ASAP_FineTuningBERT_AugV3_k1_task1_organization_fold4

MayBashendy/ASAP_FineTuningBERT_AugV3_k1_task1_organization_fold4

ASAP_FineTuningBERT_AugV3_k1_task1_organization_fold4 is a text classification model from MayBashendy. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as apache-2.0.

should probably proofread and complete it, then remove this comment. --

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At a glance

Task: Text Classification
Library: transformers
License: apache-2.0
Model type: bert
Access: Public
Created: Nov 9, 2024
Updated: Nov 9, 2024
SHA: 84d1f8d0

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Base models

Model card

From the Hugging Face model README

ASAP_FineTuningBERT_AugV3_k1_task1_organization_fold4

This model is a fine-tuned version of bert-base-uncased on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.4488
Qwk: 0.5074
Mse: 0.4488
Rmse: 0.6699

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: 32
eval_batch_size: 32
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0139	2	13.7777	0.0	13.7777	3.7118
No log	0.0278	4	11.8233	0.0	11.8233	3.4385
No log	0.0417	6	10.3949	0.0	10.3949	3.2241
No log	0.0556	8	9.2432	0.0	9.2432	3.0403
No log	0.0694	10	8.0483	0.0230	8.0483	2.8370
No log	0.0833	12	6.7797	0.0018	6.7797	2.6038
No log	0.0972	14	5.6467	0.0018	5.6467	2.3763
No log	0.1111	16	4.6539	0.0018	4.6539	2.1573
No log	0.125	18	3.8151	0.0468	3.8151	1.9532
No log	0.1389	20	3.0485	0.0118	3.0485	1.7460
No log	0.1528	22	2.4629	0.0040	2.4629	1.5694
No log	0.1667	24	1.9585	0.0040	1.9585	1.3995
No log	0.1806	26	2.0834	0.0040	2.0834	1.4434
No log	0.1944	28	1.8181	0.0040	1.8181	1.3484
No log	0.2083	30	1.2717	0.1852	1.2717	1.1277
No log	0.2222	32	1.2496	0.1799	1.2496	1.1179
No log	0.2361	34	1.5211	0.0134	1.5211	1.2333
No log	0.25	36	1.3876	0.0992	1.3876	1.1780
No log	0.2639	38	1.0401	0.0547	1.0401	1.0199
No log	0.2778	40	1.0412	0.0771	1.0412	1.0204
No log	0.2917	42	1.3723	0.0638	1.3723	1.1715
No log	0.3056	44	1.6503	0.0044	1.6503	1.2847
No log	0.3194	46	1.4600	0.0088	1.4600	1.2083
No log	0.3333	48	1.1851	0.0692	1.1851	1.0886
No log	0.3472	50	1.2373	0.0300	1.2373	1.1123
No log	0.3611	52	1.3310	-0.0522	1.3310	1.1537
No log	0.375	54	1.3665	-0.0949	1.3665	1.1690
No log	0.3889	56	1.2123	0.0218	1.2123	1.1011
No log	0.4028	58	1.1487	0.0211	1.1487	1.0718
No log	0.4167	60	1.1654	0.0126	1.1654	1.0795
No log	0.4306	62	1.3583	-0.0757	1.3583	1.1654
No log	0.4444	64	1.5396	-0.1029	1.5396	1.2408
No log	0.4583	66	1.8188	-0.0104	1.8188	1.3486
No log	0.4722	68	1.7255	-0.0050	1.7255	1.3136
No log	0.4861	70	1.3481	0.0357	1.3481	1.1611
No log	0.5	72	0.9696	0.0465	0.9696	0.9847
No log	0.5139	74	0.8748	0.0668	0.8748	0.9353
No log	0.5278	76	0.9469	0.0444	0.9469	0.9731
No log	0.5417	78	0.9695	0.0571	0.9695	0.9846
No log	0.5556	80	1.0065	0.0571	1.0065	1.0033
No log	0.5694	82	0.9100	0.0715	0.9100	0.9539
No log	0.5833	84	0.9584	0.0664	0.9584	0.9790
No log	0.5972	86	1.0637	0.0786	1.0637	1.0314
No log	0.6111	88	1.0015	0.0834	1.0015	1.0007
No log	0.625	90	0.9052	0.0729	0.9052	0.9514
No log	0.6389	92	0.8145	0.0729	0.8145	0.9025
No log	0.6528	94	0.7872	0.0433	0.7872	0.8873
No log	0.6667	96	0.8076	0.1099	0.8076	0.8987
No log	0.6806	98	0.8394	0.2292	0.8394	0.9162
No log	0.6944	100	0.8641	0.3397	0.8641	0.9296
No log	0.7083	102	0.8261	0.2809	0.8261	0.9089
No log	0.7222	104	0.7676	0.0643	0.7676	0.8761
No log	0.7361	106	0.7626	0.0630	0.7626	0.8733
No log	0.75	108	0.7412	0.0896	0.7412	0.8609
No log	0.7639	110	0.7002	0.2346	0.7002	0.8368
No log	0.7778	112	0.6777	0.3003	0.6777	0.8232
No log	0.7917	114	0.6646	0.3105	0.6646	0.8152
No log	0.8056	116	0.6607	0.3666	0.6607	0.8128
No log	0.8194	118	0.6567	0.3803	0.6567	0.8104
No log	0.8333	120	0.6449	0.3912	0.6449	0.8030
No log	0.8472	122	0.6339	0.3923	0.6339	0.7962
No log	0.8611	124	0.6599	0.1952	0.6599	0.8123
No log	0.875	126	0.6622	0.3029	0.6622	0.8138
No log	0.8889	128	0.6446	0.3879	0.6446	0.8029
No log	0.9028	130	0.6152	0.4338	0.6152	0.7843
No log	0.9167	132	0.5935	0.4298	0.5935	0.7704
No log	0.9306	134	0.6023	0.4317	0.6023	0.7761
No log	0.9444	136	0.6044	0.4364	0.6044	0.7775
No log	0.9583	138	0.6233	0.4435	0.6233	0.7895
No log	0.9722	140	0.6309	0.4467	0.6309	0.7943
No log	0.9861	142	0.5946	0.4539	0.5946	0.7711
No log	1.0	144	0.5970	0.4514	0.5970	0.7727
No log	1.0139	146	0.5975	0.4619	0.5975	0.7730
No log	1.0278	148	0.6548	0.4523	0.6548	0.8092
No log	1.0417	150	0.7324	0.3896	0.7324	0.8558
No log	1.0556	152	0.6662	0.4321	0.6662	0.8162
No log	1.0694	154	0.6679	0.3676	0.6679	0.8173
No log	1.0833	156	0.6575	0.2777	0.6575	0.8109
No log	1.0972	158	0.5729	0.3604	0.5729	0.7569
No log	1.1111	160	0.5230	0.4719	0.5230	0.7232
No log	1.125	162	0.5113	0.4642	0.5113	0.7151
No log	1.1389	164	0.5132	0.5036	0.5132	0.7164
No log	1.1528	166	0.4998	0.4824	0.4998	0.7070
No log	1.1667	168	0.5757	0.3351	0.5757	0.7588
No log	1.1806	170	0.6193	0.2360	0.6193	0.7870
No log	1.1944	172	0.5672	0.2942	0.5672	0.7531
No log	1.2083	174	0.5339	0.4787	0.5339	0.7307
No log	1.2222	176	0.5379	0.5617	0.5379	0.7334
No log	1.2361	178	0.5754	0.5614	0.5754	0.7585
No log	1.25	180	0.5385	0.5448	0.5385	0.7338
No log	1.2639	182	0.5176	0.5184	0.5176	0.7194
No log	1.2778	184	0.5195	0.4962	0.5195	0.7207
No log	1.2917	186	0.5423	0.4806	0.5423	0.7364
No log	1.3056	188	0.5505	0.4598	0.5505	0.7419
No log	1.3194	190	0.4969	0.5135	0.4969	0.7049
No log	1.3333	192	0.4937	0.4932	0.4937	0.7027
No log	1.3472	194	0.4758	0.5474	0.4758	0.6898
No log	1.3611	196	0.4584	0.5389	0.4584	0.6770
No log	1.375	198	0.4764	0.5070	0.4764	0.6902
No log	1.3889	200	0.4715	0.5196	0.4715	0.6866
No log	1.4028	202	0.5485	0.5896	0.5485	0.7406
No log	1.4167	204	0.5281	0.5878	0.5281	0.7267
No log	1.4306	206	0.4707	0.5658	0.4707	0.6861
No log	1.4444	208	0.4867	0.5260	0.4867	0.6977
No log	1.4583	210	0.4888	0.5370	0.4888	0.6992
No log	1.4722	212	0.5368	0.5755	0.5368	0.7327
No log	1.4861	214	0.6711	0.5815	0.6711	0.8192
No log	1.5	216	0.6049	0.5804	0.6049	0.7778
No log	1.5139	218	0.5253	0.5560	0.5253	0.7248
No log	1.5278	220	0.5476	0.4986	0.5476	0.7400
No log	1.5417	222	0.6931	0.4601	0.6931	0.8325
No log	1.5556	224	0.6374	0.4714	0.6374	0.7984
No log	1.5694	226	0.4866	0.5017	0.4866	0.6975
No log	1.5833	228	0.4701	0.5178	0.4701	0.6856
No log	1.5972	230	0.5370	0.5798	0.5370	0.7328
No log	1.6111	232	0.7476	0.5207	0.7476	0.8647
No log	1.625	234	0.8676	0.4740	0.8676	0.9315
No log	1.6389	236	0.7805	0.5032	0.7805	0.8834
No log	1.6528	238	0.5945	0.5814	0.5945	0.7711
No log	1.6667	240	0.4694	0.5145	0.4694	0.6851
No log	1.6806	242	0.4665	0.5103	0.4665	0.6830
No log	1.6944	244	0.4647	0.5301	0.4647	0.6817
No log	1.7083	246	0.4643	0.5494	0.4643	0.6814
No log	1.7222	248	0.5724	0.5732	0.5724	0.7566
No log	1.7361	250	0.6516	0.5588	0.6516	0.8072
No log	1.75	252	0.5060	0.5674	0.5060	0.7113
No log	1.7639	254	0.5079	0.4719	0.5079	0.7127
No log	1.7778	256	0.8258	0.2908	0.8258	0.9087
No log	1.7917	258	0.8410	0.2850	0.8410	0.9170
No log	1.8056	260	0.6436	0.3341	0.6436	0.8023
No log	1.8194	262	0.4710	0.5085	0.4710	0.6863
No log	1.8333	264	0.5022	0.5661	0.5022	0.7087
No log	1.8472	266	0.6603	0.5309	0.6603	0.8126
No log	1.8611	268	0.8292	0.5014	0.8292	0.9106
No log	1.875	270	0.8056	0.5083	0.8056	0.8975
No log	1.8889	272	0.6289	0.5354	0.6289	0.7931
No log	1.9028	274	0.5095	0.5091	0.5095	0.7138
No log	1.9167	276	0.6498	0.2543	0.6498	0.8061
No log	1.9306	278	0.7449	0.2630	0.7449	0.8631
No log	1.9444	280	0.6611	0.3230	0.6611	0.8131
No log	1.9583	282	0.5509	0.4406	0.5509	0.7422
No log	1.9722	284	0.4784	0.5477	0.4784	0.6917
No log	1.9861	286	0.5950	0.5656	0.5950	0.7714
No log	2.0	288	0.8228	0.5226	0.8228	0.9071
No log	2.0139	290	0.8569	0.5030	0.8569	0.9257
No log	2.0278	292	0.6625	0.5638	0.6625	0.8139
No log	2.0417	294	0.4793	0.5758	0.4793	0.6923
No log	2.0556	296	0.4573	0.5195	0.4573	0.6763
No log	2.0694	298	0.6035	0.3592	0.6035	0.7768
No log	2.0833	300	0.6014	0.3717	0.6014	0.7755
No log	2.0972	302	0.4688	0.5024	0.4688	0.6847
No log	2.1111	304	0.4470	0.5616	0.4470	0.6686
No log	2.125	306	0.4631	0.5440	0.4631	0.6805
No log	2.1389	308	0.4723	0.5455	0.4723	0.6872
No log	2.1528	310	0.4754	0.5639	0.4754	0.6895
No log	2.1667	312	0.5748	0.6028	0.5748	0.7581
No log	2.1806	314	0.6763	0.5671	0.6763	0.8224
No log	2.1944	316	0.7142	0.5694	0.7142	0.8451
No log	2.2083	318	0.6760	0.5698	0.6760	0.8222
No log	2.2222	320	0.5533	0.5825	0.5533	0.7439
No log	2.2361	322	0.5046	0.5926	0.5046	0.7104
No log	2.25	324	0.4604	0.5916	0.4604	0.6786
No log	2.2639	326	0.4614	0.5917	0.4614	0.6793
No log	2.2778	328	0.4659	0.5948	0.4659	0.6826
No log	2.2917	330	0.4661	0.5903	0.4661	0.6827
No log	2.3056	332	0.4589	0.5611	0.4589	0.6774
No log	2.3194	334	0.4861	0.5431	0.4861	0.6972
No log	2.3333	336	0.4682	0.5566	0.4682	0.6843
No log	2.3472	338	0.4529	0.5727	0.4529	0.6730
No log	2.3611	340	0.4695	0.5385	0.4695	0.6852
No log	2.375	342	0.4702	0.5280	0.4702	0.6857
No log	2.3889	344	0.4938	0.4729	0.4938	0.7027
No log	2.4028	346	0.4822	0.4889	0.4822	0.6944
No log	2.4167	348	0.4803	0.5647	0.4803	0.6930
No log	2.4306	350	0.6070	0.6119	0.6070	0.7791
No log	2.4444	352	0.7768	0.5613	0.7768	0.8813
No log	2.4583	354	0.7434	0.5621	0.7434	0.8622
No log	2.4722	356	0.6378	0.5887	0.6378	0.7987
No log	2.4861	358	0.4610	0.5959	0.4610	0.6789
No log	2.5	360	0.5662	0.4492	0.5662	0.7525
No log	2.5139	362	0.6663	0.4058	0.6663	0.8163
No log	2.5278	364	0.5440	0.4554	0.5440	0.7376
No log	2.5417	366	0.4410	0.5643	0.4410	0.6640
No log	2.5556	368	0.6109	0.5626	0.6109	0.7816
No log	2.5694	370	0.8895	0.4813	0.8895	0.9431
No log	2.5833	372	1.0059	0.4392	1.0059	1.0029
No log	2.5972	374	0.8524	0.4807	0.8524	0.9233
No log	2.6111	376	0.5477	0.5567	0.5477	0.7401
No log	2.625	378	0.4714	0.4862	0.4714	0.6866
No log	2.6389	380	0.5978	0.3777	0.5978	0.7732
No log	2.6528	382	0.6798	0.3493	0.6798	0.8245
No log	2.6667	384	0.7124	0.3513	0.7124	0.8440
No log	2.6806	386	0.6464	0.3850	0.6464	0.8040
No log	2.6944	388	0.5222	0.4708	0.5222	0.7226
No log	2.7083	390	0.4626	0.5412	0.4626	0.6802
No log	2.7222	392	0.5056	0.5874	0.5056	0.7111
No log	2.7361	394	0.6059	0.5899	0.6059	0.7784
No log	2.75	396	0.6513	0.5808	0.6513	0.8071
No log	2.7639	398	0.6306	0.5808	0.6306	0.7941
No log	2.7778	400	0.5410	0.5890	0.5410	0.7355
No log	2.7917	402	0.4914	0.5787	0.4914	0.7010
No log	2.8056	404	0.4808	0.5718	0.4808	0.6934
No log	2.8194	406	0.4792	0.5380	0.4792	0.6923
No log	2.8333	408	0.4794	0.5335	0.4794	0.6924
No log	2.8472	410	0.4779	0.5695	0.4779	0.6913
No log	2.8611	412	0.4944	0.5779	0.4944	0.7031
No log	2.875	414	0.5334	0.5894	0.5334	0.7303
No log	2.8889	416	0.5831	0.5747	0.5831	0.7636
No log	2.9028	418	0.6292	0.5818	0.6292	0.7932
No log	2.9167	420	0.6099	0.5798	0.6099	0.7810
No log	2.9306	422	0.5417	0.5651	0.5417	0.7360
No log	2.9444	424	0.4642	0.5437	0.4642	0.6813
No log	2.9583	426	0.4481	0.5409	0.4481	0.6694
No log	2.9722	428	0.4641	0.4995	0.4641	0.6813
No log	2.9861	430	0.4494	0.5348	0.4494	0.6704
No log	3.0	432	0.4466	0.5461	0.4466	0.6683
No log	3.0139	434	0.4571	0.5606	0.4571	0.6761
No log	3.0278	436	0.4836	0.5844	0.4836	0.6954
No log	3.0417	438	0.5472	0.5802	0.5472	0.7397
No log	3.0556	440	0.5900	0.5872	0.5900	0.7681
No log	3.0694	442	0.5879	0.5823	0.5879	0.7668
No log	3.0833	444	0.5611	0.5834	0.5611	0.7491
No log	3.0972	446	0.5631	0.5778	0.5631	0.7504
No log	3.1111	448	0.5052	0.5762	0.5052	0.7108
No log	3.125	450	0.4451	0.5538	0.4451	0.6672
No log	3.1389	452	0.4574	0.5195	0.4574	0.6763
No log	3.1528	454	0.4882	0.4886	0.4882	0.6987
No log	3.1667	456	0.4753	0.5094	0.4753	0.6894
No log	3.1806	458	0.4641	0.5293	0.4641	0.6813
No log	3.1944	460	0.4633	0.5664	0.4633	0.6807
No log	3.2083	462	0.5072	0.5952	0.5072	0.7122
No log	3.2222	464	0.5696	0.5876	0.5696	0.7548
No log	3.2361	466	0.6075	0.5892	0.6075	0.7794
No log	3.25	468	0.6472	0.5721	0.6472	0.8045
No log	3.2639	470	0.5904	0.5922	0.5904	0.7684
No log	3.2778	472	0.4865	0.6014	0.4865	0.6975
No log	3.2917	474	0.4433	0.5877	0.4433	0.6658
No log	3.3056	476	0.4449	0.5783	0.4449	0.6670
No log	3.3194	478	0.4677	0.6012	0.4677	0.6839
No log	3.3333	480	0.5275	0.5914	0.5275	0.7263
No log	3.3472	482	0.5648	0.6027	0.5648	0.7516
No log	3.3611	484	0.5676	0.6033	0.5676	0.7534
No log	3.375	486	0.5421	0.6045	0.5421	0.7363
No log	3.3889	488	0.5167	0.6043	0.5167	0.7188
No log	3.4028	490	0.5165	0.6089	0.5165	0.7187
No log	3.4167	492	0.4783	0.6106	0.4783	0.6916
No log	3.4306	494	0.4635	0.5999	0.4635	0.6808
No log	3.4444	496	0.4507	0.5931	0.4507	0.6713
No log	3.4583	498	0.4450	0.5846	0.4450	0.6671
1.4311	3.4722	500	0.4421	0.5694	0.4421	0.6649
1.4311	3.4861	502	0.4379	0.5746	0.4379	0.6618
1.4311	3.5	504	0.4336	0.5576	0.4336	0.6585
1.4311	3.5139	506	0.4466	0.5144	0.4466	0.6683
1.4311	3.5278	508	0.4402	0.5321	0.4402	0.6634
1.4311	3.5417	510	0.4338	0.5704	0.4338	0.6586
1.4311	3.5556	512	0.4729	0.5969	0.4729	0.6876
1.4311	3.5694	514	0.5903	0.6036	0.5903	0.7683
1.4311	3.5833	516	0.6140	0.6150	0.6140	0.7836
1.4311	3.5972	518	0.5473	0.5995	0.5473	0.7398
1.4311	3.6111	520	0.4624	0.5961	0.4624	0.6800
1.4311	3.625	522	0.4359	0.5436	0.4359	0.6602
1.4311	3.6389	524	0.4358	0.5436	0.4358	0.6602
1.4311	3.6528	526	0.4344	0.5543	0.4344	0.6591
1.4311	3.6667	528	0.4398	0.5799	0.4398	0.6632
1.4311	3.6806	530	0.4737	0.5960	0.4737	0.6883
1.4311	3.6944	532	0.4853	0.6092	0.4853	0.6966
1.4311	3.7083	534	0.4574	0.6027	0.4574	0.6763
1.4311	3.7222	536	0.4391	0.5958	0.4391	0.6626
1.4311	3.7361	538	0.4333	0.6005	0.4333	0.6583
1.4311	3.75	540	0.4452	0.6001	0.4452	0.6672
1.4311	3.7639	542	0.5134	0.6138	0.5134	0.7165
1.4311	3.7778	544	0.6557	0.5954	0.6557	0.8098
1.4311	3.7917	546	0.6780	0.5960	0.6780	0.8234
1.4311	3.8056	548	0.6978	0.5963	0.6978	0.8354
1.4311	3.8194	550	0.6126	0.6068	0.6126	0.7827
1.4311	3.8333	552	0.5220	0.6244	0.5220	0.7225
1.4311	3.8472	554	0.4493	0.6143	0.4493	0.6703
1.4311	3.8611	556	0.4350	0.5769	0.4350	0.6596
1.4311	3.875	558	0.4507	0.5308	0.4507	0.6714
1.4311	3.8889	560	0.4380	0.5735	0.4380	0.6618
1.4311	3.9028	562	0.4423	0.6039	0.4423	0.6650
1.4311	3.9167	564	0.4456	0.6014	0.4456	0.6675
1.4311	3.9306	566	0.4928	0.6374	0.4928	0.7020
1.4311	3.9444	568	0.5556	0.6201	0.5556	0.7454
1.4311	3.9583	570	0.6553	0.6140	0.6553	0.8095
1.4311	3.9722	572	0.7313	0.5867	0.7313	0.8551
1.4311	3.9861	574	0.7215	0.5825	0.7215	0.8494
1.4311	4.0	576	0.6631	0.6017	0.6631	0.8143
1.4311	4.0139	578	0.6294	0.6054	0.6294	0.7934
1.4311	4.0278	580	0.5642	0.6059	0.5642	0.7511
1.4311	4.0417	582	0.4474	0.6136	0.4474	0.6689
1.4311	4.0556	584	0.4269	0.5589	0.4269	0.6534
1.4311	4.0694	586	0.4623	0.5042	0.4623	0.6799
1.4311	4.0833	588	0.4750	0.4898	0.4750	0.6892
1.4311	4.0972	590	0.4648	0.4977	0.4648	0.6818
1.4311	4.1111	592	0.4488	0.5074	0.4488	0.6699

Framework versions

Transformers 4.44.2
Pytorch 2.4.0+cu118
Datasets 2.21.0
Tokenizers 0.19.1

Task: Text Classification
Library: transformers
Type: bert
License: apache-2.0
Created: Nov 9, 2024
Updated: Nov 9, 2024