ArabicNewSplits7_B_usingWellWrittenEssays_FineTuningAraBERT_run999_AugV5_k1_task5_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: 0.6173
• Qwk: 0.5940
• Mse: 0.6173
• Rmse: 0.7857

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	0.2857	2	4.0411	-0.0177	4.0411	2.0102
No log	0.5714	4	2.5074	0.1240	2.5074	1.5835
No log	0.8571	6	1.3389	0.0380	1.3389	1.1571
No log	1.1429	8	1.0995	0.2023	1.0995	1.0486
No log	1.4286	10	1.0774	0.0855	1.0774	1.0380
No log	1.7143	12	1.0648	0.2035	1.0648	1.0319
No log	2.0	14	1.0250	0.2591	1.0250	1.0124
No log	2.2857	16	1.0037	0.2935	1.0037	1.0018
No log	2.5714	18	0.8978	0.3876	0.8978	0.9475
No log	2.8571	20	0.7712	0.5220	0.7712	0.8782
No log	3.1429	22	0.7311	0.5663	0.7311	0.8551
No log	3.4286	24	0.7272	0.5704	0.7272	0.8528
No log	3.7143	26	1.0824	0.4618	1.0824	1.0404
No log	4.0	28	1.1801	0.3748	1.1801	1.0863
No log	4.2857	30	1.1940	0.4026	1.1940	1.0927
No log	4.5714	32	0.7990	0.5299	0.7990	0.8939
No log	4.8571	34	0.6993	0.5646	0.6993	0.8362
No log	5.1429	36	0.7540	0.4872	0.7540	0.8683
No log	5.4286	38	0.8317	0.5324	0.8317	0.9120
No log	5.7143	40	1.0255	0.4906	1.0255	1.0127
No log	6.0	42	0.7867	0.5912	0.7867	0.8869
No log	6.2857	44	0.7651	0.6089	0.7651	0.8747
No log	6.5714	46	0.7851	0.6354	0.7851	0.8860
No log	6.8571	48	0.7000	0.6369	0.7000	0.8367
No log	7.1429	50	0.6834	0.6398	0.6834	0.8267
No log	7.4286	52	0.6507	0.6269	0.6507	0.8067
No log	7.7143	54	0.6895	0.5946	0.6895	0.8304
No log	8.0	56	0.8274	0.6263	0.8274	0.9096
No log	8.2857	58	0.7030	0.5873	0.7030	0.8384
No log	8.5714	60	0.7523	0.6004	0.7523	0.8674
No log	8.8571	62	0.9421	0.5283	0.9421	0.9706
No log	9.1429	64	0.7768	0.5805	0.7768	0.8814
No log	9.4286	66	0.6776	0.5548	0.6776	0.8231
No log	9.7143	68	0.6717	0.5653	0.6717	0.8196
No log	10.0	70	0.7936	0.5997	0.7936	0.8908
No log	10.2857	72	0.7547	0.5459	0.7547	0.8688
No log	10.5714	74	0.7270	0.5459	0.7270	0.8527
No log	10.8571	76	0.6373	0.5591	0.6373	0.7983
No log	11.1429	78	0.6423	0.5506	0.6423	0.8015
No log	11.4286	80	0.6805	0.5325	0.6805	0.8249
No log	11.7143	82	0.8641	0.5066	0.8641	0.9295
No log	12.0	84	0.7504	0.5770	0.7504	0.8662
No log	12.2857	86	0.6421	0.6070	0.6421	0.8013
No log	12.5714	88	0.6293	0.6187	0.6293	0.7933
No log	12.8571	90	0.6317	0.6215	0.6317	0.7948
No log	13.1429	92	0.6525	0.5817	0.6525	0.8078
No log	13.4286	94	0.8344	0.5583	0.8344	0.9134
No log	13.7143	96	0.7955	0.6014	0.7955	0.8919
No log	14.0	98	0.6467	0.5964	0.6467	0.8042
No log	14.2857	100	0.6482	0.6094	0.6482	0.8051
No log	14.5714	102	0.6633	0.5869	0.6633	0.8144
No log	14.8571	104	0.8384	0.6014	0.8384	0.9156
No log	15.1429	106	1.0215	0.5094	1.0215	1.0107
No log	15.4286	108	0.8825	0.5781	0.8825	0.9394
No log	15.7143	110	0.6695	0.5905	0.6695	0.8182
No log	16.0	112	0.6705	0.5239	0.6705	0.8188
No log	16.2857	114	0.6724	0.5166	0.6724	0.8200
No log	16.5714	116	0.7416	0.5357	0.7416	0.8612
No log	16.8571	118	0.8245	0.6043	0.8245	0.9080
No log	17.1429	120	0.7397	0.5676	0.7397	0.8601
No log	17.4286	122	0.6358	0.5349	0.6358	0.7974
No log	17.7143	124	0.6519	0.6560	0.6519	0.8074
No log	18.0	126	0.6405	0.6777	0.6405	0.8003
No log	18.2857	128	0.6314	0.6104	0.6314	0.7946
No log	18.5714	130	0.7573	0.6325	0.7573	0.8702
No log	18.8571	132	0.7665	0.6173	0.7665	0.8755
No log	19.1429	134	0.7407	0.5553	0.7407	0.8607
No log	19.4286	136	0.6578	0.5770	0.6578	0.8110
No log	19.7143	138	0.6158	0.5713	0.6158	0.7848
No log	20.0	140	0.6543	0.6209	0.6543	0.8089
No log	20.2857	142	0.6614	0.6209	0.6614	0.8132
No log	20.5714	144	0.6205	0.6028	0.6205	0.7877
No log	20.8571	146	0.6641	0.5665	0.6641	0.8149
No log	21.1429	148	0.7248	0.5676	0.7248	0.8513
No log	21.4286	150	0.6624	0.5862	0.6624	0.8139
No log	21.7143	152	0.6215	0.6186	0.6215	0.7884
No log	22.0	154	0.6231	0.6196	0.6231	0.7893
No log	22.2857	156	0.6269	0.5911	0.6269	0.7918
No log	22.5714	158	0.6159	0.6154	0.6159	0.7848
No log	22.8571	160	0.6527	0.5446	0.6527	0.8079
No log	23.1429	162	0.6590	0.5566	0.6590	0.8118
No log	23.4286	164	0.6148	0.6246	0.6148	0.7841
No log	23.7143	166	0.6160	0.6606	0.6160	0.7849
No log	24.0	168	0.6191	0.6606	0.6191	0.7868
No log	24.2857	170	0.6525	0.6334	0.6525	0.8078
No log	24.5714	172	0.7196	0.5860	0.7196	0.8483
No log	24.8571	174	0.6793	0.6490	0.6793	0.8242
No log	25.1429	176	0.6187	0.6606	0.6187	0.7866
No log	25.4286	178	0.6025	0.6426	0.6025	0.7762
No log	25.7143	180	0.6130	0.6426	0.6130	0.7830
No log	26.0	182	0.6714	0.5459	0.6714	0.8194
No log	26.2857	184	0.7240	0.6043	0.7240	0.8509
No log	26.5714	186	0.7571	0.5709	0.7571	0.8701
No log	26.8571	188	0.6859	0.5645	0.6859	0.8282
No log	27.1429	190	0.6325	0.5955	0.6325	0.7953
No log	27.4286	192	0.6464	0.6398	0.6464	0.8040
No log	27.7143	194	0.6351	0.6429	0.6351	0.7969
No log	28.0	196	0.6261	0.6035	0.6261	0.7912
No log	28.2857	198	0.6621	0.5759	0.6621	0.8137
No log	28.5714	200	0.6848	0.5459	0.6848	0.8275
No log	28.8571	202	0.6610	0.5446	0.6610	0.8130
No log	29.1429	204	0.6232	0.5971	0.6232	0.7895
No log	29.4286	206	0.6101	0.6167	0.6101	0.7811
No log	29.7143	208	0.6101	0.6215	0.6101	0.7811
No log	30.0	210	0.6112	0.6164	0.6112	0.7818
No log	30.2857	212	0.6341	0.5653	0.6341	0.7963
No log	30.5714	214	0.6348	0.5536	0.6348	0.7968
No log	30.8571	216	0.6114	0.6144	0.6114	0.7819
No log	31.1429	218	0.6003	0.6452	0.6003	0.7748
No log	31.4286	220	0.6014	0.6555	0.6014	0.7755
No log	31.7143	222	0.6052	0.6452	0.6052	0.7779
No log	32.0	224	0.6108	0.5737	0.6108	0.7815
No log	32.2857	226	0.6891	0.5686	0.6891	0.8302
No log	32.5714	228	0.7466	0.6025	0.7466	0.8640
No log	32.8571	230	0.6946	0.5553	0.6946	0.8334
No log	33.1429	232	0.6156	0.6144	0.6156	0.7846
No log	33.4286	234	0.6046	0.6275	0.6046	0.7776
No log	33.7143	236	0.6030	0.6275	0.6030	0.7765
No log	34.0	238	0.6072	0.6452	0.6072	0.7792
No log	34.2857	240	0.6364	0.6052	0.6364	0.7977
No log	34.5714	242	0.6869	0.6014	0.6869	0.8288
No log	34.8571	244	0.6785	0.6377	0.6785	0.8237
No log	35.1429	246	0.6224	0.5737	0.6224	0.7889
No log	35.4286	248	0.6174	0.5945	0.6174	0.7857
No log	35.7143	250	0.6454	0.5869	0.6454	0.8034
No log	36.0	252	0.6353	0.5614	0.6353	0.7970
No log	36.2857	254	0.6112	0.6364	0.6112	0.7818
No log	36.5714	256	0.6165	0.5748	0.6165	0.7852
No log	36.8571	258	0.6368	0.5865	0.6368	0.7980
No log	37.1429	260	0.6268	0.5865	0.6268	0.7917
No log	37.4286	262	0.6091	0.6144	0.6091	0.7804
No log	37.7143	264	0.6062	0.6426	0.6062	0.7786
No log	38.0	266	0.6107	0.6068	0.6107	0.7815
No log	38.2857	268	0.6050	0.6452	0.6050	0.7778
No log	38.5714	270	0.6054	0.6325	0.6054	0.7781
No log	38.8571	272	0.6179	0.5852	0.6179	0.7861
No log	39.1429	274	0.6324	0.6184	0.6324	0.7952
No log	39.4286	276	0.6154	0.5650	0.6154	0.7845
No log	39.7143	278	0.6099	0.6078	0.6099	0.7809
No log	40.0	280	0.6126	0.6057	0.6126	0.7827
No log	40.2857	282	0.6225	0.5943	0.6225	0.7890
No log	40.5714	284	0.6265	0.5610	0.6265	0.7915
No log	40.8571	286	0.6268	0.5402	0.6268	0.7917
No log	41.1429	288	0.6307	0.5301	0.6307	0.7942
No log	41.4286	290	0.6306	0.5650	0.6306	0.7941
No log	41.7143	292	0.6274	0.5650	0.6274	0.7921
No log	42.0	294	0.6513	0.5999	0.6513	0.8070
No log	42.2857	296	0.6633	0.5917	0.6633	0.8144
No log	42.5714	298	0.6596	0.5917	0.6596	0.8122
No log	42.8571	300	0.6227	0.5961	0.6227	0.7891
No log	43.1429	302	0.6064	0.6259	0.6064	0.7787
No log	43.4286	304	0.6075	0.6426	0.6075	0.7794
No log	43.7143	306	0.6260	0.5737	0.6260	0.7912
No log	44.0	308	0.6470	0.5862	0.6470	0.8043
No log	44.2857	310	0.6992	0.6004	0.6992	0.8362
No log	44.5714	312	0.7056	0.5946	0.7056	0.8400
No log	44.8571	314	0.6508	0.5748	0.6508	0.8067
No log	45.1429	316	0.6180	0.6606	0.6180	0.7861
No log	45.4286	318	0.6216	0.6606	0.6216	0.7884
No log	45.7143	320	0.6345	0.6482	0.6345	0.7966
No log	46.0	322	0.6901	0.6003	0.6901	0.8307
No log	46.2857	324	0.7971	0.6382	0.7971	0.8928
No log	46.5714	326	0.8008	0.6382	0.8008	0.8949
No log	46.8571	328	0.7238	0.6100	0.7238	0.8507
No log	47.1429	330	0.6473	0.6444	0.6473	0.8046
No log	47.4286	332	0.6077	0.6526	0.6077	0.7795
No log	47.7143	334	0.6130	0.6001	0.6130	0.7829
No log	48.0	336	0.6109	0.6018	0.6109	0.7816
No log	48.2857	338	0.6014	0.6364	0.6014	0.7755
No log	48.5714	340	0.6152	0.5843	0.6152	0.7843
No log	48.8571	342	0.6673	0.5686	0.6673	0.8169
No log	49.1429	344	0.7147	0.6032	0.7147	0.8454
No log	49.4286	346	0.7329	0.5881	0.7329	0.8561
No log	49.7143	348	0.6940	0.5770	0.6940	0.8331
No log	50.0	350	0.6400	0.5966	0.6400	0.8000
No log	50.2857	352	0.6171	0.6426	0.6171	0.7856
No log	50.5714	354	0.6120	0.6526	0.6120	0.7823
No log	50.8571	356	0.6075	0.6526	0.6075	0.7794
No log	51.1429	358	0.6039	0.6526	0.6039	0.7771
No log	51.4286	360	0.6010	0.6526	0.6010	0.7753
No log	51.7143	362	0.6096	0.6032	0.6096	0.7807
No log	52.0	364	0.6431	0.5887	0.6431	0.8019
No log	52.2857	366	0.6792	0.6341	0.6792	0.8241
No log	52.5714	368	0.6657	0.6488	0.6657	0.8159
No log	52.8571	370	0.6297	0.6052	0.6297	0.7936
No log	53.1429	372	0.6042	0.6615	0.6042	0.7773
No log	53.4286	374	0.5968	0.6325	0.5968	0.7725
No log	53.7143	376	0.5944	0.6325	0.5944	0.7710
No log	54.0	378	0.5931	0.6426	0.5931	0.7701
No log	54.2857	380	0.5922	0.6237	0.5922	0.7696
No log	54.5714	382	0.5946	0.6364	0.5946	0.7711
No log	54.8571	384	0.6008	0.6354	0.6008	0.7751
No log	55.1429	386	0.6037	0.6470	0.6037	0.7770
No log	55.4286	388	0.6032	0.5747	0.6032	0.7766
No log	55.7143	390	0.5994	0.6364	0.5994	0.7742
No log	56.0	392	0.5937	0.6364	0.5937	0.7705
No log	56.2857	394	0.5907	0.6526	0.5907	0.7686
No log	56.5714	396	0.5937	0.6508	0.5937	0.7705
No log	56.8571	398	0.6097	0.6508	0.6097	0.7808
No log	57.1429	400	0.6238	0.5940	0.6238	0.7898
No log	57.4286	402	0.6393	0.5940	0.6393	0.7996
No log	57.7143	404	0.6436	0.6377	0.6436	0.8022
No log	58.0	406	0.6572	0.6377	0.6572	0.8107
No log	58.2857	408	0.6916	0.6436	0.6916	0.8316
No log	58.5714	410	0.6700	0.6353	0.6700	0.8185
No log	58.8571	412	0.6326	0.6265	0.6326	0.7954
No log	59.1429	414	0.6042	0.6508	0.6042	0.7773
No log	59.4286	416	0.5994	0.6426	0.5994	0.7742
No log	59.7143	418	0.5984	0.6325	0.5984	0.7736
No log	60.0	420	0.5994	0.6325	0.5994	0.7742
No log	60.2857	422	0.6045	0.6334	0.6045	0.7775
No log	60.5714	424	0.6159	0.6265	0.6159	0.7848
No log	60.8571	426	0.6224	0.6265	0.6224	0.7889
No log	61.1429	428	0.6214	0.6070	0.6214	0.7883
No log	61.4286	430	0.6114	0.6144	0.6114	0.7819
No log	61.7143	432	0.6046	0.6144	0.6046	0.7776
No log	62.0	434	0.6050	0.6144	0.6050	0.7778
No log	62.2857	436	0.6153	0.6144	0.6153	0.7844
No log	62.5714	438	0.6107	0.6144	0.6107	0.7815
No log	62.8571	440	0.6071	0.6144	0.6071	0.7792
No log	63.1429	442	0.6025	0.6144	0.6025	0.7762
No log	63.4286	444	0.6019	0.6144	0.6019	0.7758
No log	63.7143	446	0.6092	0.6334	0.6092	0.7805
No log	64.0	448	0.6424	0.6184	0.6424	0.8015
No log	64.2857	450	0.6696	0.6275	0.6696	0.8183
No log	64.5714	452	0.6633	0.6275	0.6633	0.8144
No log	64.8571	454	0.6482	0.6164	0.6482	0.8051
No log	65.1429	456	0.6270	0.6311	0.6270	0.7918
No log	65.4286	458	0.6185	0.6334	0.6185	0.7865
No log	65.7143	460	0.6108	0.6334	0.6108	0.7816
No log	66.0	462	0.6094	0.6368	0.6094	0.7807
No log	66.2857	464	0.6159	0.6184	0.6159	0.7848
No log	66.5714	466	0.6185	0.5770	0.6185	0.7865
No log	66.8571	468	0.6113	0.6368	0.6113	0.7818
No log	67.1429	470	0.6045	0.6334	0.6045	0.7775
No log	67.4286	472	0.6005	0.6334	0.6005	0.7749
No log	67.7143	474	0.5951	0.6144	0.5951	0.7714
No log	68.0	476	0.5959	0.6144	0.5959	0.7720
No log	68.2857	478	0.5924	0.6144	0.5924	0.7697
No log	68.5714	480	0.5903	0.6246	0.5903	0.7683
No log	68.8571	482	0.5896	0.6246	0.5896	0.7678
No log	69.1429	484	0.5890	0.6246	0.5890	0.7675
No log	69.4286	486	0.5888	0.6246	0.5888	0.7673
No log	69.7143	488	0.5888	0.6215	0.5888	0.7673
No log	70.0	490	0.5895	0.6215	0.5895	0.7678
No log	70.2857	492	0.5910	0.6237	0.5910	0.7688
No log	70.5714	494	0.5911	0.5995	0.5911	0.7688
No log	70.8571	496	0.5863	0.6237	0.5863	0.7657
No log	71.1429	498	0.5870	0.6144	0.5870	0.7662
0.1606	71.4286	500	0.5935	0.6144	0.5935	0.7704
0.1606	71.7143	502	0.6017	0.6144	0.6017	0.7757
0.1606	72.0	504	0.6197	0.6761	0.6197	0.7872
0.1606	72.2857	506	0.6340	0.6377	0.6340	0.7962
0.1606	72.5714	508	0.6478	0.6377	0.6478	0.8049
0.1606	72.8571	510	0.6764	0.6204	0.6764	0.8224
0.1606	73.1429	512	0.6861	0.6173	0.6861	0.8283
0.1606	73.4286	514	0.6691	0.6353	0.6691	0.8180
0.1606	73.7143	516	0.6439	0.6653	0.6439	0.8024
0.1606	74.0	518	0.6308	0.6653	0.6308	0.7942
0.1606	74.2857	520	0.6349	0.6653	0.6349	0.7968
0.1606	74.5714	522	0.6511	0.6729	0.6511	0.8069
0.1606	74.8571	524	0.6635	0.6353	0.6635	0.8145
0.1606	75.1429	526	0.6741	0.6353	0.6741	0.8210
0.1606	75.4286	528	0.6751	0.6461	0.6751	0.8216
0.1606	75.7143	530	0.6515	0.6377	0.6515	0.8071
0.1606	76.0	532	0.6210	0.6653	0.6210	0.7881
0.1606	76.2857	534	0.6026	0.6144	0.6026	0.7763
0.1606	76.5714	536	0.5961	0.6164	0.5961	0.7720
0.1606	76.8571	538	0.5950	0.6164	0.5950	0.7713
0.1606	77.1429	540	0.5968	0.6164	0.5968	0.7726
0.1606	77.4286	542	0.6002	0.6164	0.6002	0.7747
0.1606	77.7143	544	0.6053	0.5748	0.6053	0.7780
0.1606	78.0	546	0.6043	0.5737	0.6043	0.7774
0.1606	78.2857	548	0.6059	0.5940	0.6059	0.7784
0.1606	78.5714	550	0.6045	0.6334	0.6045	0.7775
0.1606	78.8571	552	0.6047	0.6334	0.6047	0.7776
0.1606	79.1429	554	0.6077	0.6334	0.6077	0.7795
0.1606	79.4286	556	0.6104	0.6334	0.6104	0.7813
0.1606	79.7143	558	0.6158	0.6334	0.6158	0.7848
0.1606	80.0	560	0.6184	0.6334	0.6184	0.7864
0.1606	80.2857	562	0.6272	0.6334	0.6272	0.7920
0.1606	80.5714	564	0.6261	0.6334	0.6261	0.7912
0.1606	80.8571	566	0.6155	0.6334	0.6155	0.7845
0.1606	81.1429	568	0.6090	0.6334	0.6090	0.7804
0.1606	81.4286	570	0.6056	0.5940	0.6056	0.7782
0.1606	81.7143	572	0.6059	0.5737	0.6059	0.7784
0.1606	82.0	574	0.6031	0.5748	0.6031	0.7766
0.1606	82.2857	576	0.6006	0.5854	0.6006	0.7750
0.1606	82.5714	578	0.5996	0.6269	0.5996	0.7744
0.1606	82.8571	580	0.5991	0.6269	0.5991	0.7740
0.1606	83.1429	582	0.5989	0.6269	0.5989	0.7739
0.1606	83.4286	584	0.5983	0.6269	0.5983	0.7735
0.1606	83.7143	586	0.5975	0.6269	0.5975	0.7730
0.1606	84.0	588	0.5967	0.6269	0.5967	0.7724
0.1606	84.2857	590	0.5968	0.6269	0.5968	0.7725
0.1606	84.5714	592	0.5984	0.6246	0.5984	0.7736
0.1606	84.8571	594	0.6002	0.6435	0.6002	0.7747
0.1606	85.1429	596	0.6041	0.6334	0.6041	0.7772
0.1606	85.4286	598	0.6116	0.6334	0.6116	0.7820
0.1606	85.7143	600	0.6178	0.6334	0.6178	0.7860
0.1606	86.0	602	0.6189	0.6334	0.6189	0.7867
0.1606	86.2857	604	0.6163	0.6334	0.6163	0.7850
0.1606	86.5714	606	0.6123	0.6334	0.6123	0.7825
0.1606	86.8571	608	0.6119	0.6334	0.6119	0.7822
0.1606	87.1429	610	0.6092	0.6334	0.6092	0.7805
0.1606	87.4286	612	0.6074	0.6334	0.6074	0.7793
0.1606	87.7143	614	0.6059	0.6334	0.6059	0.7784
0.1606	88.0	616	0.6037	0.6334	0.6037	0.7770
0.1606	88.2857	618	0.6008	0.6334	0.6008	0.7751
0.1606	88.5714	620	0.5978	0.6334	0.5978	0.7732
0.1606	88.8571	622	0.5963	0.6246	0.5963	0.7722
0.1606	89.1429	624	0.5965	0.6246	0.5965	0.7723
0.1606	89.4286	626	0.5975	0.6144	0.5975	0.7730
0.1606	89.7143	628	0.6004	0.6144	0.6004	0.7748
0.1606	90.0	630	0.6030	0.6334	0.6030	0.7765
0.1606	90.2857	632	0.6047	0.6334	0.6047	0.7777
0.1606	90.5714	634	0.6045	0.6334	0.6045	0.7775
0.1606	90.8571	636	0.6037	0.6334	0.6037	0.7770
0.1606	91.1429	638	0.6039	0.6334	0.6039	0.7771
0.1606	91.4286	640	0.6062	0.6334	0.6062	0.7786
0.1606	91.7143	642	0.6113	0.5940	0.6113	0.7818
0.1606	92.0	644	0.6155	0.5940	0.6155	0.7845
0.1606	92.2857	646	0.6165	0.5940	0.6165	0.7851
0.1606	92.5714	648	0.6176	0.5940	0.6176	0.7859
0.1606	92.8571	650	0.6173	0.5940	0.6173	0.7857

Framework versions

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