ArabicNewSplits7_FineTuningAraBERT_run3_AugV5_k12_task3_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: 0.8627
• Qwk: -0.0563
• Mse: 0.8627
• Rmse: 0.9288

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: 100

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0606	2	3.8789	0.0200	3.8789	1.9695
No log	0.1212	4	1.8833	0.0531	1.8833	1.3723
No log	0.1818	6	1.3819	0.0323	1.3819	1.1756
No log	0.2424	8	0.7212	0.1318	0.7212	0.8493
No log	0.3030	10	0.6952	-0.0101	0.6952	0.8338
No log	0.3636	12	0.9494	-0.0658	0.9494	0.9744
No log	0.4242	14	1.0794	-0.0178	1.0794	1.0390
No log	0.4848	16	0.8391	0.0984	0.8391	0.9160
No log	0.5455	18	0.8363	0.0909	0.8363	0.9145
No log	0.6061	20	1.0356	0.0119	1.0356	1.0176
No log	0.6667	22	1.0620	-0.0149	1.0620	1.0305
No log	0.7273	24	1.2419	-0.0221	1.2419	1.1144
No log	0.7879	26	1.1764	-0.0468	1.1764	1.0846
No log	0.8485	28	0.8880	-0.0269	0.8880	0.9423
No log	0.9091	30	0.6987	-0.0035	0.6987	0.8359
No log	0.9697	32	0.7013	-0.0069	0.7013	0.8374
No log	1.0303	34	0.7280	-0.1765	0.7280	0.8532
No log	1.0909	36	0.8575	-0.1688	0.8575	0.9260
No log	1.1515	38	1.2382	0.0	1.2382	1.1127
No log	1.2121	40	1.4248	0.0	1.4248	1.1936
No log	1.2727	42	1.4831	0.0	1.4831	1.2178
No log	1.3333	44	1.3667	0.0	1.3667	1.1691
No log	1.3939	46	1.2339	0.0	1.2339	1.1108
No log	1.4545	48	1.0530	-0.0221	1.0530	1.0262
No log	1.5152	50	0.8687	-0.1660	0.8687	0.9321
No log	1.5758	52	0.7691	0.0460	0.7691	0.8770
No log	1.6364	54	0.7937	0.0909	0.7937	0.8909
No log	1.6970	56	0.8231	-0.0309	0.8231	0.9072
No log	1.7576	58	0.9761	-0.0638	0.9761	0.9880
No log	1.8182	60	1.2169	-0.0736	1.2169	1.1031
No log	1.8788	62	1.3637	-0.0736	1.3637	1.1678
No log	1.9394	64	1.2380	0.0156	1.2380	1.1127
No log	2.0	66	0.9145	-0.0518	0.9145	0.9563
No log	2.0606	68	0.8069	0.0129	0.8069	0.8983
No log	2.1212	70	0.7700	0.0714	0.7700	0.8775
No log	2.1818	72	0.6909	0.0506	0.6909	0.8312
No log	2.2424	74	0.7738	-0.0351	0.7738	0.8797
No log	2.3030	76	1.1035	0.0446	1.1035	1.0505
No log	2.3636	78	1.4305	-0.0193	1.4305	1.1960
No log	2.4242	80	1.2208	-0.0178	1.2208	1.1049
No log	2.4848	82	0.9151	0.1499	0.9151	0.9566
No log	2.5455	84	0.8556	0.1316	0.8556	0.9250
No log	2.6061	86	0.7348	-0.0264	0.7348	0.8572
No log	2.6667	88	0.8338	0.0409	0.8338	0.9131
No log	2.7273	90	0.8512	0.0476	0.8512	0.9226
No log	2.7879	92	1.1142	0.0282	1.1142	1.0555
No log	2.8485	94	1.1194	-0.0012	1.1194	1.0580
No log	2.9091	96	0.9964	-0.0122	0.9964	0.9982
No log	2.9697	98	1.0013	-0.0122	1.0013	1.0006
No log	3.0303	100	1.1936	0.0111	1.1936	1.0925
No log	3.0909	102	0.8000	-0.0252	0.8000	0.8944
No log	3.1515	104	0.7566	-0.0609	0.7566	0.8698
No log	3.2121	106	0.8818	0.0346	0.8818	0.9391
No log	3.2727	108	0.9433	0.0711	0.9433	0.9713
No log	3.3333	110	0.8556	0.0871	0.8556	0.9250
No log	3.3939	112	1.1274	-0.0218	1.1274	1.0618
No log	3.4545	114	1.0529	-0.0218	1.0529	1.0261
No log	3.5152	116	0.9770	0.0676	0.9770	0.9885
No log	3.5758	118	0.7990	0.0247	0.7990	0.8939
No log	3.6364	120	0.8885	0.1775	0.8885	0.9426
No log	3.6970	122	1.3496	-0.0303	1.3496	1.1617
No log	3.7576	124	0.9712	0.1193	0.9712	0.9855
No log	3.8182	126	0.8287	0.0159	0.8287	0.9103
No log	3.8788	128	0.8201	0.0767	0.8201	0.9056
No log	3.9394	130	0.8394	0.1277	0.8394	0.9162
No log	4.0	132	1.0007	0.0484	1.0007	1.0003
No log	4.0606	134	1.0769	0.0445	1.0769	1.0377
No log	4.1212	136	0.8113	0.0860	0.8113	0.9007
No log	4.1818	138	0.7608	0.0741	0.7608	0.8722
No log	4.2424	140	0.7271	-0.0406	0.7271	0.8527
No log	4.3030	142	0.8380	0.0562	0.8380	0.9154
No log	4.3636	144	0.9163	0.0091	0.9163	0.9572
No log	4.4242	146	0.8018	0.0749	0.8018	0.8954
No log	4.4848	148	0.8196	0.0718	0.8196	0.9053
No log	4.5455	150	0.8594	0.0406	0.8594	0.9270
No log	4.6061	152	0.8051	-0.0238	0.8051	0.8973
No log	4.6667	154	0.9214	-0.0735	0.9214	0.9599
No log	4.7273	156	0.9753	-0.1152	0.9753	0.9876
No log	4.7879	158	0.9175	-0.1098	0.9175	0.9578
No log	4.8485	160	0.8361	0.0995	0.8361	0.9144
No log	4.9091	162	0.8546	0.0319	0.8546	0.9244
No log	4.9697	164	0.8048	-0.0583	0.8048	0.8971
No log	5.0303	166	0.9871	-0.0425	0.9871	0.9935
No log	5.0909	168	0.9171	-0.0788	0.9171	0.9576
No log	5.1515	170	0.8157	-0.0086	0.8157	0.9031
No log	5.2121	172	0.8352	-0.1472	0.8352	0.9139
No log	5.2727	174	0.8308	-0.2123	0.8308	0.9115
No log	5.3333	176	0.9474	0.0183	0.9474	0.9734
No log	5.3939	178	1.0770	-0.0409	1.0770	1.0378
No log	5.4545	180	0.9112	-0.0643	0.9112	0.9546
No log	5.5152	182	0.8366	-0.0841	0.8366	0.9147
No log	5.5758	184	0.8474	-0.0473	0.8474	0.9205
No log	5.6364	186	0.8211	0.0495	0.8211	0.9061
No log	5.6970	188	0.8778	-0.0672	0.8778	0.9369
No log	5.7576	190	0.9372	-0.0391	0.9372	0.9681
No log	5.8182	192	0.8501	-0.0672	0.8501	0.9220
No log	5.8788	194	0.8281	0.0495	0.8281	0.9100
No log	5.9394	196	0.8675	-0.0573	0.8675	0.9314
No log	6.0	198	0.8756	-0.1020	0.8756	0.9357
No log	6.0606	200	0.8507	-0.1394	0.8507	0.9223
No log	6.1212	202	0.8237	0.0338	0.8237	0.9076
No log	6.1818	204	0.9774	0.0424	0.9774	0.9887
No log	6.2424	206	1.0443	-0.0097	1.0443	1.0219
No log	6.3030	208	0.8446	-0.0790	0.8446	0.9190
No log	6.3636	210	0.7836	0.0	0.7836	0.8852
No log	6.4242	212	0.8091	-0.1208	0.8091	0.8995
No log	6.4848	214	0.8198	-0.0578	0.8198	0.9054
No log	6.5455	216	0.9277	-0.0373	0.9277	0.9631
No log	6.6061	218	1.2469	-0.0608	1.2469	1.1166
No log	6.6667	220	1.0274	-0.0157	1.0274	1.0136
No log	6.7273	222	0.7894	0.0375	0.7894	0.8885
No log	6.7879	224	0.8056	0.0874	0.8056	0.8976
No log	6.8485	226	0.9775	0.0241	0.9775	0.9887
No log	6.9091	228	0.9603	0.0241	0.9603	0.9800
No log	6.9697	230	0.7656	0.0471	0.7656	0.8750
No log	7.0303	232	0.7695	-0.0738	0.7695	0.8772
No log	7.0909	234	0.7207	0.0436	0.7207	0.8489
No log	7.1515	236	0.7539	0.0628	0.7539	0.8683
No log	7.2121	238	0.8004	0.1395	0.8004	0.8946
No log	7.2727	240	0.7505	0.0863	0.7505	0.8663
No log	7.3333	242	0.7622	0.0375	0.7622	0.8730
No log	7.3939	244	0.8446	0.0152	0.8446	0.9190
No log	7.4545	246	0.9362	-0.0837	0.9362	0.9676
No log	7.5152	248	0.9274	-0.0759	0.9274	0.9630
No log	7.5758	250	0.8995	0.0377	0.8995	0.9484
No log	7.6364	252	0.9298	0.0361	0.9298	0.9643
No log	7.6970	254	1.1197	-0.0128	1.1197	1.0581
No log	7.7576	256	1.6799	-0.0162	1.6799	1.2961
No log	7.8182	258	1.6833	-0.0182	1.6833	1.2974
No log	7.8788	260	1.1747	-0.0013	1.1747	1.0838
No log	7.9394	262	0.8060	-0.0658	0.8060	0.8978
No log	8.0	264	0.8458	-0.0121	0.8458	0.9197
No log	8.0606	266	0.7865	-0.0248	0.7865	0.8868
No log	8.1212	268	0.7495	-0.0188	0.7495	0.8657
No log	8.1818	270	0.9089	-0.0425	0.9089	0.9534
No log	8.2424	272	0.8942	-0.0425	0.8942	0.9456
No log	8.3030	274	0.7617	0.0296	0.7617	0.8727
No log	8.3636	276	0.7474	-0.0065	0.7474	0.8645
No log	8.4242	278	0.7610	-0.0560	0.7610	0.8724
No log	8.4848	280	0.8437	-0.0295	0.8437	0.9186
No log	8.5455	282	0.8997	-0.1203	0.8997	0.9485
No log	8.6061	284	0.8244	-0.0228	0.8244	0.9080
No log	8.6667	286	0.7884	0.0	0.7884	0.8879
No log	8.7273	288	0.8567	0.0392	0.8567	0.9256
No log	8.7879	290	0.8086	0.0151	0.8086	0.8992
No log	8.8485	292	0.7680	0.0723	0.7680	0.8764
No log	8.9091	294	0.9538	0.0287	0.9538	0.9766
No log	8.9697	296	0.9676	0.0260	0.9676	0.9837
No log	9.0303	298	0.8202	0.0068	0.8202	0.9057
No log	9.0909	300	0.7846	0.0303	0.7846	0.8858
No log	9.1515	302	0.7536	0.0432	0.7536	0.8681
No log	9.2121	304	0.7459	-0.0560	0.7459	0.8637
No log	9.2727	306	0.8205	-0.0331	0.8205	0.9058
No log	9.3333	308	1.0569	0.0111	1.0569	1.0281
No log	9.3939	310	1.0908	0.0772	1.0908	1.0444
No log	9.4545	312	0.9160	-0.0861	0.9160	0.9571
No log	9.5152	314	0.7326	0.1259	0.7326	0.8559
No log	9.5758	316	0.6997	0.0460	0.6997	0.8365
No log	9.6364	318	0.7129	-0.0131	0.7129	0.8444
No log	9.6970	320	0.8057	0.0071	0.8057	0.8976
No log	9.7576	322	1.1402	0.0134	1.1402	1.0678
No log	9.8182	324	1.2571	-0.0306	1.2571	1.1212
No log	9.8788	326	1.0853	-0.0471	1.0853	1.0418
No log	9.9394	328	0.9347	0.0597	0.9347	0.9668
No log	10.0	330	0.9112	-0.0284	0.9112	0.9546
No log	10.0606	332	0.8779	-0.0764	0.8779	0.9370
No log	10.1212	334	0.8901	0.0490	0.8901	0.9435
No log	10.1818	336	0.9065	-0.0408	0.9065	0.9521
No log	10.2424	338	0.8459	0.0041	0.8459	0.9197
No log	10.3030	340	0.8510	-0.0852	0.8510	0.9225
No log	10.3636	342	0.8362	-0.0852	0.8362	0.9145
No log	10.4242	344	0.8532	-0.0504	0.8532	0.9237
No log	10.4848	346	0.8194	-0.0355	0.8194	0.9052
No log	10.5455	348	0.8744	-0.0828	0.8744	0.9351
No log	10.6061	350	1.0019	0.0217	1.0019	1.0009
No log	10.6667	352	0.9452	-0.0440	0.9452	0.9722
No log	10.7273	354	0.8125	0.0768	0.8125	0.9014
No log	10.7879	356	0.7974	0.1304	0.7974	0.8930
No log	10.8485	358	0.8358	-0.0262	0.8358	0.9142
No log	10.9091	360	0.8485	-0.0322	0.8485	0.9211
No log	10.9697	362	0.8340	-0.0686	0.8340	0.9132
No log	11.0303	364	0.8349	-0.0218	0.8349	0.9137
No log	11.0909	366	0.8253	-0.0195	0.8253	0.9084
No log	11.1515	368	0.7871	0.0471	0.7871	0.8872
No log	11.2121	370	0.7638	0.0479	0.7638	0.8740
No log	11.2727	372	0.8001	-0.0264	0.8001	0.8945
No log	11.3333	374	0.9532	-0.0886	0.9532	0.9763
No log	11.3939	376	1.1418	-0.0677	1.1418	1.0686
No log	11.4545	378	1.0959	-0.0285	1.0959	1.0469
No log	11.5152	380	0.8876	-0.0861	0.8876	0.9421
No log	11.5758	382	0.8046	-0.0755	0.8046	0.8970
No log	11.6364	384	0.7889	0.0247	0.7889	0.8882
No log	11.6970	386	0.8377	-0.0355	0.8377	0.9153
No log	11.7576	388	0.9011	-0.1601	0.9011	0.9493
No log	11.8182	390	0.8847	-0.0837	0.8847	0.9406
No log	11.8788	392	0.8931	-0.0886	0.8931	0.9451
No log	11.9394	394	0.8561	-0.0442	0.8561	0.9253
No log	12.0	396	0.7995	-0.0755	0.7995	0.8942
No log	12.0606	398	0.7818	-0.0118	0.7818	0.8842
No log	12.1212	400	0.7880	-0.0091	0.7880	0.8877
No log	12.1818	402	0.8137	-0.0316	0.8137	0.9021
No log	12.2424	404	0.9701	-0.0558	0.9701	0.9849
No log	12.3030	406	1.1807	0.1025	1.1807	1.0866
No log	12.3636	408	1.0949	-0.0031	1.0949	1.0464
No log	12.4242	410	0.8846	-0.0504	0.8846	0.9405
No log	12.4848	412	0.7774	0.0214	0.7774	0.8817
No log	12.5455	414	0.7880	-0.0218	0.7880	0.8877
No log	12.6061	416	0.8312	-0.1203	0.8312	0.9117
No log	12.6667	418	0.9688	-0.0101	0.9688	0.9843
No log	12.7273	420	0.9896	-0.0122	0.9896	0.9948
No log	12.7879	422	0.8486	-0.0408	0.8486	0.9212
No log	12.8485	424	0.8155	0.0214	0.8155	0.9030
No log	12.9091	426	0.8228	-0.0113	0.8228	0.9071
No log	12.9697	428	0.8786	-0.0861	0.8786	0.9373
No log	13.0303	430	0.8658	-0.0904	0.8658	0.9305
No log	13.0909	432	0.7914	0.0471	0.7914	0.8896
No log	13.1515	434	0.8009	-0.0351	0.8009	0.8949
No log	13.2121	436	0.8554	0.0346	0.8554	0.9249
No log	13.2727	438	0.8544	0.0377	0.8544	0.9244
No log	13.3333	440	0.7935	-0.0351	0.7935	0.8908
No log	13.3939	442	0.7855	0.0214	0.7855	0.8863
No log	13.4545	444	0.8116	-0.0336	0.8116	0.9009
No log	13.5152	446	0.8676	-0.0391	0.8676	0.9315
No log	13.5758	448	0.8365	-0.0336	0.8365	0.9146
No log	13.6364	450	0.8364	0.0118	0.8364	0.9146
No log	13.6970	452	0.8788	0.0504	0.8788	0.9374
No log	13.7576	454	0.9649	-0.0845	0.9649	0.9823
No log	13.8182	456	0.8775	-0.0373	0.8775	0.9368
No log	13.8788	458	0.8335	-0.0336	0.8335	0.9130
No log	13.9394	460	0.8164	0.0123	0.8164	0.9035
No log	14.0	462	0.7849	0.0600	0.7849	0.8859
No log	14.0606	464	0.7764	0.0183	0.7764	0.8812
No log	14.1212	466	0.8084	0.0512	0.8084	0.8991
No log	14.1818	468	0.8260	0.0017	0.8260	0.9089
No log	14.2424	470	0.8220	0.0017	0.8220	0.9067
No log	14.3030	472	0.8349	-0.0861	0.8349	0.9137
No log	14.3636	474	0.9037	-0.0182	0.9037	0.9506
No log	14.4242	476	0.9455	-0.0182	0.9455	0.9724
No log	14.4848	478	0.8450	-0.0056	0.8450	0.9192
No log	14.5455	480	0.7997	-0.0252	0.7997	0.8943
No log	14.6061	482	0.7951	0.0338	0.7951	0.8917
No log	14.6667	484	0.7876	0.0723	0.7876	0.8875
No log	14.7273	486	0.8080	0.0099	0.8080	0.8989
No log	14.7879	488	0.9780	-0.0532	0.9780	0.9889
No log	14.8485	490	1.0778	-0.1274	1.0778	1.0382
No log	14.9091	492	0.9422	-0.0504	0.9422	0.9707
No log	14.9697	494	0.7766	0.1096	0.7766	0.8812
No log	15.0303	496	0.7988	0.1425	0.7988	0.8938
No log	15.0909	498	0.8781	-0.0696	0.8781	0.9371
0.3341	15.1515	500	0.8491	-0.0470	0.8491	0.9215
0.3341	15.2121	502	0.7685	0.0874	0.7685	0.8766
0.3341	15.2727	504	0.7828	0.1565	0.7828	0.8848
0.3341	15.3333	506	0.8737	-0.0033	0.8737	0.9347
0.3341	15.3939	508	0.8725	-0.0442	0.8725	0.9341
0.3341	15.4545	510	0.8078	0.0611	0.8078	0.8988
0.3341	15.5152	512	0.8179	0.0123	0.8179	0.9044
0.3341	15.5758	514	0.8885	0.1344	0.8885	0.9426
0.3341	15.6364	516	0.8877	0.0649	0.8877	0.9422
0.3341	15.6970	518	0.8310	0.0051	0.8310	0.9116
0.3341	15.7576	520	0.8160	0.0700	0.8160	0.9033
0.3341	15.8182	522	0.8147	0.0146	0.8147	0.9026
0.3341	15.8788	524	0.8020	0.0123	0.8020	0.8955
0.3341	15.9394	526	0.7968	0.0709	0.7968	0.8926
0.3341	16.0	528	0.8113	0.0410	0.8113	0.9007
0.3341	16.0606	530	0.8396	0.0410	0.8396	0.9163
0.3341	16.1212	532	0.8473	0.0344	0.8473	0.9205
0.3341	16.1818	534	0.8414	0.0196	0.8414	0.9173
0.3341	16.2424	536	0.8487	-0.0355	0.8487	0.9213
0.3341	16.3030	538	0.8175	0.0152	0.8175	0.9042
0.3341	16.3636	540	0.7764	0.0768	0.7764	0.8811
0.3341	16.4242	542	0.7762	0.0432	0.7762	0.8810
0.3341	16.4848	544	0.7885	-0.0138	0.7885	0.8880
0.3341	16.5455	546	0.8056	0.0236	0.8056	0.8976
0.3341	16.6061	548	0.8325	0.0600	0.8325	0.9124
0.3341	16.6667	550	0.8202	0.0175	0.8202	0.9057
0.3341	16.7273	552	0.7809	0.0323	0.7809	0.8837
0.3341	16.7879	554	0.7694	0.0412	0.7694	0.8771
0.3341	16.8485	556	0.7661	0.0776	0.7661	0.8753
0.3341	16.9091	558	0.7799	0.0680	0.7799	0.8831
0.3341	16.9697	560	0.7847	0.0236	0.7847	0.8859
0.3341	17.0303	562	0.7855	0.0183	0.7855	0.8863
0.3341	17.0909	564	0.7921	0.0562	0.7921	0.8900
0.3341	17.1515	566	0.7834	0.0183	0.7834	0.8851
0.3341	17.2121	568	0.7696	0.1254	0.7696	0.8773
0.3341	17.2727	570	0.7765	0.0783	0.7765	0.8812
0.3341	17.3333	572	0.8038	-0.0711	0.8038	0.8965
0.3341	17.3939	574	0.8547	-0.0031	0.8547	0.9245
0.3341	17.4545	576	0.8420	0.0041	0.8420	0.9176
0.3341	17.5152	578	0.8381	0.0041	0.8381	0.9155
0.3341	17.5758	580	0.8269	-0.0336	0.8269	0.9094
0.3341	17.6364	582	0.8203	-0.0755	0.8203	0.9057
0.3341	17.6970	584	0.8293	-0.0336	0.8293	0.9107
0.3341	17.7576	586	0.8375	0.0068	0.8375	0.9152
0.3341	17.8182	588	0.8602	0.0041	0.8602	0.9275
0.3341	17.8788	590	0.8734	-0.0818	0.8734	0.9345
0.3341	17.9394	592	0.8623	-0.0456	0.8623	0.9286
0.3341	18.0	594	0.8113	0.0095	0.8113	0.9007
0.3341	18.0606	596	0.7867	0.1734	0.7867	0.8870
0.3341	18.1212	598	0.7873	0.1333	0.7873	0.8873
0.3341	18.1818	600	0.8030	0.0898	0.8030	0.8961
0.3341	18.2424	602	0.8070	0.0764	0.8070	0.8983
0.3341	18.3030	604	0.8708	0.0470	0.8708	0.9332
0.3341	18.3636	606	0.8667	0.0065	0.8667	0.9309
0.3341	18.4242	608	0.8505	0.0633	0.8505	0.9222
0.3341	18.4848	610	0.8595	-0.0459	0.8595	0.9271
0.3341	18.5455	612	0.8758	-0.0375	0.8758	0.9359
0.3341	18.6061	614	0.8741	-0.0816	0.8741	0.9349
0.3341	18.6667	616	0.8668	-0.0443	0.8668	0.9310
0.3341	18.7273	618	0.8566	-0.0588	0.8566	0.9255
0.3341	18.7879	620	0.8773	-0.0391	0.8773	0.9366
0.3341	18.8485	622	0.9339	-0.0456	0.9339	0.9664
0.3341	18.9091	624	1.0016	-0.0200	1.0016	1.0008
0.3341	18.9697	626	0.9775	-0.0175	0.9775	0.9887
0.3341	19.0303	628	0.8824	-0.0456	0.8824	0.9393
0.3341	19.0909	630	0.8213	-0.0616	0.8213	0.9063
0.3341	19.1515	632	0.8299	-0.0907	0.8299	0.9110
0.3341	19.2121	634	0.8362	-0.0907	0.8362	0.9145
0.3341	19.2727	636	0.8516	-0.1278	0.8516	0.9228
0.3341	19.3333	638	0.8627	-0.0563	0.8627	0.9288

Framework versions

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