ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k11_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: 0.6631
• Qwk: 0.1753
• Mse: 0.6631
• Rmse: 0.8143

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	3.1282	-0.0014	3.1282	1.7687
No log	0.0615	4	1.6038	0.0255	1.6038	1.2664
No log	0.0923	6	1.2035	-0.0327	1.2035	1.0970
No log	0.1231	8	1.0779	0.0078	1.0779	1.0382
No log	0.1538	10	0.8288	0.1290	0.8288	0.9104
No log	0.1846	12	1.5716	0.0345	1.5716	1.2536
No log	0.2154	14	2.2063	0.0622	2.2063	1.4854
No log	0.2462	16	1.4885	0.0255	1.4885	1.2200
No log	0.2769	18	1.5944	0.0	1.5944	1.2627
No log	0.3077	20	1.2845	0.0	1.2845	1.1333
No log	0.3385	22	0.9260	-0.0268	0.9260	0.9623
No log	0.3692	24	0.7493	0.0	0.7493	0.8656
No log	0.4	26	0.7586	-0.0370	0.7586	0.8710
No log	0.4308	28	0.8187	0.0526	0.8187	0.9048
No log	0.4615	30	0.6904	0.0617	0.6904	0.8309
No log	0.4923	32	0.6322	0.0	0.6322	0.7951
No log	0.5231	34	0.6596	0.0	0.6596	0.8122
No log	0.5538	36	0.6138	0.0	0.6138	0.7834
No log	0.5846	38	0.6090	0.0	0.6090	0.7804
No log	0.6154	40	0.8311	0.1165	0.8311	0.9117
No log	0.6462	42	1.2627	0.0	1.2627	1.1237
No log	0.6769	44	1.4497	0.0	1.4497	1.2040
No log	0.7077	46	1.1652	0.0	1.1652	1.0795
No log	0.7385	48	1.0886	0.0522	1.0886	1.0434
No log	0.7692	50	0.8299	0.1579	0.8299	0.9110
No log	0.8	52	1.0059	0.0667	1.0059	1.0029
No log	0.8308	54	1.1718	0.0667	1.1718	1.0825
No log	0.8615	56	1.1872	0.0617	1.1872	1.0896
No log	0.8923	58	0.8113	0.2762	0.8113	0.9007
No log	0.9231	60	0.6104	0.0256	0.6104	0.7813
No log	0.9538	62	0.5728	0.0071	0.5728	0.7569
No log	0.9846	64	0.6201	0.2000	0.6201	0.7875
No log	1.0154	66	0.8642	0.1055	0.8642	0.9296
No log	1.0462	68	1.0794	0.0843	1.0794	1.0390
No log	1.0769	70	1.1262	0.0843	1.1262	1.0612
No log	1.1077	72	0.8228	0.1515	0.8228	0.9071
No log	1.1385	74	0.7164	0.2372	0.7164	0.8464
No log	1.1692	76	0.6173	0.3089	0.6173	0.7857
No log	1.2	78	0.5190	0.2201	0.5190	0.7204
No log	1.2308	80	0.6204	0.2941	0.6204	0.7876
No log	1.2615	82	0.4987	0.35	0.4987	0.7062
No log	1.2923	84	0.6320	0.3402	0.6320	0.7950
No log	1.3231	86	0.7691	0.3208	0.7691	0.8770
No log	1.3538	88	0.9395	0.2072	0.9395	0.9693
No log	1.3846	90	0.6590	0.3191	0.6590	0.8118
No log	1.4154	92	0.5954	0.1429	0.5954	0.7716
No log	1.4462	94	0.8061	0.0080	0.8061	0.8979
No log	1.4769	96	0.7649	0.0	0.7649	0.8746
No log	1.5077	98	0.6029	-0.0081	0.6029	0.7765
No log	1.5385	100	0.6053	0.1905	0.6053	0.7780
No log	1.5692	102	1.1554	0.0431	1.1554	1.0749
No log	1.6	104	1.5179	0.0294	1.5179	1.2320
No log	1.6308	106	1.4554	0.0	1.4554	1.2064
No log	1.6615	108	1.1142	0.0078	1.1142	1.0555
No log	1.6923	110	0.7730	0.2077	0.7730	0.8792
No log	1.7231	112	0.6487	0.1030	0.6487	0.8054
No log	1.7538	114	0.6485	0.2787	0.6485	0.8053
No log	1.7846	116	0.9090	0.1930	0.9090	0.9534
No log	1.8154	118	0.8675	0.2348	0.8675	0.9314
No log	1.8462	120	0.5937	0.0952	0.5937	0.7705
No log	1.8769	122	0.6874	0.28	0.6874	0.8291
No log	1.9077	124	0.6296	0.2653	0.6296	0.7935
No log	1.9385	126	0.7387	0.2217	0.7387	0.8595
No log	1.9692	128	0.7842	0.2489	0.7842	0.8855
No log	2.0	130	0.6076	0.2963	0.6076	0.7795
No log	2.0308	132	0.8254	0.2531	0.8254	0.9085
No log	2.0615	134	0.9082	0.1579	0.9082	0.9530
No log	2.0923	136	0.6763	0.2780	0.6763	0.8224
No log	2.1231	138	0.8618	0.1864	0.8618	0.9284
No log	2.1538	140	1.4273	0.1329	1.4273	1.1947
No log	2.1846	142	1.3845	0.0435	1.3845	1.1766
No log	2.2154	144	0.9326	0.2217	0.9326	0.9657
No log	2.2462	146	0.6514	0.0939	0.6514	0.8071
No log	2.2769	148	0.8014	0.2410	0.8014	0.8952
No log	2.3077	150	0.7612	0.2323	0.7612	0.8725
No log	2.3385	152	0.6385	0.1064	0.6385	0.7991
No log	2.3692	154	0.6614	0.2637	0.6614	0.8133
No log	2.4	156	0.6709	0.2941	0.6709	0.8191
No log	2.4308	158	0.6958	0.3365	0.6958	0.8341
No log	2.4615	160	0.7208	0.3571	0.7208	0.8490
No log	2.4923	162	0.6618	0.3455	0.6618	0.8135
No log	2.5231	164	0.6225	0.2850	0.6225	0.7890
No log	2.5538	166	0.6397	0.2239	0.6397	0.7998
No log	2.5846	168	0.6232	0.2850	0.6232	0.7894
No log	2.6154	170	0.6689	0.3303	0.6689	0.8178
No log	2.6462	172	0.6280	0.3818	0.6280	0.7925
No log	2.6769	174	0.6374	0.2621	0.6374	0.7984
No log	2.7077	176	0.6861	0.3116	0.6861	0.8283
No log	2.7385	178	0.6063	0.2165	0.6063	0.7787
No log	2.7692	180	0.5936	0.4	0.5936	0.7704
No log	2.8	182	0.6064	0.4	0.6064	0.7787
No log	2.8308	184	0.5957	0.3786	0.5957	0.7718
No log	2.8615	186	0.6533	0.2077	0.6533	0.8083
No log	2.8923	188	0.6353	0.3333	0.6353	0.7970
No log	2.9231	190	0.6687	0.3303	0.6687	0.8178
No log	2.9538	192	0.8571	0.3138	0.8571	0.9258
No log	2.9846	194	0.7242	0.3628	0.7242	0.8510
No log	3.0154	196	0.6754	0.3514	0.6754	0.8218
No log	3.0462	198	0.9261	0.2771	0.9261	0.9623
No log	3.0769	200	0.8632	0.2727	0.8632	0.9291
No log	3.1077	202	0.6190	0.3623	0.6190	0.7868
No log	3.1385	204	0.6048	0.3917	0.6048	0.7777
No log	3.1692	206	0.6292	0.3153	0.6292	0.7932
No log	3.2	208	0.7457	0.2744	0.7457	0.8635
No log	3.2308	210	0.6719	0.2593	0.6719	0.8197
No log	3.2615	212	0.6496	0.3455	0.6496	0.8060
No log	3.2923	214	0.6646	0.2897	0.6646	0.8152
No log	3.3231	216	0.7758	0.2775	0.7758	0.8808
No log	3.3538	218	0.7652	0.2696	0.7652	0.8748
No log	3.3846	220	0.6400	0.3116	0.6400	0.8000
No log	3.4154	222	0.6878	0.3301	0.6878	0.8294
No log	3.4462	224	0.7402	0.3237	0.7402	0.8604
No log	3.4769	226	0.6101	0.3508	0.6101	0.7811
No log	3.5077	228	0.6275	0.3131	0.6275	0.7921
No log	3.5385	230	0.7385	0.3052	0.7385	0.8594
No log	3.5692	232	0.6576	0.2676	0.6576	0.8109
No log	3.6	234	0.6101	0.2842	0.6101	0.7811
No log	3.6308	236	0.7796	0.3237	0.7796	0.8830
No log	3.6615	238	1.0553	0.2593	1.0553	1.0273
No log	3.6923	240	1.0687	0.2741	1.0687	1.0338
No log	3.7231	242	0.8178	0.2775	0.8178	0.9043
No log	3.7538	244	0.6667	0.3973	0.6667	0.8165
No log	3.7846	246	0.7996	0.1931	0.7996	0.8942
No log	3.8154	248	0.7464	0.2287	0.7464	0.8640
No log	3.8462	250	0.6348	0.3514	0.6348	0.7967
No log	3.8769	252	0.7038	0.3939	0.7038	0.8389
No log	3.9077	254	0.7881	0.3067	0.7881	0.8878
No log	3.9385	256	0.6759	0.3939	0.6759	0.8222
No log	3.9692	258	0.6033	0.2536	0.6033	0.7767
No log	4.0	260	0.6983	0.2579	0.6983	0.8356
No log	4.0308	262	0.7782	0.2711	0.7782	0.8822
No log	4.0615	264	0.6972	0.2442	0.6972	0.8350
No log	4.0923	266	0.6917	0.3333	0.6917	0.8317
No log	4.1231	268	1.1009	0.2366	1.1009	1.0493
No log	4.1538	270	1.3692	0.2090	1.3692	1.1701
No log	4.1846	272	1.2383	0.2330	1.2383	1.1128
No log	4.2154	274	0.8437	0.2542	0.8437	0.9185
No log	4.2462	276	0.7807	0.2150	0.7807	0.8836
No log	4.2769	278	0.8454	0.1931	0.8454	0.9195
No log	4.3077	280	0.7576	0.3131	0.7576	0.8704
No log	4.3385	282	0.7566	0.3052	0.7566	0.8699
No log	4.3692	284	0.9112	0.2727	0.9112	0.9546
No log	4.4	286	0.8316	0.2607	0.8316	0.9119
No log	4.4308	288	0.6990	0.2165	0.6990	0.8360
No log	4.4615	290	0.6679	0.1917	0.6679	0.8173
No log	4.4923	292	0.7420	0.2821	0.7420	0.8614
No log	4.5231	294	0.8559	0.1786	0.8559	0.9252
No log	4.5538	296	0.7938	0.2821	0.7938	0.8910
No log	4.5846	298	0.7338	0.1925	0.7338	0.8566
No log	4.6154	300	0.8892	0.2838	0.8892	0.9430
No log	4.6462	302	1.0251	0.2327	1.0251	1.0125
No log	4.6769	304	0.9293	0.3103	0.9293	0.9640
No log	4.7077	306	0.7900	0.1855	0.7900	0.8888
No log	4.7385	308	0.8620	0.2607	0.8620	0.9284
No log	4.7692	310	1.0048	0.1803	1.0048	1.0024
No log	4.8	312	0.9703	0.1741	0.9703	0.9850
No log	4.8308	314	0.8032	0.2315	0.8032	0.8962
No log	4.8615	316	0.7675	0.2079	0.7675	0.8761
No log	4.8923	318	0.8760	0.2811	0.8760	0.9360
No log	4.9231	320	0.8493	0.2607	0.8493	0.9216
No log	4.9538	322	0.7391	0.1675	0.7391	0.8597
No log	4.9846	324	0.7037	0.1285	0.7037	0.8389
No log	5.0154	326	0.7080	0.1398	0.7080	0.8414
No log	5.0462	328	0.6919	0.1716	0.6919	0.8318
No log	5.0769	330	0.6986	0.1910	0.6986	0.8358
No log	5.1077	332	0.7892	0.1675	0.7892	0.8884
No log	5.1385	334	0.8735	0.1765	0.8735	0.9346
No log	5.1692	336	0.8020	0.1675	0.8020	0.8956
No log	5.2	338	0.6972	0.2332	0.6972	0.8350
No log	5.2308	340	0.7169	0.1759	0.7169	0.8467
No log	5.2615	342	0.8442	0.2523	0.8442	0.9188
No log	5.2923	344	0.9144	0.1475	0.9144	0.9562
No log	5.3231	346	0.8117	0.2830	0.8117	0.9009
No log	5.3538	348	0.7271	0.1549	0.7271	0.8527
No log	5.3846	350	0.7391	0.2727	0.7391	0.8597
No log	5.4154	352	0.7587	0.2661	0.7587	0.8710
No log	5.4462	354	0.7284	0.2442	0.7284	0.8535
No log	5.4769	356	0.7251	0.1927	0.7251	0.8515
No log	5.5077	358	0.8231	0.2372	0.8231	0.9072
No log	5.5385	360	0.8880	0.2143	0.8880	0.9423
No log	5.5692	362	0.8173	0.2661	0.8173	0.9040
No log	5.6	364	0.7618	0.2146	0.7618	0.8728
No log	5.6308	366	0.7408	0.1848	0.7408	0.8607
No log	5.6615	368	0.7614	0.2793	0.7614	0.8726
No log	5.6923	370	0.7269	0.1619	0.7269	0.8526
No log	5.7231	372	0.6917	0.28	0.6917	0.8317
No log	5.7538	374	0.6885	0.2986	0.6885	0.8298
No log	5.7846	376	0.6772	0.2941	0.6772	0.8229
No log	5.8154	378	0.6641	0.28	0.6641	0.8150
No log	5.8462	380	0.6583	0.28	0.6583	0.8113
No log	5.8769	382	0.6419	0.28	0.6419	0.8012
No log	5.9077	384	0.6316	0.3367	0.6316	0.7947
No log	5.9385	386	0.6354	0.3469	0.6354	0.7971
No log	5.9692	388	0.6185	0.2990	0.6185	0.7864
No log	6.0	390	0.6061	0.2842	0.6061	0.7785
No log	6.0308	392	0.6083	0.3575	0.6083	0.7799
No log	6.0615	394	0.6241	0.3016	0.6241	0.7900
No log	6.0923	396	0.6461	0.2670	0.6461	0.8038
No log	6.1231	398	0.6405	0.3016	0.6405	0.8003
No log	6.1538	400	0.6364	0.2081	0.6364	0.7978
No log	6.1846	402	0.6568	0.1590	0.6568	0.8105
No log	6.2154	404	0.6662	0.1600	0.6662	0.8162
No log	6.2462	406	0.6644	0.2941	0.6644	0.8151
No log	6.2769	408	0.7062	0.2965	0.7062	0.8403
No log	6.3077	410	0.7131	0.2965	0.7131	0.8445
No log	6.3385	412	0.7052	0.2965	0.7052	0.8398
No log	6.3692	414	0.6753	0.1923	0.6753	0.8218
No log	6.4	416	0.6758	0.1837	0.6758	0.8221
No log	6.4308	418	0.6892	0.2081	0.6892	0.8302
No log	6.4615	420	0.6946	0.24	0.6946	0.8334
No log	6.4923	422	0.6988	0.2621	0.6988	0.8360
No log	6.5231	424	0.6904	0.2077	0.6904	0.8309
No log	6.5538	426	0.6899	0.2323	0.6899	0.8306
No log	6.5846	428	0.6878	0.1841	0.6878	0.8294
No log	6.6154	430	0.6743	0.2323	0.6743	0.8212
No log	6.6462	432	0.6643	0.2323	0.6643	0.8150
No log	6.6769	434	0.6690	0.25	0.6690	0.8179
No log	6.7077	436	0.6928	0.2475	0.6928	0.8323
No log	6.7385	438	0.6745	0.2821	0.6745	0.8213
No log	6.7692	440	0.6570	0.2000	0.6570	0.8105
No log	6.8	442	0.7252	0.2169	0.7252	0.8516
No log	6.8308	444	0.8088	0.2233	0.8088	0.8993
No log	6.8615	446	0.8012	0.2233	0.8012	0.8951
No log	6.8923	448	0.7223	0.1667	0.7223	0.8499
No log	6.9231	450	0.6746	0.1832	0.6746	0.8213
No log	6.9538	452	0.7581	0.2315	0.7581	0.8707
No log	6.9846	454	0.8372	0.2605	0.8372	0.9150
No log	7.0154	456	0.8113	0.25	0.8113	0.9007
No log	7.0462	458	0.7237	0.2000	0.7237	0.8507
No log	7.0769	460	0.6639	0.2577	0.6639	0.8148
No log	7.1077	462	0.6867	0.1503	0.6867	0.8286
No log	7.1385	464	0.7117	0.1753	0.7117	0.8436
No log	7.1692	466	0.6946	0.1658	0.6946	0.8334
No log	7.2	468	0.6526	0.2421	0.6526	0.8079
No log	7.2308	470	0.6593	0.2000	0.6593	0.8120
No log	7.2615	472	0.6963	0.2965	0.6963	0.8344
No log	7.2923	474	0.7353	0.2637	0.7353	0.8575
No log	7.3231	476	0.7286	0.2780	0.7286	0.8536
No log	7.3538	478	0.7058	0.2475	0.7058	0.8401
No log	7.3846	480	0.6675	0.25	0.6675	0.8170
No log	7.4154	482	0.6525	0.1489	0.6525	0.8078
No log	7.4462	484	0.6619	0.2086	0.6619	0.8136
No log	7.4769	486	0.6618	0.2265	0.6618	0.8135
No log	7.5077	488	0.6517	0.1489	0.6517	0.8073
No log	7.5385	490	0.6544	0.1823	0.6544	0.8090
No log	7.5692	492	0.6612	0.1823	0.6612	0.8131
No log	7.6	494	0.6622	0.1304	0.6622	0.8138
No log	7.6308	496	0.6616	0.2086	0.6616	0.8134
No log	7.6615	498	0.6599	0.1823	0.6599	0.8123
0.4963	7.6923	500	0.6647	0.2593	0.6647	0.8153
0.4963	7.7231	502	0.6715	0.2245	0.6715	0.8194
0.4963	7.7538	504	0.6843	0.2513	0.6843	0.8272
0.4963	7.7846	506	0.7050	0.2079	0.7050	0.8396
0.4963	7.8154	508	0.7029	0.2079	0.7029	0.8384
0.4963	7.8462	510	0.6912	0.1917	0.6912	0.8314
0.4963	7.8769	512	0.6992	0.2637	0.6992	0.8362
0.4963	7.9077	514	0.7248	0.2381	0.7248	0.8514
0.4963	7.9385	516	0.7609	0.2153	0.7609	0.8723
0.4963	7.9692	518	0.7583	0.2153	0.7583	0.8708
0.4963	8.0	520	0.7240	0.2315	0.7240	0.8509
0.4963	8.0308	522	0.6771	0.1919	0.6771	0.8229
0.4963	8.0615	524	0.6640	0.0955	0.6640	0.8149
0.4963	8.0923	526	0.6830	0.2174	0.6830	0.8264
0.4963	8.1231	528	0.6996	0.2165	0.6996	0.8364
0.4963	8.1538	530	0.6915	0.2165	0.6915	0.8316
0.4963	8.1846	532	0.6687	0.2174	0.6687	0.8177
0.4963	8.2154	534	0.6504	0.2577	0.6504	0.8064
0.4963	8.2462	536	0.6559	0.1919	0.6559	0.8099
0.4963	8.2769	538	0.6888	0.24	0.6888	0.8299
0.4963	8.3077	540	0.7117	0.24	0.7117	0.8436
0.4963	8.3385	542	0.7041	0.24	0.7041	0.8391
0.4963	8.3692	544	0.6796	0.2390	0.6796	0.8244
0.4963	8.4	546	0.6625	0.1179	0.6625	0.8139
0.4963	8.4308	548	0.6683	0.1648	0.6683	0.8175
0.4963	8.4615	550	0.6708	0.1648	0.6708	0.8190
0.4963	8.4923	552	0.6630	0.1648	0.6630	0.8143
0.4963	8.5231	554	0.6571	0.1667	0.6571	0.8106
0.4963	8.5538	556	0.6602	0.1667	0.6602	0.8125
0.4963	8.5846	558	0.6692	0.1765	0.6692	0.8180
0.4963	8.6154	560	0.6726	0.1765	0.6726	0.8201
0.4963	8.6462	562	0.6744	0.1765	0.6744	0.8212
0.4963	8.6769	564	0.6705	0.1111	0.6705	0.8188
0.4963	8.7077	566	0.6641	0.1667	0.6641	0.8149
0.4963	8.7385	568	0.6623	0.2081	0.6623	0.8138
0.4963	8.7692	570	0.6618	0.1753	0.6618	0.8135
0.4963	8.8	572	0.6657	0.1568	0.6657	0.8159
0.4963	8.8308	574	0.6671	0.1568	0.6671	0.8168
0.4963	8.8615	576	0.6616	0.2251	0.6616	0.8134
0.4963	8.8923	578	0.6581	0.1753	0.6581	0.8112
0.4963	8.9231	580	0.6605	0.1667	0.6605	0.8127
0.4963	8.9538	582	0.6715	0.1841	0.6715	0.8195
0.4963	8.9846	584	0.6889	0.2315	0.6889	0.8300
0.4963	9.0154	586	0.6960	0.2315	0.6960	0.8343
0.4963	9.0462	588	0.6912	0.2000	0.6912	0.8314
0.4963	9.0769	590	0.6801	0.2464	0.6801	0.8247
0.4963	9.1077	592	0.6681	0.1667	0.6681	0.8174
0.4963	9.1385	594	0.6637	0.1753	0.6637	0.8147
0.4963	9.1692	596	0.6676	0.2245	0.6676	0.8170
0.4963	9.2	598	0.6758	0.1917	0.6758	0.8221
0.4963	9.2308	600	0.6825	0.1917	0.6825	0.8261
0.4963	9.2615	602	0.6882	0.1917	0.6882	0.8296
0.4963	9.2923	604	0.6891	0.1917	0.6891	0.8301
0.4963	9.3231	606	0.6859	0.1917	0.6859	0.8282
0.4963	9.3538	608	0.6799	0.2245	0.6799	0.8246
0.4963	9.3846	610	0.6785	0.1753	0.6785	0.8237
0.4963	9.4154	612	0.6810	0.2081	0.6810	0.8252
0.4963	9.4462	614	0.6846	0.2323	0.6846	0.8274
0.4963	9.4769	616	0.6839	0.2239	0.6839	0.8270
0.4963	9.5077	618	0.6809	0.2323	0.6809	0.8252
0.4963	9.5385	620	0.6765	0.1667	0.6765	0.8225
0.4963	9.5692	622	0.6747	0.1667	0.6747	0.8214
0.4963	9.6	624	0.6748	0.1667	0.6748	0.8214
0.4963	9.6308	626	0.6740	0.1667	0.6740	0.8210
0.4963	9.6615	628	0.6732	0.1667	0.6732	0.8205
0.4963	9.6923	630	0.6713	0.1667	0.6713	0.8193
0.4963	9.7231	632	0.6682	0.1667	0.6682	0.8175
0.4963	9.7538	634	0.6662	0.1323	0.6662	0.8162
0.4963	9.7846	636	0.6650	0.1753	0.6650	0.8155
0.4963	9.8154	638	0.6644	0.1753	0.6644	0.8151
0.4963	9.8462	640	0.6638	0.1753	0.6638	0.8147
0.4963	9.8769	642	0.6635	0.1753	0.6635	0.8145
0.4963	9.9077	644	0.6632	0.1753	0.6632	0.8144
0.4963	9.9385	646	0.6632	0.1753	0.6632	0.8144
0.4963	9.9692	648	0.6631	0.1753	0.6631	0.8143
0.4963	10.0	650	0.6631	0.1753	0.6631	0.8143

Framework versions

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