Arabic_FineTuningAraBERT_AugV0_k15_task2_organization_fold0

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: 0.5619
• Qwk: 0.2921
• Mse: 0.5619
• Rmse: 0.7496

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	3.3718	0.0	3.3718	1.8362
No log	0.0615	4	2.2172	0.0172	2.2172	1.4890
No log	0.0923	6	0.9753	0.0	0.9753	0.9875
No log	0.1231	8	0.7129	-0.0294	0.7129	0.8443
No log	0.1538	10	0.7478	0.0679	0.7478	0.8647
No log	0.1846	12	0.7936	0.0679	0.7936	0.8908
No log	0.2154	14	0.7493	0.0679	0.7493	0.8656
No log	0.2462	16	0.7683	0.0503	0.7683	0.8765
No log	0.2769	18	0.8446	-0.0185	0.8446	0.9190
No log	0.3077	20	0.7762	-0.1695	0.7762	0.8810
No log	0.3385	22	0.7444	-0.1608	0.7444	0.8628
No log	0.3692	24	0.7584	-0.1221	0.7584	0.8709
No log	0.4	26	0.9661	0.0679	0.9661	0.9829
No log	0.4308	28	1.0746	0.1840	1.0746	1.0366
No log	0.4615	30	0.9930	0.0	0.9930	0.9965
No log	0.4923	32	0.9349	0.0	0.9349	0.9669
No log	0.5231	34	0.8232	0.0	0.8232	0.9073
No log	0.5538	36	0.7432	0.1340	0.7432	0.8621
No log	0.5846	38	0.7305	0.1340	0.7305	0.8547
No log	0.6154	40	0.7374	0.0679	0.7374	0.8587
No log	0.6462	42	0.7241	0.0	0.7241	0.8509
No log	0.6769	44	0.7026	0.1340	0.7026	0.8382
No log	0.7077	46	0.6616	0.0679	0.6616	0.8134
No log	0.7385	48	0.6219	0.2184	0.6219	0.7886
No log	0.7692	50	0.6326	0.0993	0.6326	0.7953
No log	0.8	52	0.6841	0.2500	0.6841	0.8271
No log	0.8308	54	0.6783	0.2500	0.6783	0.8236
No log	0.8615	56	0.6312	0.2150	0.6312	0.7945
No log	0.8923	58	0.6284	0.1340	0.6284	0.7927
No log	0.9231	60	0.6883	0.0679	0.6883	0.8296
No log	0.9538	62	0.7467	0.0	0.7467	0.8641
No log	0.9846	64	0.7409	0.0	0.7409	0.8607
No log	1.0154	66	0.6974	0.0679	0.6974	0.8351
No log	1.0462	68	0.6960	0.0916	0.6960	0.8343
No log	1.0769	70	0.6885	-0.0553	0.6885	0.8298
No log	1.1077	72	0.6961	0.1141	0.6961	0.8343
No log	1.1385	74	0.7077	0.0258	0.7077	0.8413
No log	1.1692	76	0.7331	0.0679	0.7331	0.8562
No log	1.2	78	0.6877	0.0258	0.6877	0.8293
No log	1.2308	80	0.6281	0.1765	0.6281	0.7925
No log	1.2615	82	0.6551	0.2125	0.6551	0.8094
No log	1.2923	84	0.6379	0.3745	0.6379	0.7987
No log	1.3231	86	0.6174	0.1985	0.6174	0.7858
No log	1.3538	88	0.6372	0.1340	0.6372	0.7983
No log	1.3846	90	0.6943	0.0679	0.6943	0.8333
No log	1.4154	92	0.6982	0.0679	0.6982	0.8356
No log	1.4462	94	0.6781	0.1340	0.6781	0.8234
No log	1.4769	96	0.6795	-0.0294	0.6795	0.8243
No log	1.5077	98	0.6805	-0.0294	0.6805	0.8249
No log	1.5385	100	0.6794	0.1985	0.6794	0.8243
No log	1.5692	102	0.6286	0.1985	0.6286	0.7929
No log	1.6	104	0.5767	0.1985	0.5767	0.7594
No log	1.6308	106	0.5288	0.2373	0.5288	0.7272
No log	1.6615	108	0.5273	0.2373	0.5273	0.7261
No log	1.6923	110	0.5406	0.1962	0.5406	0.7353
No log	1.7231	112	0.5439	0.1962	0.5439	0.7375
No log	1.7538	114	0.5592	0.2794	0.5592	0.7478
No log	1.7846	116	0.5419	0.2184	0.5419	0.7361
No log	1.8154	118	0.5433	0.2184	0.5433	0.7371
No log	1.8462	120	0.5842	0.1985	0.5842	0.7644
No log	1.8769	122	0.5939	0.1985	0.5939	0.7707
No log	1.9077	124	0.6224	0.1985	0.6224	0.7889
No log	1.9385	126	0.6310	0.1558	0.6310	0.7944
No log	1.9692	128	0.6346	0.1141	0.6346	0.7966
No log	2.0	130	0.6331	0.1558	0.6331	0.7957
No log	2.0308	132	0.6545	0.1985	0.6545	0.8090
No log	2.0615	134	0.6558	0.3163	0.6558	0.8098
No log	2.0923	136	0.6309	0.3163	0.6309	0.7943
No log	2.1231	138	0.5753	0.1558	0.5753	0.7585
No log	2.1538	140	0.5418	0.1558	0.5418	0.7361
No log	2.1846	142	0.5392	0.1558	0.5392	0.7343
No log	2.2154	144	0.5438	0.1558	0.5438	0.7374
No log	2.2462	146	0.5340	0.1558	0.5340	0.7308
No log	2.2769	148	0.5592	0.2881	0.5592	0.7478
No log	2.3077	150	0.5986	0.2881	0.5986	0.7737
No log	2.3385	152	0.6603	0.2881	0.6603	0.8126
No log	2.3692	154	0.6776	0.2881	0.6776	0.8231
No log	2.4	156	0.6252	0.3846	0.6252	0.7907
No log	2.4308	158	0.6092	0.2364	0.6092	0.7805
No log	2.4615	160	0.6402	0.2364	0.6402	0.8001
No log	2.4923	162	0.6427	0.1141	0.6427	0.8017
No log	2.5231	164	0.6404	0.1141	0.6404	0.8003
No log	2.5538	166	0.6227	0.1985	0.6227	0.7891
No log	2.5846	168	0.6012	0.1141	0.6012	0.7754
No log	2.6154	170	0.5681	0.1141	0.5681	0.7537
No log	2.6462	172	0.5481	0.1141	0.5481	0.7403
No log	2.6769	174	0.5116	0.1765	0.5116	0.7153
No log	2.7077	176	0.4981	0.3131	0.4981	0.7058
No log	2.7385	178	0.5315	0.4786	0.5315	0.7291
No log	2.7692	180	0.5227	0.2725	0.5227	0.7230
No log	2.8	182	0.5125	0.2696	0.5125	0.7159
No log	2.8308	184	0.5720	0.2881	0.5720	0.7563
No log	2.8615	186	0.6867	0.4167	0.6867	0.8287
No log	2.8923	188	0.7005	0.4167	0.7005	0.8370
No log	2.9231	190	0.6590	0.4177	0.6590	0.8118
No log	2.9538	192	0.5455	0.4167	0.5455	0.7386
No log	2.9846	194	0.4487	0.3467	0.4487	0.6699
No log	3.0154	196	0.4560	0.4786	0.4560	0.6753
No log	3.0462	198	0.4499	0.4786	0.4499	0.6708
No log	3.0769	200	0.4359	0.4522	0.4359	0.6602
No log	3.1077	202	0.4546	0.3396	0.4546	0.6742
No log	3.1385	204	0.4873	0.4177	0.4873	0.6981
No log	3.1692	206	0.4651	0.4280	0.4651	0.6819
No log	3.2	208	0.4414	0.3077	0.4414	0.6644
No log	3.2308	210	0.4445	0.3077	0.4445	0.6667
No log	3.2615	212	0.4567	0.2533	0.4567	0.6758
No log	3.2923	214	0.4678	0.2184	0.4678	0.6840
No log	3.3231	216	0.4652	0.1765	0.4652	0.6820
No log	3.3538	218	0.4834	0.2184	0.4834	0.6953
No log	3.3846	220	0.4983	0.2184	0.4983	0.7059
No log	3.4154	222	0.4989	0.3318	0.4989	0.7064
No log	3.4462	224	0.4744	0.3029	0.4744	0.6887
No log	3.4769	226	0.4499	0.4045	0.4499	0.6707
No log	3.5077	228	0.4562	0.3708	0.4562	0.6755
No log	3.5385	230	0.4757	0.3855	0.4757	0.6897
No log	3.5692	232	0.4876	0.3855	0.4876	0.6983
No log	3.6	234	0.4844	0.4389	0.4844	0.6960
No log	3.6308	236	0.4944	0.3957	0.4944	0.7031
No log	3.6615	238	0.4955	0.3931	0.4955	0.7039
No log	3.6923	240	0.4883	0.3931	0.4883	0.6988
No log	3.7231	242	0.4741	0.3931	0.4741	0.6885
No log	3.7538	244	0.4561	0.3931	0.4561	0.6754
No log	3.7846	246	0.4461	0.3931	0.4461	0.6679
No log	3.8154	248	0.4481	0.3931	0.4481	0.6694
No log	3.8462	250	0.4805	0.4280	0.4805	0.6932
No log	3.8769	252	0.4982	0.3811	0.4982	0.7058
No log	3.9077	254	0.4769	0.3931	0.4769	0.6905
No log	3.9385	256	0.4469	0.2696	0.4469	0.6685
No log	3.9692	258	0.4422	0.3875	0.4422	0.6650
No log	4.0	260	0.4443	0.4129	0.4443	0.6666
No log	4.0308	262	0.4554	0.4878	0.4554	0.6749
No log	4.0615	264	0.4796	0.3636	0.4796	0.6925
No log	4.0923	266	0.5258	0.3846	0.5258	0.7251
No log	4.1231	268	0.5833	0.3846	0.5833	0.7638
No log	4.1538	270	0.5966	0.3846	0.5966	0.7724
No log	4.1846	272	0.5562	0.3846	0.5562	0.7458
No log	4.2154	274	0.4950	0.3957	0.4950	0.7036
No log	4.2462	276	0.4690	0.2669	0.4690	0.6848
No log	4.2769	278	0.4658	0.4129	0.4658	0.6825
No log	4.3077	280	0.4729	0.2851	0.4729	0.6877
No log	4.3385	282	0.4900	0.2533	0.4900	0.7000
No log	4.3692	284	0.5143	0.3029	0.5143	0.7171
No log	4.4	286	0.5271	0.3463	0.5271	0.7260
No log	4.4308	288	0.5014	0.3957	0.5014	0.7081
No log	4.4615	290	0.4732	0.3957	0.4732	0.6879
No log	4.4923	292	0.4785	0.3588	0.4785	0.6917
No log	4.5231	294	0.4866	0.3588	0.4866	0.6976
No log	4.5538	296	0.5065	0.3957	0.5065	0.7117
No log	4.5846	298	0.5266	0.3957	0.5266	0.7257
No log	4.6154	300	0.5187	0.3588	0.5187	0.7202
No log	4.6462	302	0.5063	0.2696	0.5063	0.7116
No log	4.6769	304	0.5127	0.2851	0.5127	0.7160
No log	4.7077	306	0.5322	0.4253	0.5322	0.7295
No log	4.7385	308	0.5326	0.2851	0.5326	0.7298
No log	4.7692	310	0.5393	0.2696	0.5393	0.7344
No log	4.8	312	0.5874	0.3463	0.5874	0.7664
No log	4.8308	314	0.6131	0.3846	0.6131	0.7830
No log	4.8615	316	0.5884	0.3846	0.5884	0.7670
No log	4.8923	318	0.5278	0.3463	0.5278	0.7265
No log	4.9231	320	0.4932	0.2323	0.4932	0.7023
No log	4.9538	322	0.5178	0.5625	0.5178	0.7196
No log	4.9846	324	0.5530	0.5312	0.5530	0.7437
No log	5.0154	326	0.5459	0.4786	0.5459	0.7388
No log	5.0462	328	0.5151	0.2696	0.5151	0.7177
No log	5.0769	330	0.5108	0.2364	0.5108	0.7147
No log	5.1077	332	0.5607	0.2881	0.5607	0.7488
No log	5.1385	334	0.6079	0.4167	0.6079	0.7797
No log	5.1692	336	0.6206	0.3846	0.6206	0.7878
No log	5.2	338	0.5798	0.3846	0.5798	0.7614
No log	5.2308	340	0.5384	0.3811	0.5384	0.7338
No log	5.2615	342	0.5208	0.3396	0.5208	0.7217
No log	5.2923	344	0.5201	0.3532	0.5201	0.7212
No log	5.3231	346	0.5303	0.3521	0.5303	0.7282
No log	5.3538	348	0.5313	0.3846	0.5313	0.7289
No log	5.3846	350	0.5309	0.3846	0.5309	0.7286
No log	5.4154	352	0.5142	0.3846	0.5142	0.7171
No log	5.4462	354	0.4890	0.3900	0.4890	0.6993
No log	5.4769	356	0.4852	0.3662	0.4852	0.6965
No log	5.5077	358	0.4941	0.3307	0.4941	0.7029
No log	5.5385	360	0.5168	0.3368	0.5168	0.7189
No log	5.5692	362	0.5363	0.3368	0.5363	0.7323
No log	5.6	364	0.5444	0.1957	0.5444	0.7378
No log	5.6308	366	0.5478	0.1957	0.5478	0.7401
No log	5.6615	368	0.5561	0.2921	0.5561	0.7457
No log	5.6923	370	0.5870	0.3521	0.5870	0.7661
No log	5.7231	372	0.6285	0.3521	0.6285	0.7928
No log	5.7538	374	0.6373	0.3846	0.6373	0.7983
No log	5.7846	376	0.6146	0.3521	0.6146	0.7840
No log	5.8154	378	0.6005	0.3521	0.6005	0.7749
No log	5.8462	380	0.5853	0.3201	0.5853	0.7651
No log	5.8769	382	0.5690	0.1807	0.5690	0.7543
No log	5.9077	384	0.5639	0.1600	0.5639	0.7510
No log	5.9385	386	0.5536	0.2154	0.5536	0.7441
No log	5.9692	388	0.5445	0.2154	0.5445	0.7379
No log	6.0	390	0.5375	0.2154	0.5375	0.7331
No log	6.0308	392	0.5371	0.1600	0.5371	0.7329
No log	6.0615	394	0.5426	0.2364	0.5426	0.7366
No log	6.0923	396	0.5337	0.2364	0.5337	0.7306
No log	6.1231	398	0.5273	0.2533	0.5273	0.7262
No log	6.1538	400	0.5230	0.1783	0.5230	0.7232
No log	6.1846	402	0.5276	0.2323	0.5276	0.7264
No log	6.2154	404	0.5347	0.2323	0.5347	0.7312
No log	6.2462	406	0.5403	0.1783	0.5403	0.7351
No log	6.2769	408	0.5434	0.2154	0.5434	0.7371
No log	6.3077	410	0.5536	0.1978	0.5536	0.7441
No log	6.3385	412	0.5776	0.2516	0.5776	0.7600
No log	6.3692	414	0.5957	0.3521	0.5957	0.7718
No log	6.4	416	0.5897	0.3521	0.5897	0.7679
No log	6.4308	418	0.5676	0.2516	0.5676	0.7534
No log	6.4615	420	0.5552	0.1978	0.5552	0.7451
No log	6.4923	422	0.5445	0.1231	0.5445	0.7379
No log	6.5231	424	0.5414	0.1231	0.5414	0.7358
No log	6.5538	426	0.5391	0.2323	0.5391	0.7343
No log	6.5846	428	0.5382	0.1231	0.5382	0.7336
No log	6.6154	430	0.5463	0.1231	0.5463	0.7391
No log	6.6462	432	0.5531	0.1600	0.5531	0.7437
No log	6.6769	434	0.5658	0.2646	0.5658	0.7522
No log	6.7077	436	0.5770	0.3521	0.5770	0.7596
No log	6.7385	438	0.5789	0.3521	0.5789	0.7609
No log	6.7692	440	0.5702	0.3521	0.5702	0.7551
No log	6.8	442	0.5535	0.2158	0.5535	0.7440
No log	6.8308	444	0.5412	0.1231	0.5412	0.7356
No log	6.8615	446	0.5378	0.0870	0.5378	0.7334
No log	6.8923	448	0.5375	0.1783	0.5375	0.7331
No log	6.9231	450	0.5400	0.1231	0.5400	0.7348
No log	6.9538	452	0.5481	0.2364	0.5481	0.7403
No log	6.9846	454	0.5600	0.2516	0.5600	0.7483
No log	7.0154	456	0.5699	0.3521	0.5699	0.7549
No log	7.0462	458	0.5734	0.3521	0.5734	0.7573
No log	7.0769	460	0.5710	0.2158	0.5710	0.7557
No log	7.1077	462	0.5694	0.1600	0.5694	0.7546
No log	7.1385	464	0.5686	0.1783	0.5686	0.7541
No log	7.1692	466	0.5733	0.1783	0.5733	0.7572
No log	7.2	468	0.5767	0.1783	0.5767	0.7594
No log	7.2308	470	0.5827	0.1783	0.5827	0.7634
No log	7.2615	472	0.5903	0.1783	0.5903	0.7683
No log	7.2923	474	0.5897	0.1783	0.5897	0.7679
No log	7.3231	476	0.5917	0.1231	0.5917	0.7692
No log	7.3538	478	0.6037	0.3201	0.6037	0.7770
No log	7.3846	480	0.6104	0.3201	0.6104	0.7813
No log	7.4154	482	0.6139	0.3201	0.6139	0.7835
No log	7.4462	484	0.6106	0.2457	0.6106	0.7814
No log	7.4769	486	0.6059	0.1972	0.6059	0.7784
No log	7.5077	488	0.5972	0.2323	0.5972	0.7728
No log	7.5385	490	0.5912	0.2323	0.5912	0.7689
No log	7.5692	492	0.5915	0.1231	0.5915	0.7691
No log	7.6	494	0.5964	0.1463	0.5964	0.7723
No log	7.6308	496	0.5976	0.1463	0.5976	0.7730
No log	7.6615	498	0.5962	0.1231	0.5962	0.7722
0.2491	7.6923	500	0.5957	0.2323	0.5957	0.7718
0.2491	7.7231	502	0.5919	0.2323	0.5919	0.7694
0.2491	7.7538	504	0.5870	0.2323	0.5870	0.7661
0.2491	7.7846	506	0.5862	0.1972	0.5862	0.7656
0.2491	7.8154	508	0.5855	0.2457	0.5855	0.7652
0.2491	7.8462	510	0.5802	0.2457	0.5802	0.7617
0.2491	7.8769	512	0.5723	0.3307	0.5723	0.7565
0.2491	7.9077	514	0.5637	0.2323	0.5637	0.7508
0.2491	7.9385	516	0.5570	0.2323	0.5570	0.7463
0.2491	7.9692	518	0.5542	0.2323	0.5542	0.7444
0.2491	8.0	520	0.5541	0.2323	0.5541	0.7444
0.2491	8.0308	522	0.5547	0.1783	0.5547	0.7448
0.2491	8.0615	524	0.5565	0.2817	0.5565	0.7460
0.2491	8.0923	526	0.5622	0.2786	0.5622	0.7498
0.2491	8.1231	528	0.5740	0.3201	0.5740	0.7576
0.2491	8.1538	530	0.5891	0.3521	0.5891	0.7675
0.2491	8.1846	532	0.5960	0.3521	0.5960	0.7720
0.2491	8.2154	534	0.5928	0.3521	0.5928	0.7699
0.2491	8.2462	536	0.5854	0.3521	0.5854	0.7651
0.2491	8.2769	538	0.5732	0.2888	0.5732	0.7571
0.2491	8.3077	540	0.5597	0.3171	0.5597	0.7482
0.2491	8.3385	542	0.5491	0.2817	0.5491	0.7410
0.2491	8.3692	544	0.5443	0.2817	0.5443	0.7378
0.2491	8.4	546	0.5402	0.2323	0.5402	0.7350
0.2491	8.4308	548	0.5386	0.3307	0.5386	0.7339
0.2491	8.4615	550	0.5402	0.2817	0.5402	0.7350
0.2491	8.4923	552	0.5462	0.3171	0.5462	0.7391
0.2491	8.5231	554	0.5588	0.2888	0.5588	0.7475
0.2491	8.5538	556	0.5726	0.2888	0.5726	0.7567
0.2491	8.5846	558	0.5829	0.3201	0.5829	0.7635
0.2491	8.6154	560	0.5931	0.3521	0.5931	0.7701
0.2491	8.6462	562	0.5961	0.3521	0.5961	0.7720
0.2491	8.6769	564	0.5926	0.3521	0.5926	0.7698
0.2491	8.7077	566	0.5862	0.2888	0.5862	0.7656
0.2491	8.7385	568	0.5781	0.2888	0.5781	0.7603
0.2491	8.7692	570	0.5714	0.2786	0.5714	0.7559
0.2491	8.8	572	0.5694	0.2786	0.5694	0.7546
0.2491	8.8308	574	0.5709	0.2786	0.5709	0.7556
0.2491	8.8615	576	0.5734	0.2786	0.5734	0.7573
0.2491	8.8923	578	0.5729	0.2786	0.5729	0.7569
0.2491	8.9231	580	0.5708	0.2669	0.5708	0.7555
0.2491	8.9538	582	0.5664	0.1231	0.5664	0.7526
0.2491	8.9846	584	0.5637	0.1231	0.5637	0.7508
0.2491	9.0154	586	0.5619	0.1783	0.5619	0.7496
0.2491	9.0462	588	0.5602	0.1783	0.5602	0.7485
0.2491	9.0769	590	0.5626	0.2817	0.5626	0.7501
0.2491	9.1077	592	0.5692	0.2457	0.5692	0.7544
0.2491	9.1385	594	0.5738	0.2888	0.5738	0.7575
0.2491	9.1692	596	0.5752	0.2888	0.5752	0.7584
0.2491	9.2	598	0.5770	0.2888	0.5770	0.7596
0.2491	9.2308	600	0.5795	0.2888	0.5795	0.7612
0.2491	9.2615	602	0.5803	0.2888	0.5803	0.7617
0.2491	9.2923	604	0.5808	0.2888	0.5808	0.7621
0.2491	9.3231	606	0.5794	0.2888	0.5794	0.7612
0.2491	9.3538	608	0.5761	0.2888	0.5761	0.7590
0.2491	9.3846	610	0.5711	0.2888	0.5711	0.7557
0.2491	9.4154	612	0.5666	0.3251	0.5666	0.7527
0.2491	9.4462	614	0.5621	0.2921	0.5621	0.7497
0.2491	9.4769	616	0.5581	0.2921	0.5581	0.7471
0.2491	9.5077	618	0.5557	0.1783	0.5557	0.7454
0.2491	9.5385	620	0.5552	0.1783	0.5552	0.7451
0.2491	9.5692	622	0.5552	0.2323	0.5552	0.7451
0.2491	9.6	624	0.5553	0.2323	0.5553	0.7452
0.2491	9.6308	626	0.5557	0.1783	0.5557	0.7455
0.2491	9.6615	628	0.5566	0.1783	0.5566	0.7461
0.2491	9.6923	630	0.5578	0.2921	0.5578	0.7469
0.2491	9.7231	632	0.5589	0.2921	0.5589	0.7476
0.2491	9.7538	634	0.5594	0.2921	0.5594	0.7479
0.2491	9.7846	636	0.5593	0.2921	0.5593	0.7479
0.2491	9.8154	638	0.5592	0.2921	0.5592	0.7478
0.2491	9.8462	640	0.5596	0.2921	0.5596	0.7481
0.2491	9.8769	642	0.5603	0.2921	0.5603	0.7485
0.2491	9.9077	644	0.5609	0.2921	0.5609	0.7489
0.2491	9.9385	646	0.5614	0.2921	0.5614	0.7493
0.2491	9.9692	648	0.5618	0.2921	0.5618	0.7495
0.2491	10.0	650	0.5619	0.2921	0.5619	0.7496

Framework versions

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