ASAP_FineTuningBERT_AugV4_k5_task1_organization_fold0

MayBashendy/ASAP_FineTuningBERT_AugV4_k5_task1_organization_fold0

ASAP_FineTuningBERT_AugV4_k5_task1_organization_fold0 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 18, 2024
Updated: Nov 24, 2024
SHA: 7940f1d0

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Base models

Model card

From the Hugging Face model README

ASAP_FineTuningBERT_AugV4_k5_task1_organization_fold0

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: 0.7141
Qwk: 0.5246
Mse: 0.7141
Rmse: 0.8451

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	0.0039	2	10.3231	0.0012	10.3231	3.2130
No log	0.0079	4	9.0408	0.0	9.0408	3.0068
No log	0.0118	6	7.4538	0.0	7.4538	2.7302
No log	0.0157	8	6.6306	0.0	6.6306	2.5750
No log	0.0196	10	5.7346	0.0349	5.7346	2.3947
No log	0.0236	12	4.7638	0.0115	4.7638	2.1826
No log	0.0275	14	3.9586	0.0039	3.9586	1.9896
No log	0.0314	16	3.1861	0.0	3.1861	1.7850
No log	0.0354	18	2.6209	0.0080	2.6209	1.6189
No log	0.0393	20	2.0064	0.0372	2.0064	1.4165
No log	0.0432	22	1.4451	0.0344	1.4451	1.2021
No log	0.0472	24	1.0854	0.0212	1.0854	1.0418
No log	0.0511	26	0.8846	0.1124	0.8846	0.9405
No log	0.0550	28	0.7862	0.1360	0.7862	0.8867
No log	0.0589	30	0.7806	0.0521	0.7806	0.8835
No log	0.0629	32	0.8402	0.0521	0.8402	0.9166
No log	0.0668	34	0.8707	0.0521	0.8707	0.9331
No log	0.0707	36	0.9418	0.0348	0.9418	0.9705
No log	0.0747	38	0.9589	0.0348	0.9589	0.9793
No log	0.0786	40	0.8128	0.0521	0.8128	0.9016
No log	0.0825	42	0.7976	0.0521	0.7976	0.8931
No log	0.0864	44	0.8807	0.0348	0.8807	0.9385
No log	0.0904	46	0.8433	0.0348	0.8433	0.9183
No log	0.0943	48	0.8589	0.0348	0.8589	0.9268
No log	0.0982	50	0.7681	0.0444	0.7681	0.8764
No log	0.1022	52	0.8269	0.3320	0.8269	0.9093
No log	0.1061	54	0.9483	0.1476	0.9483	0.9738
No log	0.1100	56	0.7166	0.3553	0.7166	0.8465
No log	0.1139	58	0.7334	0.0657	0.7334	0.8564
No log	0.1179	60	0.7373	0.0796	0.7373	0.8587
No log	0.1218	62	0.6761	0.2314	0.6761	0.8223
No log	0.1257	64	0.6584	0.3490	0.6584	0.8114
No log	0.1297	66	0.7923	0.3240	0.7923	0.8901
No log	0.1336	68	0.8229	0.3175	0.8229	0.9071
No log	0.1375	70	0.6617	0.3712	0.6617	0.8134
No log	0.1415	72	0.6208	0.3498	0.6208	0.7879
No log	0.1454	74	0.6182	0.3672	0.6182	0.7863
No log	0.1493	76	0.6346	0.3624	0.6346	0.7966
No log	0.1532	78	0.6647	0.3749	0.6647	0.8153
No log	0.1572	80	0.6462	0.3865	0.6462	0.8039
No log	0.1611	82	0.6135	0.3485	0.6135	0.7832
No log	0.1650	84	0.6242	0.2779	0.6242	0.7901
No log	0.1690	86	0.6501	0.2764	0.6501	0.8063
No log	0.1729	88	0.6378	0.3621	0.6378	0.7986
No log	0.1768	90	0.6523	0.3949	0.6523	0.8076
No log	0.1807	92	0.7601	0.4141	0.7601	0.8718
No log	0.1847	94	1.2787	0.3443	1.2787	1.1308
No log	0.1886	96	1.2864	0.3438	1.2864	1.1342
No log	0.1925	98	0.8078	0.3996	0.8078	0.8988
No log	0.1965	100	0.7401	0.3452	0.7401	0.8603
No log	0.2004	102	0.8650	0.3899	0.8650	0.9300
No log	0.2043	104	0.8730	0.3770	0.8730	0.9343
No log	0.2083	106	0.8568	0.3901	0.8568	0.9256
No log	0.2122	108	0.7161	0.4354	0.7161	0.8462
No log	0.2161	110	0.6627	0.4625	0.6627	0.8141
No log	0.2200	112	0.6573	0.4769	0.6573	0.8107
No log	0.2240	114	0.6558	0.4547	0.6558	0.8098
No log	0.2279	116	0.6909	0.4471	0.6909	0.8312
No log	0.2318	118	0.8626	0.4188	0.8626	0.9288
No log	0.2358	120	0.9443	0.4074	0.9443	0.9717
No log	0.2397	122	0.8417	0.4634	0.8417	0.9175
No log	0.2436	124	0.7527	0.4861	0.7527	0.8676
No log	0.2475	126	0.6732	0.4896	0.6732	0.8205
No log	0.2515	128	0.6308	0.4966	0.6308	0.7943
No log	0.2554	130	0.6427	0.4266	0.6427	0.8017
No log	0.2593	132	0.6440	0.4176	0.6440	0.8025
No log	0.2633	134	0.5872	0.4610	0.5872	0.7663
No log	0.2672	136	0.6025	0.5151	0.6025	0.7762
No log	0.2711	138	0.6107	0.4808	0.6107	0.7815
No log	0.2750	140	0.5828	0.4926	0.5828	0.7634
No log	0.2790	142	0.5725	0.5058	0.5725	0.7566
No log	0.2829	144	0.5811	0.5155	0.5811	0.7623
No log	0.2868	146	0.5923	0.5485	0.5923	0.7696
No log	0.2908	148	0.6674	0.5389	0.6674	0.8170
No log	0.2947	150	0.6884	0.5404	0.6884	0.8297
No log	0.2986	152	0.7312	0.5577	0.7312	0.8551
No log	0.3026	154	1.0047	0.4597	1.0047	1.0023
No log	0.3065	156	1.1639	0.4227	1.1639	1.0788
No log	0.3104	158	0.8552	0.5034	0.8552	0.9248
No log	0.3143	160	0.6546	0.5589	0.6546	0.8091
No log	0.3183	162	0.7863	0.4637	0.7863	0.8867
No log	0.3222	164	0.7504	0.4751	0.7504	0.8662
No log	0.3261	166	0.5994	0.5534	0.5994	0.7742
No log	0.3301	168	0.6171	0.5565	0.6171	0.7856
No log	0.3340	170	0.5929	0.5538	0.5929	0.7700
No log	0.3379	172	0.6902	0.5037	0.6902	0.8308
No log	0.3418	174	0.6827	0.5006	0.6827	0.8263
No log	0.3458	176	0.5947	0.5273	0.5947	0.7712
No log	0.3497	178	0.5617	0.5424	0.5617	0.7494
No log	0.3536	180	0.6162	0.4913	0.6162	0.7850
No log	0.3576	182	0.5855	0.5312	0.5855	0.7652
No log	0.3615	184	0.5703	0.5639	0.5703	0.7552
No log	0.3654	186	0.6961	0.4779	0.6961	0.8343
No log	0.3694	188	0.6509	0.5181	0.6509	0.8068
No log	0.3733	190	0.5579	0.5099	0.5579	0.7470
No log	0.3772	192	0.5679	0.5019	0.5679	0.7536
No log	0.3811	194	0.6860	0.4627	0.6860	0.8282
No log	0.3851	196	0.7463	0.4276	0.7463	0.8639
No log	0.3890	198	0.8966	0.3631	0.8966	0.9469
No log	0.3929	200	0.8602	0.3978	0.8602	0.9274
No log	0.3969	202	0.7300	0.4685	0.7300	0.8544
No log	0.4008	204	0.6137	0.5175	0.6137	0.7834
No log	0.4047	206	0.5479	0.5300	0.5479	0.7402
No log	0.4086	208	0.5463	0.5099	0.5463	0.7391
No log	0.4126	210	0.5403	0.5238	0.5403	0.7350
No log	0.4165	212	0.5658	0.5234	0.5658	0.7522
No log	0.4204	214	0.5604	0.5408	0.5604	0.7486
No log	0.4244	216	0.5489	0.5526	0.5489	0.7409
No log	0.4283	218	0.5559	0.5608	0.5559	0.7456
No log	0.4322	220	0.5958	0.5252	0.5958	0.7719
No log	0.4361	222	0.6170	0.5246	0.6170	0.7855
No log	0.4401	224	0.6408	0.5182	0.6408	0.8005
No log	0.4440	226	0.7574	0.4841	0.7574	0.8703
No log	0.4479	228	0.7367	0.4999	0.7367	0.8583
No log	0.4519	230	0.6436	0.5132	0.6436	0.8022
No log	0.4558	232	0.5999	0.5387	0.5999	0.7746
No log	0.4597	234	0.5861	0.5099	0.5861	0.7655
No log	0.4637	236	0.6685	0.4689	0.6685	0.8176
No log	0.4676	238	0.7280	0.4626	0.7280	0.8532
No log	0.4715	240	0.5494	0.5188	0.5494	0.7412
No log	0.4754	242	0.7816	0.4666	0.7816	0.8841
No log	0.4794	244	1.1087	0.3485	1.1087	1.0530
No log	0.4833	246	0.9545	0.3859	0.9545	0.9770
No log	0.4872	248	0.6046	0.5192	0.6046	0.7776
No log	0.4912	250	0.5730	0.4962	0.5730	0.7570
No log	0.4951	252	0.5686	0.4883	0.5686	0.7540
No log	0.4990	254	0.6106	0.5163	0.6106	0.7814
No log	0.5029	256	1.0541	0.3511	1.0541	1.0267
No log	0.5069	258	1.6691	0.1710	1.6691	1.2919
No log	0.5108	260	1.7808	0.1390	1.7808	1.3345
No log	0.5147	262	1.5876	0.1774	1.5876	1.2600
No log	0.5187	264	1.1397	0.2915	1.1397	1.0676
No log	0.5226	266	0.6917	0.4401	0.6917	0.8317
No log	0.5265	268	0.5828	0.4461	0.5828	0.7634
No log	0.5305	270	0.5857	0.4337	0.5857	0.7653
No log	0.5344	272	0.6264	0.3944	0.6264	0.7915
No log	0.5383	274	0.6073	0.4193	0.6073	0.7793
No log	0.5422	276	0.5751	0.4298	0.5751	0.7583
No log	0.5462	278	0.6149	0.4635	0.6149	0.7841
No log	0.5501	280	0.7149	0.4445	0.7149	0.8455
No log	0.5540	282	0.7590	0.4356	0.7590	0.8712
No log	0.5580	284	0.6405	0.4662	0.6405	0.8003
No log	0.5619	286	0.5324	0.5198	0.5324	0.7297
No log	0.5658	288	0.6382	0.4461	0.6382	0.7989
No log	0.5697	290	0.6764	0.4435	0.6764	0.8224
No log	0.5737	292	0.5711	0.5131	0.5711	0.7557
No log	0.5776	294	0.5716	0.5181	0.5716	0.7561
No log	0.5815	296	0.7283	0.4508	0.7283	0.8534
No log	0.5855	298	0.7408	0.4325	0.7408	0.8607
No log	0.5894	300	0.6252	0.5008	0.6252	0.7907
No log	0.5933	302	0.5663	0.4872	0.5663	0.7525
No log	0.5972	304	0.5704	0.4694	0.5704	0.7553
No log	0.6012	306	0.5728	0.4800	0.5728	0.7568
No log	0.6051	308	0.6282	0.4896	0.6282	0.7926
No log	0.6090	310	0.7343	0.4440	0.7343	0.8569
No log	0.6130	312	0.7665	0.4291	0.7665	0.8755
No log	0.6169	314	0.8875	0.4086	0.8875	0.9421
No log	0.6208	316	0.8607	0.4269	0.8607	0.9277
No log	0.6248	318	0.7242	0.4866	0.7242	0.8510
No log	0.6287	320	0.8130	0.4448	0.8130	0.9017
No log	0.6326	322	0.9201	0.4199	0.9201	0.9592
No log	0.6365	324	0.7647	0.4658	0.7647	0.8745
No log	0.6405	326	0.7136	0.4873	0.7136	0.8448
No log	0.6444	328	0.7888	0.4693	0.7888	0.8881
No log	0.6483	330	0.7451	0.4882	0.7451	0.8632
No log	0.6523	332	0.7011	0.5056	0.7011	0.8373
No log	0.6562	334	0.5923	0.5559	0.5923	0.7696
No log	0.6601	336	0.5742	0.6040	0.5742	0.7578
No log	0.6640	338	0.5899	0.5929	0.5899	0.7680
No log	0.6680	340	0.6451	0.5865	0.6451	0.8032
No log	0.6719	342	0.6178	0.6050	0.6178	0.7860
No log	0.6758	344	0.6106	0.5990	0.6106	0.7814
No log	0.6798	346	0.6417	0.5831	0.6417	0.8011
No log	0.6837	348	0.5981	0.6068	0.5981	0.7734
No log	0.6876	350	0.7151	0.5565	0.7151	0.8457
No log	0.6916	352	0.8198	0.5009	0.8198	0.9054
No log	0.6955	354	0.7023	0.5547	0.7023	0.8381
No log	0.6994	356	0.5672	0.5999	0.5672	0.7531
No log	0.7033	358	0.5502	0.5976	0.5502	0.7417
No log	0.7073	360	0.5651	0.5861	0.5651	0.7517
No log	0.7112	362	0.6006	0.6039	0.6006	0.7750
No log	0.7151	364	0.6753	0.5583	0.6753	0.8217
No log	0.7191	366	0.6400	0.5829	0.6400	0.8000
No log	0.7230	368	0.6157	0.6054	0.6157	0.7847
No log	0.7269	370	0.6384	0.5853	0.6384	0.7990
No log	0.7308	372	0.6248	0.5891	0.6248	0.7905
No log	0.7348	374	0.6583	0.5703	0.6583	0.8113
No log	0.7387	376	0.7277	0.5057	0.7277	0.8531
No log	0.7426	378	0.7087	0.5086	0.7087	0.8418
No log	0.7466	380	0.6053	0.5827	0.6053	0.7780
No log	0.7505	382	0.5966	0.5845	0.5966	0.7724
No log	0.7544	384	0.5991	0.5865	0.5991	0.7740
No log	0.7583	386	0.6060	0.5957	0.6060	0.7784
No log	0.7623	388	0.6487	0.5538	0.6487	0.8054
No log	0.7662	390	0.6608	0.5504	0.6608	0.8129
No log	0.7701	392	0.6188	0.5820	0.6188	0.7867
No log	0.7741	394	0.5998	0.5842	0.5998	0.7744
No log	0.7780	396	0.6283	0.5552	0.6283	0.7926
No log	0.7819	398	0.6070	0.5508	0.6070	0.7791
No log	0.7859	400	0.5820	0.5878	0.5820	0.7629
No log	0.7898	402	0.5990	0.5731	0.5990	0.7740
No log	0.7937	404	0.6110	0.5749	0.6110	0.7817
No log	0.7976	406	0.6228	0.6023	0.6228	0.7892
No log	0.8016	408	0.6472	0.5911	0.6472	0.8045
No log	0.8055	410	0.6487	0.5774	0.6487	0.8054
No log	0.8094	412	0.6591	0.5898	0.6591	0.8118
No log	0.8134	414	0.6468	0.5911	0.6468	0.8042
No log	0.8173	416	0.6412	0.5703	0.6412	0.8007
No log	0.8212	418	0.6636	0.5504	0.6636	0.8146
No log	0.8251	420	0.7726	0.4895	0.7726	0.8790
No log	0.8291	422	0.8024	0.4558	0.8024	0.8958
No log	0.8330	424	0.6757	0.4668	0.6757	0.8220
No log	0.8369	426	0.6662	0.4783	0.6662	0.8162
No log	0.8409	428	0.8380	0.4234	0.8380	0.9154
No log	0.8448	430	0.8901	0.4233	0.8901	0.9435
No log	0.8487	432	0.7660	0.4595	0.7660	0.8752
No log	0.8527	434	0.8330	0.4376	0.8330	0.9127
No log	0.8566	436	0.8657	0.4454	0.8657	0.9304
No log	0.8605	438	0.6664	0.5531	0.6664	0.8163
No log	0.8644	440	0.5784	0.5633	0.5784	0.7605
No log	0.8684	442	0.5777	0.5691	0.5777	0.7601
No log	0.8723	444	0.6182	0.5646	0.6182	0.7863
No log	0.8762	446	0.6933	0.5540	0.6933	0.8327
No log	0.8802	448	0.6178	0.5839	0.6178	0.7860
No log	0.8841	450	0.6198	0.5529	0.6198	0.7873
No log	0.8880	452	0.6139	0.5537	0.6139	0.7835
No log	0.8919	454	0.5982	0.5798	0.5982	0.7734
No log	0.8959	456	0.6105	0.5663	0.6105	0.7813
No log	0.8998	458	0.6302	0.5139	0.6302	0.7939
No log	0.9037	460	0.5832	0.5504	0.5832	0.7637
No log	0.9077	462	0.6067	0.5125	0.6067	0.7789
No log	0.9116	464	0.6535	0.5163	0.6535	0.8084
No log	0.9155	466	0.5842	0.5314	0.5842	0.7643
No log	0.9194	468	0.5946	0.5250	0.5946	0.7711
No log	0.9234	470	0.6609	0.4881	0.6609	0.8129
No log	0.9273	472	0.6493	0.5099	0.6493	0.8058
No log	0.9312	474	0.5665	0.5381	0.5665	0.7527
No log	0.9352	476	0.5726	0.5304	0.5726	0.7567
No log	0.9391	478	0.5761	0.5374	0.5761	0.7590
No log	0.9430	480	0.5789	0.5268	0.5789	0.7609
No log	0.9470	482	0.6424	0.5279	0.6424	0.8015
No log	0.9509	484	0.5988	0.5374	0.5988	0.7738
No log	0.9548	486	0.5865	0.5202	0.5865	0.7658
No log	0.9587	488	0.7806	0.4822	0.7806	0.8835
No log	0.9627	490	0.8265	0.4772	0.8265	0.9091
No log	0.9666	492	0.6493	0.5071	0.6493	0.8058
No log	0.9705	494	0.5550	0.5493	0.5550	0.7450
No log	0.9745	496	0.6054	0.5583	0.6054	0.7781
No log	0.9784	498	0.5999	0.5900	0.5999	0.7745
0.9447	0.9823	500	0.5681	0.5709	0.5681	0.7537
0.9447	0.9862	502	0.6701	0.5117	0.6701	0.8186
0.9447	0.9902	504	0.6511	0.5218	0.6511	0.8069
0.9447	0.9941	506	0.5562	0.5944	0.5562	0.7458
0.9447	0.9980	508	0.5509	0.6022	0.5509	0.7422
0.9447	1.0020	510	0.5610	0.5930	0.5610	0.7490
0.9447	1.0059	512	0.5687	0.5833	0.5687	0.7541
0.9447	1.0098	514	0.5593	0.5880	0.5593	0.7479
0.9447	1.0138	516	0.5692	0.5916	0.5692	0.7544
0.9447	1.0177	518	0.5750	0.5742	0.5750	0.7583
0.9447	1.0216	520	0.6603	0.5358	0.6603	0.8126
0.9447	1.0255	522	0.6876	0.5147	0.6876	0.8292
0.9447	1.0295	524	0.6107	0.5474	0.6107	0.7815
0.9447	1.0334	526	0.6010	0.5567	0.6010	0.7752
0.9447	1.0373	528	0.7141	0.5246	0.7141	0.8451

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 18, 2024
Updated: Nov 24, 2024