ArabicNewSplits6_FineTuningAraBERT_run1_AugV5_k13_task1_organization

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: 0.6347
• Qwk: 0.7302
• Mse: 0.6347
• Rmse: 0.7967

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: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0308	2	5.1468	-0.0124	5.1468	2.2687
No log	0.0615	4	3.0612	0.0440	3.0612	1.7496
No log	0.0923	6	2.2367	-0.0239	2.2367	1.4956
No log	0.1231	8	1.5883	0.0915	1.5883	1.2603
No log	0.1538	10	1.1678	0.2740	1.1678	1.0806
No log	0.1846	12	1.1432	0.2033	1.1432	1.0692
No log	0.2154	14	1.0822	0.2323	1.0822	1.0403
No log	0.2462	16	1.4577	0.1074	1.4577	1.2073
No log	0.2769	18	2.0285	0.0938	2.0285	1.4243
No log	0.3077	20	1.7933	0.1494	1.7933	1.3391
No log	0.3385	22	1.2307	0.3069	1.2307	1.1094
No log	0.3692	24	0.9477	0.4723	0.9477	0.9735
No log	0.4	26	1.0084	0.4537	1.0084	1.0042
No log	0.4308	28	1.4246	0.2872	1.4246	1.1935
No log	0.4615	30	1.7886	0.3084	1.7886	1.3374
No log	0.4923	32	1.7770	0.3171	1.7770	1.3330
No log	0.5231	34	1.7277	0.3212	1.7277	1.3144
No log	0.5538	36	1.2732	0.4066	1.2732	1.1284
No log	0.5846	38	0.9233	0.4131	0.9233	0.9609
No log	0.6154	40	0.8284	0.4095	0.8284	0.9102
No log	0.6462	42	0.8195	0.4118	0.8195	0.9052
No log	0.6769	44	0.8394	0.4106	0.8394	0.9162
No log	0.7077	46	0.9037	0.4132	0.9037	0.9506
No log	0.7385	48	1.0064	0.4419	1.0064	1.0032
No log	0.7692	50	1.2717	0.4076	1.2717	1.1277
No log	0.8	52	1.5654	0.3842	1.5654	1.2512
No log	0.8308	54	1.9959	0.3218	1.9959	1.4128
No log	0.8615	56	1.9684	0.3309	1.9684	1.4030
No log	0.8923	58	1.7218	0.3453	1.7218	1.3122
No log	0.9231	60	1.4858	0.4015	1.4858	1.2189
No log	0.9538	62	1.4621	0.4066	1.4621	1.2092
No log	0.9846	64	1.3772	0.3826	1.3772	1.1735
No log	1.0154	66	1.6189	0.3434	1.6189	1.2724
No log	1.0462	68	2.2030	0.2645	2.2030	1.4843
No log	1.0769	70	2.5650	0.2013	2.5650	1.6016
No log	1.1077	72	2.1984	0.2374	2.1984	1.4827
No log	1.1385	74	1.6517	0.1212	1.6517	1.2852
No log	1.1692	76	1.2232	0.1450	1.2232	1.1060
No log	1.2	78	0.9586	0.4330	0.9586	0.9791
No log	1.2308	80	0.8719	0.4677	0.8719	0.9337
No log	1.2615	82	0.8083	0.4677	0.8083	0.8991
No log	1.2923	84	0.7969	0.4793	0.7969	0.8927
No log	1.3231	86	1.0946	0.4116	1.0946	1.0462
No log	1.3538	88	2.0492	0.2584	2.0492	1.4315
No log	1.3846	90	2.5625	0.1784	2.5625	1.6008
No log	1.4154	92	2.3641	0.2267	2.3641	1.5376
No log	1.4462	94	1.7592	0.3455	1.7592	1.3263
No log	1.4769	96	1.0894	0.4679	1.0894	1.0437
No log	1.5077	98	0.6946	0.6311	0.6946	0.8334
No log	1.5385	100	0.6292	0.6324	0.6292	0.7933
No log	1.5692	102	0.6751	0.6311	0.6751	0.8217
No log	1.6	104	0.6738	0.6148	0.6738	0.8208
No log	1.6308	106	0.6572	0.5951	0.6572	0.8107
No log	1.6615	108	0.6819	0.5700	0.6819	0.8257
No log	1.6923	110	0.7336	0.5834	0.7336	0.8565
No log	1.7231	112	0.7098	0.5912	0.7098	0.8425
No log	1.7538	114	0.6400	0.6160	0.6400	0.8000
No log	1.7846	116	0.6303	0.6744	0.6303	0.7939
No log	1.8154	118	0.6405	0.6683	0.6405	0.8003
No log	1.8462	120	0.6145	0.6964	0.6145	0.7839
No log	1.8769	122	0.6562	0.6396	0.6562	0.8100
No log	1.9077	124	0.7122	0.6229	0.7122	0.8439
No log	1.9385	126	0.6715	0.6361	0.6715	0.8194
No log	1.9692	128	0.7075	0.6109	0.7075	0.8411
No log	2.0	130	0.7452	0.5992	0.7452	0.8633
No log	2.0308	132	0.7952	0.6005	0.7952	0.8917
No log	2.0615	134	0.8007	0.6104	0.8007	0.8948
No log	2.0923	136	0.6681	0.6465	0.6681	0.8174
No log	2.1231	138	0.6410	0.6765	0.6410	0.8006
No log	2.1538	140	0.6452	0.6771	0.6452	0.8033
No log	2.1846	142	0.6278	0.7095	0.6278	0.7924
No log	2.2154	144	0.6862	0.7173	0.6862	0.8284
No log	2.2462	146	0.7306	0.6961	0.7306	0.8547
No log	2.2769	148	0.6412	0.7432	0.6412	0.8008
No log	2.3077	150	0.6358	0.6972	0.6358	0.7974
No log	2.3385	152	0.7119	0.6913	0.7119	0.8437
No log	2.3692	154	0.6852	0.6982	0.6852	0.8278
No log	2.4	156	0.6382	0.7069	0.6382	0.7989
No log	2.4308	158	0.6367	0.7179	0.6367	0.7980
No log	2.4615	160	0.6846	0.7303	0.6846	0.8274
No log	2.4923	162	0.6893	0.7236	0.6893	0.8302
No log	2.5231	164	0.6355	0.6900	0.6355	0.7972
No log	2.5538	166	1.0326	0.5827	1.0326	1.0162
No log	2.5846	168	1.3269	0.4617	1.3269	1.1519
No log	2.6154	170	1.1379	0.5297	1.1379	1.0667
No log	2.6462	172	0.8414	0.6878	0.8414	0.9173
No log	2.6769	174	0.8549	0.6763	0.8549	0.9246
No log	2.7077	176	1.0269	0.6069	1.0269	1.0133
No log	2.7385	178	0.9652	0.6284	0.9652	0.9824
No log	2.7692	180	0.7991	0.6719	0.7991	0.8939
No log	2.8	182	0.7223	0.7501	0.7223	0.8499
No log	2.8308	184	0.6890	0.7406	0.6890	0.8301
No log	2.8615	186	0.7050	0.6931	0.7050	0.8396
No log	2.8923	188	0.9365	0.6147	0.9365	0.9677
No log	2.9231	190	0.9766	0.5766	0.9766	0.9882
No log	2.9538	192	0.7613	0.6532	0.7613	0.8725
No log	2.9846	194	0.6165	0.6753	0.6165	0.7852
No log	3.0154	196	0.5902	0.7081	0.5902	0.7682
No log	3.0462	198	0.6024	0.7083	0.6024	0.7761
No log	3.0769	200	0.6840	0.7093	0.6840	0.8270
No log	3.1077	202	0.6899	0.7237	0.6899	0.8306
No log	3.1385	204	0.6227	0.7108	0.6227	0.7891
No log	3.1692	206	0.6057	0.7411	0.6057	0.7783
No log	3.2	208	0.6395	0.7337	0.6395	0.7997
No log	3.2308	210	0.6784	0.7347	0.6784	0.8237
No log	3.2615	212	0.6629	0.7447	0.6629	0.8142
No log	3.2923	214	0.6151	0.7380	0.6151	0.7843
No log	3.3231	216	0.5960	0.7116	0.5960	0.7720
No log	3.3538	218	0.5927	0.6864	0.5927	0.7699
No log	3.3846	220	0.5954	0.6957	0.5954	0.7716
No log	3.4154	222	0.6136	0.7006	0.6136	0.7833
No log	3.4462	224	0.6166	0.7140	0.6166	0.7852
No log	3.4769	226	0.6094	0.7065	0.6094	0.7806
No log	3.5077	228	0.6063	0.7104	0.6063	0.7786
No log	3.5385	230	0.6420	0.7113	0.6420	0.8013
No log	3.5692	232	0.6836	0.6815	0.6836	0.8268
No log	3.6	234	0.6673	0.6819	0.6673	0.8169
No log	3.6308	236	0.6239	0.6896	0.6239	0.7899
No log	3.6615	238	0.6183	0.6999	0.6183	0.7863
No log	3.6923	240	0.6476	0.7067	0.6476	0.8047
No log	3.7231	242	0.6175	0.6999	0.6175	0.7858
No log	3.7538	244	0.6245	0.6583	0.6245	0.7902
No log	3.7846	246	0.7605	0.6621	0.7605	0.8721
No log	3.8154	248	0.8232	0.6165	0.8232	0.9073
No log	3.8462	250	0.7439	0.6447	0.7439	0.8625
No log	3.8769	252	0.6375	0.6858	0.6375	0.7984
No log	3.9077	254	0.6438	0.7262	0.6438	0.8024
No log	3.9385	256	0.7069	0.7158	0.7069	0.8408
No log	3.9692	258	0.6868	0.7247	0.6868	0.8288
No log	4.0	260	0.6308	0.7100	0.6308	0.7942
No log	4.0308	262	0.6084	0.7118	0.6084	0.7800
No log	4.0615	264	0.6498	0.7032	0.6498	0.8061
No log	4.0923	266	0.6680	0.6989	0.6680	0.8173
No log	4.1231	268	0.6299	0.6757	0.6299	0.7937
No log	4.1538	270	0.6063	0.6896	0.6063	0.7787
No log	4.1846	272	0.6069	0.6895	0.6069	0.7790
No log	4.2154	274	0.6143	0.6949	0.6143	0.7838
No log	4.2462	276	0.6130	0.6826	0.6130	0.7830
No log	4.2769	278	0.6190	0.7059	0.6190	0.7867
No log	4.3077	280	0.6693	0.6800	0.6693	0.8181
No log	4.3385	282	0.7433	0.6283	0.7433	0.8621
No log	4.3692	284	0.7338	0.6321	0.7338	0.8566
No log	4.4	286	0.7483	0.6369	0.7483	0.8650
No log	4.4308	288	0.7054	0.6422	0.7054	0.8399
No log	4.4615	290	0.6270	0.6813	0.6270	0.7919
No log	4.4923	292	0.6168	0.6891	0.6168	0.7853
No log	4.5231	294	0.6191	0.6846	0.6191	0.7868
No log	4.5538	296	0.6194	0.6858	0.6194	0.7870
No log	4.5846	298	0.6139	0.6970	0.6139	0.7835
No log	4.6154	300	0.6182	0.7129	0.6182	0.7862
No log	4.6462	302	0.6205	0.7211	0.6205	0.7877
No log	4.6769	304	0.6264	0.7263	0.6264	0.7914
No log	4.7077	306	0.6384	0.7390	0.6384	0.7990
No log	4.7385	308	0.6439	0.7261	0.6439	0.8024
No log	4.7692	310	0.6510	0.7166	0.6510	0.8069
No log	4.8	312	0.6443	0.7015	0.6443	0.8027
No log	4.8308	314	0.6289	0.6988	0.6289	0.7931
No log	4.8615	316	0.6298	0.7166	0.6298	0.7936
No log	4.8923	318	0.6331	0.7047	0.6331	0.7957
No log	4.9231	320	0.6335	0.6973	0.6335	0.7959
No log	4.9538	322	0.6278	0.6846	0.6278	0.7924
No log	4.9846	324	0.6320	0.6655	0.6320	0.7950
No log	5.0154	326	0.6437	0.6417	0.6437	0.8023
No log	5.0462	328	0.6539	0.6459	0.6539	0.8086
No log	5.0769	330	0.6537	0.6696	0.6537	0.8085
No log	5.1077	332	0.6593	0.6671	0.6593	0.8119
No log	5.1385	334	0.6561	0.6939	0.6561	0.8100
No log	5.1692	336	0.6482	0.7204	0.6482	0.8051
No log	5.2	338	0.6459	0.7116	0.6459	0.8037
No log	5.2308	340	0.6356	0.7151	0.6356	0.7973
No log	5.2615	342	0.6249	0.7051	0.6249	0.7905
No log	5.2923	344	0.6252	0.7128	0.6252	0.7907
No log	5.3231	346	0.6341	0.7179	0.6341	0.7963
No log	5.3538	348	0.6244	0.7268	0.6244	0.7902
No log	5.3846	350	0.6373	0.6864	0.6373	0.7983
No log	5.4154	352	0.6945	0.6764	0.6945	0.8333
No log	5.4462	354	0.7242	0.6654	0.7242	0.8510
No log	5.4769	356	0.6949	0.6839	0.6949	0.8336
No log	5.5077	358	0.6569	0.7244	0.6569	0.8105
No log	5.5385	360	0.6635	0.7185	0.6635	0.8145
No log	5.5692	362	0.7135	0.7022	0.7135	0.8447
No log	5.6	364	0.7143	0.6771	0.7143	0.8452
No log	5.6308	366	0.6666	0.6998	0.6666	0.8165
No log	5.6615	368	0.6311	0.7297	0.6311	0.7944
No log	5.6923	370	0.6423	0.6662	0.6423	0.8014
No log	5.7231	372	0.6582	0.6310	0.6582	0.8113
No log	5.7538	374	0.6439	0.6659	0.6439	0.8025
No log	5.7846	376	0.6462	0.6447	0.6462	0.8038
No log	5.8154	378	0.6368	0.6832	0.6368	0.7980
No log	5.8462	380	0.6364	0.6747	0.6364	0.7977
No log	5.8769	382	0.6327	0.6731	0.6327	0.7954
No log	5.9077	384	0.6493	0.7192	0.6493	0.8058
No log	5.9385	386	0.6930	0.6889	0.6930	0.8325
No log	5.9692	388	0.7226	0.6763	0.7226	0.8501
No log	6.0	390	0.7191	0.6724	0.7191	0.8480
No log	6.0308	392	0.6997	0.6849	0.6997	0.8365
No log	6.0615	394	0.6744	0.7105	0.6744	0.8212
No log	6.0923	396	0.6716	0.6904	0.6716	0.8195
No log	6.1231	398	0.6730	0.6949	0.6730	0.8204
No log	6.1538	400	0.6667	0.6968	0.6667	0.8165
No log	6.1846	402	0.6740	0.7119	0.6740	0.8209
No log	6.2154	404	0.7071	0.6924	0.7071	0.8409
No log	6.2462	406	0.7116	0.6849	0.7116	0.8435
No log	6.2769	408	0.6857	0.6924	0.6857	0.8281
No log	6.3077	410	0.6504	0.7103	0.6504	0.8065
No log	6.3385	412	0.6363	0.7099	0.6363	0.7977
No log	6.3692	414	0.6196	0.7123	0.6196	0.7872
No log	6.4	416	0.6172	0.6984	0.6172	0.7856
No log	6.4308	418	0.6187	0.6883	0.6187	0.7866
No log	6.4615	420	0.6174	0.7068	0.6174	0.7858
No log	6.4923	422	0.6417	0.7212	0.6417	0.8011
No log	6.5231	424	0.7058	0.7001	0.7058	0.8401
No log	6.5538	426	0.7483	0.6862	0.7483	0.8650
No log	6.5846	428	0.7411	0.6850	0.7411	0.8609
No log	6.6154	430	0.6927	0.7034	0.6927	0.8323
No log	6.6462	432	0.6444	0.7226	0.6444	0.8028
No log	6.6769	434	0.6318	0.7118	0.6318	0.7949
No log	6.7077	436	0.6310	0.7212	0.6310	0.7944
No log	6.7385	438	0.6310	0.7256	0.6310	0.7944
No log	6.7692	440	0.6283	0.7212	0.6283	0.7927
No log	6.8	442	0.6268	0.7162	0.6268	0.7917
No log	6.8308	444	0.6360	0.7296	0.6360	0.7975
No log	6.8615	446	0.6512	0.7029	0.6512	0.8070
No log	6.8923	448	0.6482	0.7050	0.6482	0.8051
No log	6.9231	450	0.6242	0.7250	0.6242	0.7901
No log	6.9538	452	0.6056	0.7259	0.6056	0.7782
No log	6.9846	454	0.6084	0.7230	0.6084	0.7800
No log	7.0154	456	0.6226	0.7117	0.6226	0.7891
No log	7.0462	458	0.6261	0.7117	0.6261	0.7913
No log	7.0769	460	0.6175	0.7113	0.6175	0.7858
No log	7.1077	462	0.6210	0.7138	0.6210	0.7881
No log	7.1385	464	0.6668	0.7198	0.6668	0.8166
No log	7.1692	466	0.7211	0.7000	0.7211	0.8492
No log	7.2	468	0.7578	0.6955	0.7578	0.8705
No log	7.2308	470	0.7482	0.7055	0.7482	0.8650
No log	7.2615	472	0.7133	0.6955	0.7133	0.8446
No log	7.2923	474	0.6766	0.7206	0.6766	0.8225
No log	7.3231	476	0.6465	0.7208	0.6465	0.8041
No log	7.3538	478	0.6334	0.7307	0.6334	0.7959
No log	7.3846	480	0.6308	0.7291	0.6308	0.7942
No log	7.4154	482	0.6289	0.7307	0.6289	0.7930
No log	7.4462	484	0.6257	0.7310	0.6257	0.7910
No log	7.4769	486	0.6287	0.7244	0.6287	0.7929
No log	7.5077	488	0.6345	0.7200	0.6345	0.7965
No log	7.5385	490	0.6396	0.7081	0.6396	0.7998
No log	7.5692	492	0.6328	0.7081	0.6328	0.7955
No log	7.6	494	0.6320	0.7081	0.6320	0.7950
No log	7.6308	496	0.6339	0.7088	0.6339	0.7962
No log	7.6615	498	0.6255	0.7035	0.6255	0.7909
0.4827	7.6923	500	0.6168	0.7170	0.6168	0.7854
0.4827	7.7231	502	0.6081	0.7244	0.6081	0.7798
0.4827	7.7538	504	0.6043	0.7310	0.6043	0.7774
0.4827	7.7846	506	0.6078	0.7170	0.6078	0.7796
0.4827	7.8154	508	0.6067	0.7170	0.6067	0.7789
0.4827	7.8462	510	0.6018	0.7215	0.6018	0.7758
0.4827	7.8769	512	0.5944	0.7355	0.5944	0.7709
0.4827	7.9077	514	0.5919	0.7482	0.5919	0.7693
0.4827	7.9385	516	0.5937	0.7528	0.5937	0.7705
0.4827	7.9692	518	0.5979	0.7458	0.5979	0.7733
0.4827	8.0	520	0.6110	0.7332	0.6110	0.7817
0.4827	8.0308	522	0.6335	0.7299	0.6335	0.7959
0.4827	8.0615	524	0.6483	0.7309	0.6483	0.8052
0.4827	8.0923	526	0.6643	0.7280	0.6643	0.8150
0.4827	8.1231	528	0.6595	0.7168	0.6595	0.8121
0.4827	8.1538	530	0.6366	0.7325	0.6366	0.7979
0.4827	8.1846	532	0.6184	0.7299	0.6184	0.7864
0.4827	8.2154	534	0.6081	0.7288	0.6081	0.7798
0.4827	8.2462	536	0.6078	0.7288	0.6078	0.7796
0.4827	8.2769	538	0.6108	0.7260	0.6108	0.7815
0.4827	8.3077	540	0.6138	0.7375	0.6138	0.7834
0.4827	8.3385	542	0.6168	0.7325	0.6168	0.7853
0.4827	8.3692	544	0.6313	0.7213	0.6313	0.7946
0.4827	8.4	546	0.6373	0.7267	0.6373	0.7983
0.4827	8.4308	548	0.6311	0.7313	0.6311	0.7944
0.4827	8.4615	550	0.6147	0.7242	0.6147	0.7840
0.4827	8.4923	552	0.5979	0.7288	0.5979	0.7732
0.4827	8.5231	554	0.5897	0.7332	0.5897	0.7679
0.4827	8.5538	556	0.5856	0.7398	0.5856	0.7652
0.4827	8.5846	558	0.5859	0.7548	0.5859	0.7655
0.4827	8.6154	560	0.5878	0.7398	0.5878	0.7667
0.4827	8.6462	562	0.5935	0.7288	0.5935	0.7704
0.4827	8.6769	564	0.6103	0.7337	0.6103	0.7812
0.4827	8.7077	566	0.6382	0.7213	0.6382	0.7989
0.4827	8.7385	568	0.6622	0.7132	0.6622	0.8138
0.4827	8.7692	570	0.6650	0.6890	0.6650	0.8155
0.4827	8.8	572	0.6554	0.7132	0.6554	0.8095
0.4827	8.8308	574	0.6371	0.7213	0.6371	0.7982
0.4827	8.8615	576	0.6229	0.7241	0.6229	0.7893
0.4827	8.8923	578	0.6119	0.7247	0.6119	0.7823
0.4827	8.9231	580	0.6033	0.7343	0.6033	0.7767
0.4827	8.9538	582	0.5983	0.7343	0.5983	0.7735
0.4827	8.9846	584	0.5975	0.7343	0.5975	0.7730
0.4827	9.0154	586	0.5985	0.7343	0.5985	0.7737
0.4827	9.0462	588	0.6028	0.7269	0.6028	0.7764
0.4827	9.0769	590	0.6136	0.7172	0.6136	0.7833
0.4827	9.1077	592	0.6213	0.7235	0.6213	0.7883
0.4827	9.1385	594	0.6237	0.7235	0.6237	0.7897
0.4827	9.1692	596	0.6274	0.7235	0.6274	0.7921
0.4827	9.2	598	0.6270	0.7235	0.6270	0.7918
0.4827	9.2308	600	0.6232	0.7235	0.6232	0.7895
0.4827	9.2615	602	0.6177	0.7241	0.6177	0.7859
0.4827	9.2923	604	0.6147	0.7224	0.6147	0.7840
0.4827	9.3231	606	0.6125	0.7254	0.6125	0.7826
0.4827	9.3538	608	0.6104	0.7343	0.6104	0.7813
0.4827	9.3846	610	0.6082	0.7343	0.6082	0.7798
0.4827	9.4154	612	0.6074	0.7343	0.6074	0.7794
0.4827	9.4462	614	0.6083	0.7343	0.6083	0.7800
0.4827	9.4769	616	0.6113	0.7254	0.6113	0.7819
0.4827	9.5077	618	0.6172	0.7241	0.6172	0.7856
0.4827	9.5385	620	0.6221	0.7302	0.6221	0.7888
0.4827	9.5692	622	0.6263	0.7302	0.6263	0.7914
0.4827	9.6	624	0.6294	0.7302	0.6294	0.7934
0.4827	9.6308	626	0.6321	0.7302	0.6321	0.7950
0.4827	9.6615	628	0.6334	0.7302	0.6334	0.7958
0.4827	9.6923	630	0.6347	0.7302	0.6347	0.7967
0.4827	9.7231	632	0.6355	0.7287	0.6355	0.7972
0.4827	9.7538	634	0.6360	0.7287	0.6360	0.7975
0.4827	9.7846	636	0.6355	0.7287	0.6355	0.7972
0.4827	9.8154	638	0.6352	0.7287	0.6352	0.7970
0.4827	9.8462	640	0.6349	0.7287	0.6349	0.7968
0.4827	9.8769	642	0.6347	0.7302	0.6347	0.7967
0.4827	9.9077	644	0.6344	0.7302	0.6344	0.7965
0.4827	9.9385	646	0.6346	0.7302	0.6346	0.7966
0.4827	9.9692	648	0.6347	0.7302	0.6347	0.7967
0.4827	10.0	650	0.6347	0.7302	0.6347	0.7967

Framework versions

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