.5525	0.4637	0.6809
No log	3.1064	292	0.4546	0.5788	0.4546	0.6742
No log	3.1277	294	0.4600	0.6195	0.4600	0.6782
No log	3.1489	296	0.5311	0.6201	0.5311	0.7288
No log	3.1702	298	0.7221	0.4853	0.7221	0.8497
No log	3.1915	300	0.8401	0.3957	0.8401	0.9165
No log	3.2128	302	0.7627	0.4143	0.7627	0.8733
No log	3.2340	304	0.6191	0.5564	0.6191	0.7868
No log	3.2553	306	0.4787	0.5730	0.4787	0.6919
No log	3.2766	308	0.4616	0.5809	0.4616	0.6794
No log	3.2979	310	0.4621	0.5903	0.4621	0.6798
No log	3.3191	312	0.4926	0.5507	0.4926	0.7019
No log	3.3404	314	0.6621	0.4277	0.6621	0.8137
No log	3.3617	316	0.7633	0.4397	0.7633	0.8737
No log	3.3830	318	0.7237	0.4458	0.7237	0.8507
No log	3.4043	320	0.5310	0.5282	0.5310	0.7287
No log	3.4255	322	0.4891	0.5612	0.4891	0.6993
No log	3.4468	324	0.4999	0.5802	0.4999	0.7071
No log	3.4681	326	0.4969	0.5844	0.4969	0.7049
No log	3.4894	328	0.6033	0.5116	0.6033	0.7767
No log	3.5106	330	0.6015	0.5191	0.6015	0.7756
No log	3.5319	332	0.6478	0.4842	0.6478	0.8048
No log	3.5532	334	0.7473	0.4734	0.7473	0.8645
No log	3.5745	336	0.6505	0.5095	0.6505	0.8065
No log	3.5957	338	0.4917	0.6033	0.4917	0.7012
No log	3.6170	340	0.4397	0.6405	0.4397	0.6631
No log	3.6383	342	0.5104	0.6129	0.5104	0.7144
No log	3.6596	344	0.4538	0.5835	0.4538	0.6737
No log	3.6809	346	0.4074	0.5997	0.4074	0.6383
No log	3.7021	348	0.4855	0.5143	0.4855	0.6968
No log	3.7234	350	0.4950	0.5060	0.4950	0.7035
No log	3.7447	352	0.4372	0.5271	0.4372	0.6612
No log	3.7660	354	0.4101	0.5182	0.4101	0.6404
No log	3.7872	356	0.3960	0.5802	0.3960	0.6293
No log	3.8085	358	0.4032	0.6059	0.4032	0.6350
No log	3.8298	360	0.4523	0.6038	0.4523	0.6726
No log	3.8511	362	0.5322	0.5951	0.5322	0.7295
No log	3.8723	364	0.6079	0.5672	0.6079	0.7797
No log	3.8936	366	0.6190	0.5762	0.6190	0.7868
No log	3.9149	368	0.5545	0.6175	0.5545	0.7447
No log	3.9362	370	0.5033	0.6617	0.5033	0.7094
No log	3.9574	372	0.4865	0.6634	0.4865	0.6975
No log	3.9787	374	0.4616	0.6412	0.4616	0.6794
No log	4.0	376	0.5284	0.5719	0.5284	0.7269
No log	4.0213	378	0.7054	0.4617	0.7054	0.8399
No log	4.0426	380	0.6816	0.4370	0.6816	0.8256
No log	4.0638	382	0.5327	0.5138	0.5327	0.7299
No log	4.0851	384	0.4413	0.5098	0.4413	0.6643
No log	4.1064	386	0.4464	0.5086	0.4464	0.6681
No log	4.1277	388	0.4877	0.4920	0.4877	0.6983
No log	4.1489	390	0.5479	0.5419	0.5479	0.7402
No log	4.1702	392	0.6256	0.5148	0.6256	0.7909
No log	4.1915	394	0.5829	0.5473	0.5829	0.7634
No log	4.2128	396	0.5039	0.5908	0.5039	0.7098
No log	4.2340	398	0.4430	0.6244	0.4430	0.6656
No log	4.2553	400	0.4384	0.5893	0.4384	0.6621
No log	4.2766	402	0.4798	0.6282	0.4798	0.6926
No log	4.2979	404	0.6080	0.5619	0.6080	0.7797
No log	4.3191	406	0.8779	0.4757	0.8779	0.9370
No log	4.3404	408	0.9805	0.4170	0.9805	0.9902
No log	4.3617	410	0.8192	0.4772	0.8192	0.9051
No log	4.3830	412	0.5234	0.5765	0.5234	0.7235
No log	4.4043	414	0.4243	0.5705	0.4243	0.6514
No log	4.4255	416	0.4023	0.5820	0.4023	0.6342
No log	4.4468	418	0.4303	0.5805	0.4303	0.6560
No log	4.4681	420	0.6369	0.4752	0.6369	0.7980
No log	4.4894	422	0.8783	0.4269	0.8783	0.9372
No log	4.5106	424	0.8713	0.4405	0.8713	0.9334
No log	4.5319	426	0.6701	0.5026	0.6701	0.8186
No log	4.5532	428	0.4708	0.5517	0.4708	0.6862
No log	4.5745	430	0.4308	0.5828	0.4308	0.6564
No log	4.5957	432	0.4775	0.5594	0.4775	0.6910
No log	4.6170	434	0.4384	0.5267	0.4384	0.6621
No log	4.6383	436	0.4269	0.5607	0.4269	0.6534
No log	4.6596	438	0.6101	0.5244	0.6101	0.7811
No log	4.6809	440	0.7866	0.4184	0.7866	0.8869
No log	4.7021	442	0.7681	0.3493	0.7681	0.8764
No log	4.7234	444	0.6368	0.4070	0.6368	0.7980
No log	4.7447	446	0.4926	0.5065	0.4926	0.7018
No log	4.7660	448	0.4014	0.5672	0.4014	0.6336
No log	4.7872	450	0.3868	0.5531	0.3868	0.6219
No log	4.8085	452	0.3940	0.5531	0.3940	0.6277
No log	4.8298	454	0.4808	0.5637	0.4808	0.6934
No log	4.8511	456	0.5819	0.5118	0.5819	0.7628
No log	4.8723	458	0.5335	0.5743	0.5335	0.7304
No log	4.8936	460	0.4318	0.5934	0.4318	0.6571
No log	4.9149	462	0.4209	0.6107	0.4209	0.6487
No log	4.9362	464	0.4238	0.6053	0.4238	0.6510
No log	4.9574	466	0.4825	0.6338	0.4825	0.6946
No log	4.9787	468	0.7147	0.5078	0.7147	0.8454
No log	5.0	470	0.8438	0.4504	0.8438	0.9186
No log	5.0213	472	0.8153	0.4586	0.8153	0.9029
No log	5.0426	474	0.6678	0.5154	0.6678	0.8172
No log	5.0638	476	0.4949	0.5737	0.4949	0.7035
No log	5.0851	478	0.4538	0.5781	0.4538	0.6736
No log	5.1064	480	0.4416	0.5986	0.4416	0.6645
No log	5.1277	482	0.4435	0.5829	0.4435	0.6659
No log	5.1489	484	0.5627	0.5130	0.5627	0.7501
No log	5.1702	486	0.7289	0.4602	0.7289	0.8538
No log	5.1915	488	0.7818	0.4394	0.7818	0.8842
No log	5.2128	490	0.6997	0.4367	0.6997	0.8365
No log	5.2340	492	0.5553	0.5007	0.5553	0.7452
No log	5.2553	494	0.4500	0.5215	0.4500	0.6708
No log	5.2766	496	0.4277	0.5318	0.4277	0.6540
No log	5.2979	498	0.4508	0.5637	0.4508	0.6714
0.4402	5.3191	500	0.5314	0.5257	0.5314	0.7290
0.4402	5.3404	502	0.5530	0.5709	0.5530	0.7436
0.4402	5.3617	504	0.5710	0.6039	0.5710	0.7556
0.4402	5.3830	506	0.6303	0.5860	0.6303	0.7939
0.4402	5.4043	508	0.6283	0.5707	0.6283	0.7927
0.4402	5.4255	510	0.5794	0.5932	0.5794	0.7612
0.4402	5.4468	512	0.5406	0.6033	0.5406	0.7352
0.4402	5.4681	514	0.5430	0.5901	0.5430	0.7369
0.4402	5.4894	516	0.6130	0.5576	0.6130	0.7830
0.4402	5.5106	518	0.6070	0.5518	0.6070	0.7791
0.4402	5.5319	520	0.7176	0.5103	0.7176	0.8471
0.4402	5.5532	522	0.6931	0.5012	0.6931	0.8325
0.4402	5.5745	524	0.5487	0.5424	0.5487	0.7407
0.4402	5.5957	526	0.4567	0.5435	0.4567	0.6758
0.4402	5.6170	528	0.4726	0.5204	0.4726	0.6875
0.4402	5.6383	530	0.4855	0.5201	0.4855	0.6968
0.4402	5.6596	532	0.5021	0.5320	0.5021	0.7086
0.4402	5.6809	534	0.4771	0.5489	0.4771	0.6907
0.4402	5.7021	536	0.4682	0.5806	0.4682	0.6843
0.4402	5.7234	538	0.4844	0.5954	0.4844	0.6960
0.4402	5.7447	540	0.5509	0.5795	0.5509	0.7422
0.4402	5.7660	542	0.5836	0.5748	0.5836	0.7639
0.4402	5.7872	544	0.6705	0.5374	0.6705	0.8188
0.4402	5.8085	546	0.7308	0.5101	0.7308	0.8549
0.4402	5.8298	548	0.6089	0.5354	0.6089	0.7803
0.4402	5.8511	550	0.4585	0.6003	0.4585	0.6771
0.4402	5.8723	552	0.4450	0.5825	0.4450	0.6671
0.4402	5.8936	554	0.4548	0.5876	0.4548	0.6744
0.4402	5.9149	556	0.4618	0.5884	0.4618	0.6795
0.4402	5.9362	558	0.4673	0.5898	0.4673	0.6836
0.4402	5.9574	560	0.4856	0.5840	0.4856	0.6969
0.4402	5.9787	562	0.5432	0.5892	0.5432	0.7370
0.4402	6.0	564	0.6044	0.5956	0.6044	0.7774
0.4402	6.0213	566	0.7294	0.5230	0.7294	0.8541
0.4402	6.0426	568	0.6378	0.5710	0.6378	0.7986
0.4402	6.0638	570	0.6031	0.5852	0.6031	0.7766
0.4402	6.0851	572	0.4769	0.6081	0.4769	0.6906
0.4402	6.1064	574	0.4419	0.6182	0.4419	0.6648
0.4402	6.1277	576	0.4405	0.6134	0.4405	0.6637
0.4402	6.1489	578	0.5125	0.6195	0.5125	0.7159
0.4402	6.1702	580	0.4727	0.6106	0.4727	0.6875
0.4402	6.1915	582	0.4274	0.6125	0.4274	0.6537
0.4402	6.2128	584	0.5026	0.6086	0.5026	0.7090
0.4402	6.2340	586	0.5671	0.5563	0.5671	0.7530
0.4402	6.2553	588	0.5278	0.5800	0.5278	0.7265
0.4402	6.2766	590	0.4501	0.6157	0.4501	0.6709
0.4402	6.2979	592	0.4122	0.6481	0.4122	0.6420
0.4402	6.3191	594	0.4184	0.6579	0.4184	0.6468
0.4402	6.3404	596	0.4323	0.6433	0.4323	0.6575
0.4402	6.3617	598	0.4527	0.6358	0.4527	0.6728
0.4402	6.3830	600	0.5514	0.6144	0.5514	0.7425
0.4402	6.4043	602	0.5380	0.5934	0.5380	0.7335
0.4402	6.4255	604	0.4467	0.5913	0.4467	0.6684
0.4402	6.4468	606	0.4022	0.5963	0.4022	0.6342
0.4402	6.4681	608	0.4262	0.5939	0.4262	0.6528
0.4402	6.4894	610	0.5106	0.5824	0.5106	0.7145
0.4402	6.5106	612	0.5076	0.6099	0.5076	0.7125
0.4402	6.5319	614	0.5231	0.6235	0.5231	0.7232
0.4402	6.5532	616	0.5407	0.6353	0.5407	0.7353
0.4402	6.5745	618	0.5100	0.5974	0.5100	0.7141
0.4402	6.5957	620	0.4905	0.5838	0.4905	0.7003
0.4402	6.6170	622	0.5667	0.5894	0.5667	0.7528
0.4402	6.6383	624	0.6786	0.5048	0.6786	0.8238
0.4402	6.6596	626	0.8218	0.4646	0.8218	0.9065
0.4402	6.6809	628	0.7795	0.4675	0.7795	0.8829
0.4402	6.7021	630	0.7263	0.4772	0.7263	0.8522
0.4402	6.7234	632	0.5880	0.5319	0.5880	0.7668
0.4402	6.7447	634	0.4783	0.5467	0.4783	0.6916
0.4402	6.7660	636	0.4452	0.5725	0.4452	0.6672
0.4402	6.7872	638	0.5046	0.5481	0.5046	0.7104
0.4402	6.8085	640	0.6583	0.5195	0.6583	0.8114
0.4402	6.8298	642	0.7906	0.4544	0.7906	0.8892
0.4402	6.8511	644	0.7493	0.4743	0.7493	0.8656
0.4402	6.8723	646	0.6186	0.5489	0.6186	0.7865
0.4402	6.8936	648	0.4977	0.5877	0.4977	0.7055
0.4402	6.9149	650	0.4545	0.5971	0.4545	0.6741
0.4402	6.9362	652	0.4540	0.5888	0.4540	0.6738
0.4402	6.9574	654	0.5151	0.5457	0.5151	0.7177
0.4402	6.9787	656	0.6449	0.4792	0.6449	0.8031
0.4402	7.0	658	0.7760	0.4594	0.7760	0.8809
0.4402	7.0213	660	0.7492	0.4664	0.7492	0.8655
0.4402	7.0426	662	0.5932	0.5335	0.5932	0.7702
0.4402	7.0638	664	0.5307	0.5602	0.5307	0.7285
0.4402	7.0851	666	0.6106	0.5579	0.6106	0.7814
0.4402	7.1064	668	0.7034	0.5510	0.7034	0.8387
0.4402	7.1277	670	0.7255	0.5401	0.7255	0.8517
0.4402	7.1489	672	0.5623	0.5665	0.5623	0.7499
0.4402	7.1702	674	0.4562	0.6516	0.4562	0.6754
0.4402	7.1915	676	0.4465	0.6154	0.4465	0.6682
0.4402	7.2128	678	0.5246	0.5244	0.5246	0.7243
0.4402	7.2340	680	0.6788	0.4973	0.6788	0.8239
0.4402	7.2553	682	0.6782	0.4938	0.6782	0.8236
0.4402	7.2766	684	0.5439	0.5324	0.5439	0.7375
0.4402	7.2979	686	0.4196	0.5860	0.4196	0.6478
0.4402	7.3191	688	0.4031	0.6030	0.4031	0.6349
0.4402	7.3404	690	0.4213	0.6224	0.4213	0.6491
0.4402	7.3617	692	0.4635	0.5798	0.4635	0.6808
0.4402	7.3830	694	0.5289	0.5394	0.5289	0.7272
0.4402	7.4043	696	0.5444	0.5523	0.5444	0.7378
0.4402	7.4255	698	0.5956	0.5591	0.5956	0.7718
0.4402	7.4468	700	0.5326	0.5559	0.5326	0.7298
0.4402	7.4681	702	0.5569	0.5679	0.5569	0.7463
0.4402	7.4894	704	0.5244	0.5763	0.5244	0.7242
0.4402	7.5106	706	0.4865	0.5874	0.4865	0.6975
0.4402	7.5319	708	0.4275	0.6278	0.4275	0.6538
0.4402	7.5532	710	0.4146	0.6361	0.4146	0.6439
0.4402	7.5745	712	0.4554	0.5908	0.4554	0.6748
0.4402	7.5957	714	0.5663	0.5422	0.5663	0.7526
0.4402	7.6170	716	0.6764	0.5177	0.6764	0.8225
0.4402	7.6383	718	0.6020	0.5446	0.6020	0.7759
0.4402	7.6596	720	0.5300	0.5330	0.5300	0.7280
0.4402	7.6809	722	0.4651	0.5490	0.4651	0.6820
0.4402	7.7021	724	0.4021	0.5669	0.4021	0.6341
0.4402	7.7234	726	0.4002	0.6023	0.4002	0.6326
0.4402	7.7447	728	0.4654	0.5674	0.4654	0.6822
0.4402	7.7660	730	0.6458	0.5577	0.6458	0.8036
0.4402	7.7872	732	0.7354	0.5416	0.7354	0.8576
0.4402	7.8085	734	0.7329	0.5472	0.7329	0.8561
0.4402	7.8298	736	0.5352	0.5843	0.5352	0.7316
0.4402	7.8511	738	0.4342	0.6139	0.4342	0.6589
0.4402	7.8723	740	0.4580	0.6106	0.4580	0.6767
0.4402	7.8936	742	0.5550	0.5974	0.5550	0.7450
0.4402	7.9149	744	0.7089	0.5537	0.7089	0.8420
0.4402	7.9362	746	0.8006	0.5147	0.8006	0.8948
0.4402	7.9574	748	0.7012	0.5355	0.7012	0.8374
0.4402	7.9787	750	0.5466	0.5908	0.5466	0.7393
0.4402	8.0	752	0.4704	0.5887	0.4704	0.6859
0.4402	8.0213	754	0.4814	0.5708	0.4814	0.6938
0.4402	8.0426	756	0.5221	0.5563	0.5221	0.7226
0.4402	8.0638	758	0.4868	0.5579	0.4868	0.6977
0.4402	8.0851	760	0.4513	0.6194	0.4513	0.6718
0.4402	8.1064	762	0.5033	0.5806	0.5033	0.7094
0.4402	8.1277	764	0.6365	0.5191	0.6365	0.7978
0.4402	8.1489	766	0.6766	0.5379	0.6766	0.8226
0.4402	8.1702	768	0.5978	0.5607	0.5978	0.7732
0.4402	8.1915	770	0.5223	0.6006	0.5223	0.7227
0.4402	8.2128	772	0.5313	0.5920	0.5313	0.7289
0.4402	8.2340	774	0.6068	0.5703	0.6068	0.7790
0.4402	8.2553	776	0.5520	0.5659	0.5520	0.7430
0.4402	8.2766	778	0.5526	0.5797	0.5526	0.7434
0.4402	8.2979	780	0.5685	0.5799	0.5685	0.7540
0.4402	8.3191	782	0.6417	0.5426	0.6417	0.8010
0.4402	8.3404	784	0.7893	0.5063	0.7893	0.8884
0.4402	8.3617	786	0.8075	0.4879	0.8075	0.8986
0.4402	8.3830	788	0.6980	0.5353	0.6980	0.8355
0.4402	8.4043	790	0.5059	0.5473	0.5059	0.7113
0.4402	8.4255	792	0.4354	0.5543	0.4354	0.6599
0.4402	8.4468	794	0.4356	0.5271	0.4356	0.6600
0.4402	8.4681	796	0.4525	0.5387	0.4525	0.6727
0.4402	8.4894	798	0.5282	0.5102	0.5282	0.7268
0.4402	8.5106	800	0.6946	0.4652	0.6946	0.8334
0.4402	8.5319	802	0.7039	0.4974	0.7039	0.8390
0.4402	8.5532	804	0.5716	0.5467	0.5716	0.7561
0.4402	8.5745	806	0.4948	0.6248	0.4948	0.7034
0.4402	8.5957	808	0.5159	0.6358	0.5159	0.7183
0.4402	8.6170	810	0.5656	0.5973	0.5656	0.7521
0.4402	8.6383	812	0.5609	0.5963	0.5609	0.7489
0.4402	8.6596	814	0.6025	0.5716	0.6025	0.7762
0.4402	8.6809	816	0.6675	0.5409	0.6675	0.8170
0.4402	8.7021	818	0.6718	0.5170	0.6718	0.8196
0.4402	8.7234	820	0.5828	0.5591	0.5828	0.7634
0.4402	8.7447	822	0.5345	0.5847	0.5345	0.7311
0.4402	8.7660	824	0.4530	0.6308	0.4530	0.6731
0.4402	8.7872	826	0.3837	0.6056	0.3837	0.6194
0.4402	8.8085	828	0.3804	0.6122	0.3804	0.6167
0.4402	8.8298	830	0.4130	0.5951	0.4130	0.6427
0.4402	8.8511	832	0.5233	0.5647	0.5233	0.7234
0.4402	8.8723	834	0.6722	0.5188	0.6722	0.8199
0.4402	8.8936	836	0.7026	0.5043	0.7026	0.8382
0.4402	8.9149	838	0.6313	0.5369	0.6313	0.7946
0.4402	8.9362	840	0.5887	0.5716	0.5887	0.7672
0.4402	8.9574	842	0.5764	0.5875	0.5764	0.7592
0.4402	8.9787	844	0.5492	0.6047	0.5492	0.7411
0.4402	9.0	846	0.5217	0.6139	0.5217	0.7223
0.4402	9.0213	848	0.5843	0.5960	0.5843	0.7644
0.4402	9.0426	850	0.6195	0.5544	0.6195	0.7871
0.4402	9.0638	852	0.5868	0.5734	0.5868	0.7660
0.4402	9.0851	854	0.5043	0.5836	0.5043	0.7102
0.4402	9.1064	856	0.4690	0.5943	0.4690	0.6848
0.4402	9.1277	858	0.4616	0.5790	0.4616	0.6794
0.4402	9.1489	860	0.4784	0.5731	0.4784	0.6917
0.4402	9.1702	862	0.5467	0.5535	0.5467	0.7394
0.4402	9.1915	864	0.6816	0.5068	0.6816	0.8256
0.4402	9.2128	866	0.6694	0.5072	0.6694	0.8182
0.4402	9.2340	868	0.5139	0.5911	0.5139	0.7169
0.4402	9.2553	870	0.3882	0.6427	0.3882	0.6231
0.4402	9.2766	872	0.3856	0.6205	0.3856	0.6209
0.4402	9.2979	874	0.3905	0.6229	0.3905	0.6249
0.4402	9.3191	876	0.4375	0.6103	0.4375	0.6615
0.4402	9.3404	878	0.5262	0.5628	0.5262	0.7254
0.4402	9.3617	880	0.6058	0.5243	0.6058	0.7783
0.4402	9.3830	882	0.6603	0.5157	0.6603	0.8126
0.4402	9.4043	884	0.5968	0.5277	0.5968	0.7725
0.4402	9.4255	886	0.4851	0.5771	0.4851	0.6965
0.4402	9.4468	888	0.4463	0.6314	0.4463	0.6681
0.4402	9.4681	890	0.4491	0.6335	0.4491	0.6702
0.4402	9.4894	892	0.4721	0.5978	0.4721	0.6871
0.4402	9.5106	894	0.5728	0.5632	0.5728	0.7568
0.4402	9.5319	896	0.7062	0.4976	0.7062	0.8404
0.4402	9.5532	898	0.8108	0.4850	0.8108	0.9004
0.4402	9.5745	900	0.7063	0.5516	0.7063	0.8404
0.4402	9.5957	902	0.5087	0.6134	0.5087	0.7132
0.4402	9.6170	904	0.4155	0.6157	0.4155	0.6446
0.4402	9.6383	906	0.4100	0.6433	0.4100	0.6403
0.4402	9.6596	908	0.4023	0.6165	0.4023	0.6343
0.4402	9.6809	910	0.4381	0.5924	0.4381	0.6619
0.4402	9.7021	912	0.5477	0.5579	0.5477	0.7401
0.4402	9.7234	914	0.5742	0.5624	0.5742	0.7578
0.4402	9.7447	916	0.5592	0.5634	0.5592	0.7478
0.4402	9.7660	918	0.5115	0.5896	0.5115	0.7152
0.4402	9.7872	920	0.4832	0.6204	0.4832	0.6952
0.4402	9.8085	922	0.4728	0.6202	0.4728	0.6876
0.4402	9.8298	924	0.5167	0.6177	0.5167	0.7188
0.4402	9.8511	926	0.5625	0.6053	0.5625	0.7500
0.4402	9.8723	928	0.6254	0.5808	0.6254	0.7908
0.4402	9.8936	930	0.6657	0.5375	0.6657	0.8159
0.4402	9.9149	932	0.6002	0.5400	0.6002	0.7747
0.4402	9.9362	934	0.5649	0.5541	0.5649	0.7516
0.4402	9.9574	936	0.5112	0.5729	0.5112	0.7150
0.4402	9.9787	938	0.4434	0.5777	0.4434	0.6659
0.4402	10.0	940	0.4201	0.5430	0.4201	0.6481
0.4402	10.0213	942	0.4224	0.5530	0.4224	0.6499
0.4402	10.0426	944	0.4679	0.5656	0.4679	0.6840
0.4402	10.0638	946	0.5333	0.5353	0.5333	0.7302
0.4402	10.0851	948	0.7041	0.5007	0.7041	0.8391
0.4402	10.1064	950	0.8107	0.4935	0.8107	0.9004
0.4402	10.1277	952	0.7682	0.5033	0.7682	0.8764
0.4402	10.1489	954	0.5770	0.5604	0.5770	0.7596
0.4402	10.1702	956	0.4458	0.5954	0.4458	0.6677
0.4402	10.1915	958	0.4160	0.6356	0.4160	0.6450
0.4402	10.2128	960	0.4164	0.6220	0.4164	0.6453
0.4402	10.2340	962	0.4777	0.6109	0.4777	0.6912
0.4402	10.2553	964	0.6592	0.5285	0.6592	0.8119
0.4402	10.2766	966	0.7633	0.5072	0.7633	0.8736
0.4402	10.2979	968	0.7026	0.5043	0.7026	0.8382
0.4402	10.3191	970	0.5533	0.5429	0.5533	0.7439
0.4402	10.3404	972	0.4338	0.5751	0.4338	0.6586
0.4402	10.3617	974	0.4081	0.5828	0.4081	0.6388
0.4402	10.3830	976	0.4163	0.5769	0.4163	0.6452
0.4402	10.4043	978	0.4081	0.6073	0.4081	0.6388
0.4402	10.4255	980	0.4385	0.6025	0.4385	0.6622
0.4402	10.4468	982	0.5392	0.5539	0.5392	0.7343
0.4402	10.4681	984	0.6389	0.5488	0.6389	0.7993
0.4402	10.4894	986	0.7049	0.4976	0.7049	0.8396
0.4402	10.5106	988	0.6352	0.5275	0.6352	0.7970
0.4402	10.5319	990	0.5323	0.5521	0.5323	0.7296
0.4402	10.5532	992	0.4492	0.5683	0.4492	0.6703
0.4402	10.5745	994	0.4566	0.5661	0.4566	0.6758
0.4402	10.5957	996	0.5413	0.5711	0.5413	0.7357
0.4402	10.6170	998	0.6071	0.5847	0.6071	0.7791
0.14	10.6383	1000	0.6162	0.6033	0.6162	0.7850
0.14	10.6596	1002	0.5734	0.5969	0.5734	0.7573
0.14	10.6809	1004	0.4931	0.6272	0.4931	0.7022
0.14	10.7021	1006	0.4526	0.6495	0.4526	0.6727
0.14	10.7234	1008	0.4495	0.6568	0.4495	0.6705
0.14	10.7447	1010	0.5047	0.6289	0.5047	0.7104
0.14	10.7660	1012	0.6086	0.5884	0.6086	0.7801
0.14	10.7872	1014	0.7153	0.5277	0.7153	0.8457
0.14	10.8085	1016	0.7215	0.5129	0.7215	0.8494
0.14	10.8298	1018	0.5777	0.5758	0.5777	0.7600
0.14	10.8511	1020	0.4684	0.5628	0.4684	0.6844

Framework versions

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