ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k15_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: 0.6259
• Qwk: 0.3115
• Mse: 0.6259
• Rmse: 0.7911

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	3.1184	0.0097	3.1184	1.7659
No log	0.0615	4	1.7661	0.0438	1.7661	1.3289
No log	0.0923	6	0.9263	0.0744	0.9263	0.9625
No log	0.1231	8	0.7490	-0.1733	0.7490	0.8654
No log	0.1538	10	0.6176	-0.0159	0.6176	0.7858
No log	0.1846	12	0.5534	0.0569	0.5534	0.7439
No log	0.2154	14	0.5366	0.0476	0.5366	0.7326
No log	0.2462	16	0.8191	0.1111	0.8191	0.9051
No log	0.2769	18	1.0757	0.0244	1.0757	1.0372
No log	0.3077	20	0.5863	0.1773	0.5863	0.7657
No log	0.3385	22	0.6057	0.0	0.6057	0.7783
No log	0.3692	24	0.6686	0.0	0.6686	0.8177
No log	0.4	26	0.6770	0.0	0.6770	0.8228
No log	0.4308	28	0.6263	0.0	0.6263	0.7914
No log	0.4615	30	0.5913	0.0388	0.5913	0.7689
No log	0.4923	32	0.9717	0.0933	0.9717	0.9858
No log	0.5231	34	0.7350	0.1264	0.7350	0.8573
No log	0.5538	36	0.8705	0.0095	0.8705	0.9330
No log	0.5846	38	0.7014	0.0769	0.7014	0.8375
No log	0.6154	40	0.6777	0.1233	0.6777	0.8232
No log	0.6462	42	0.6041	0.0423	0.6041	0.7773
No log	0.6769	44	0.5870	0.0504	0.5870	0.7661
No log	0.7077	46	0.6686	0.2542	0.6686	0.8177
No log	0.7385	48	0.6411	0.1515	0.6411	0.8007
No log	0.7692	50	0.6361	0.1515	0.6361	0.7976
No log	0.8	52	0.5811	0.0448	0.5811	0.7623
No log	0.8308	54	0.7479	0.1445	0.7479	0.8648
No log	0.8615	56	0.9074	0.1855	0.9074	0.9526
No log	0.8923	58	0.6808	0.1111	0.6808	0.8251
No log	0.9231	60	0.9612	0.1055	0.9612	0.9804
No log	0.9538	62	1.2983	0.0698	1.2983	1.1394
No log	0.9846	64	1.0584	0.0745	1.0584	1.0288
No log	1.0154	66	0.6519	0.0476	0.6519	0.8074
No log	1.0462	68	0.5777	-0.0159	0.5777	0.7600
No log	1.0769	70	0.7756	0.3200	0.7756	0.8807
No log	1.1077	72	0.6932	0.3455	0.6932	0.8326
No log	1.1385	74	0.5303	0.0476	0.5303	0.7282
No log	1.1692	76	0.6123	0.3224	0.6123	0.7825
No log	1.2	78	0.7250	0.2877	0.7250	0.8515
No log	1.2308	80	0.5312	0.2683	0.5312	0.7288
No log	1.2615	82	0.6581	0.2889	0.6581	0.8112
No log	1.2923	84	1.1864	0.0915	1.1864	1.0892
No log	1.3231	86	1.1473	0.0857	1.1473	1.0711
No log	1.3538	88	0.6301	0.3369	0.6301	0.7938
No log	1.3846	90	0.5897	0.2842	0.5897	0.7679
No log	1.4154	92	0.5221	0.2883	0.5221	0.7226
No log	1.4462	94	0.6801	0.2809	0.6801	0.8247
No log	1.4769	96	0.8304	0.28	0.8304	0.9113
No log	1.5077	98	0.6015	0.2393	0.6015	0.7755
No log	1.5385	100	0.5228	0.3000	0.5228	0.7230
No log	1.5692	102	0.5276	0.3000	0.5276	0.7264
No log	1.6	104	0.5605	0.3412	0.5605	0.7487
No log	1.6308	106	0.6708	0.1461	0.6708	0.8190
No log	1.6615	108	0.6421	0.3103	0.6421	0.8013
No log	1.6923	110	0.6683	0.2088	0.6683	0.8175
No log	1.7231	112	0.8358	0.1504	0.8358	0.9142
No log	1.7538	114	0.6452	0.3258	0.6452	0.8032
No log	1.7846	116	0.6127	0.2914	0.6127	0.7827
No log	1.8154	118	0.5734	0.3757	0.5734	0.7572
No log	1.8462	120	0.5934	0.2093	0.5934	0.7703
No log	1.8769	122	0.7743	0.1560	0.7743	0.8799
No log	1.9077	124	0.7781	0.1636	0.7781	0.8821
No log	1.9385	126	0.5637	0.2941	0.5637	0.7508
No log	1.9692	128	0.5536	0.5111	0.5536	0.7440
No log	2.0	130	0.6979	0.1005	0.6979	0.8354
No log	2.0308	132	1.2404	0.1724	1.2404	1.1137
No log	2.0615	134	0.9585	0.1613	0.9585	0.9791
No log	2.0923	136	0.6155	0.3913	0.6155	0.7846
No log	2.1231	138	0.6731	0.2653	0.6731	0.8204
No log	2.1538	140	0.5981	0.3730	0.5981	0.7734
No log	2.1846	142	0.8858	0.2275	0.8858	0.9412
No log	2.2154	144	0.8446	0.1560	0.8446	0.9190
No log	2.2462	146	0.6622	0.2577	0.6622	0.8138
No log	2.2769	148	0.8130	0.1527	0.8130	0.9016
No log	2.3077	150	0.9364	0.1605	0.9364	0.9677
No log	2.3385	152	0.7617	0.1919	0.7617	0.8727
No log	2.3692	154	0.5814	0.3253	0.5814	0.7625
No log	2.4	156	0.5265	0.2632	0.5265	0.7256
No log	2.4308	158	0.5889	0.3182	0.5889	0.7674
No log	2.4615	160	0.9135	0.2333	0.9135	0.9558
No log	2.4923	162	0.9255	0.2327	0.9255	0.9620
No log	2.5231	164	0.5762	0.3333	0.5762	0.7591
No log	2.5538	166	0.6103	0.4167	0.6103	0.7812
No log	2.5846	168	0.6731	0.3575	0.6731	0.8204
No log	2.6154	170	0.6301	0.2332	0.6301	0.7938
No log	2.6462	172	1.0946	0.2925	1.0946	1.0462
No log	2.6769	174	1.0545	0.2593	1.0545	1.0269
No log	2.7077	176	0.6687	0.2727	0.6687	0.8177
No log	2.7385	178	0.7192	0.3333	0.7192	0.8480
No log	2.7692	180	0.6527	0.375	0.6527	0.8079
No log	2.8	182	0.6114	0.2350	0.6114	0.7819
No log	2.8308	184	0.8911	0.136	0.8911	0.9440
No log	2.8615	186	0.8019	0.2364	0.8019	0.8955
No log	2.8923	188	0.5408	0.2418	0.5408	0.7354
No log	2.9231	190	0.5832	0.3073	0.5832	0.7637
No log	2.9538	192	0.8333	0.3537	0.8333	0.9128
No log	2.9846	194	0.6526	0.3769	0.6526	0.8078
No log	3.0154	196	0.5366	0.3216	0.5366	0.7325
No log	3.0462	198	0.7646	0.2727	0.7646	0.8744
No log	3.0769	200	0.8060	0.3016	0.8060	0.8978
No log	3.1077	202	0.6428	0.2696	0.6428	0.8017
No log	3.1385	204	0.5278	0.4098	0.5278	0.7265
No log	3.1692	206	0.6070	0.3116	0.6070	0.7791
No log	3.2	208	0.8598	0.2993	0.8598	0.9272
No log	3.2308	210	0.9744	0.2941	0.9744	0.9871
No log	3.2615	212	0.8732	0.2701	0.8732	0.9344
No log	3.2923	214	0.8145	0.2941	0.8145	0.9025
No log	3.3231	216	0.6288	0.2646	0.6288	0.7930
No log	3.3538	218	0.7548	0.2685	0.7548	0.8688
No log	3.3846	220	0.7989	0.2424	0.7989	0.8938
No log	3.4154	222	0.8130	0.2180	0.8130	0.9017
No log	3.4462	224	0.7236	0.2479	0.7236	0.8506
No log	3.4769	226	0.7128	0.1855	0.7128	0.8443
No log	3.5077	228	0.7059	0.1858	0.7059	0.8402
No log	3.5385	230	0.7127	0.1858	0.7127	0.8442
No log	3.5692	232	0.8005	0.25	0.8005	0.8947
No log	3.6	234	0.6532	0.2075	0.6532	0.8082
No log	3.6308	236	0.6592	0.2372	0.6592	0.8119
No log	3.6615	238	0.7468	0.1864	0.7468	0.8642
No log	3.6923	240	0.9510	0.1655	0.9510	0.9752
No log	3.7231	242	1.1027	0.2000	1.1027	1.0501
No log	3.7538	244	0.8400	0.2490	0.8400	0.9165
No log	3.7846	246	0.5821	0.3769	0.5821	0.7630
No log	3.8154	248	0.6040	0.3433	0.6040	0.7772
No log	3.8462	250	0.7361	0.1429	0.7361	0.8580
No log	3.8769	252	1.0524	0.25	1.0524	1.0259
No log	3.9077	254	1.0553	0.25	1.0553	1.0273
No log	3.9385	256	0.6654	0.2442	0.6654	0.8157
No log	3.9692	258	0.5386	0.4667	0.5386	0.7339
No log	4.0	260	0.5447	0.4118	0.5447	0.7380
No log	4.0308	262	0.6726	0.2069	0.6726	0.8201
No log	4.0615	264	0.7001	0.2469	0.7001	0.8367
No log	4.0923	266	0.6695	0.2140	0.6695	0.8183
No log	4.1231	268	0.7202	0.3247	0.7202	0.8487
No log	4.1538	270	0.7432	0.3226	0.7432	0.8621
No log	4.1846	272	0.7645	0.2868	0.7645	0.8744
No log	4.2154	274	0.9050	0.2806	0.9050	0.9513
No log	4.2462	276	0.8682	0.2836	0.8682	0.9318
No log	4.2769	278	0.6215	0.2830	0.6215	0.7884
No log	4.3077	280	0.5024	0.48	0.5024	0.7088
No log	4.3385	282	0.5588	0.3433	0.5588	0.7475
No log	4.3692	284	0.8944	0.264	0.8944	0.9457
No log	4.4	286	1.0436	0.1709	1.0436	1.0215
No log	4.4308	288	0.8211	0.2348	0.8211	0.9061
No log	4.4615	290	0.6386	0.3508	0.6386	0.7991
No log	4.4923	292	0.6657	0.3010	0.6657	0.8159
No log	4.5231	294	0.7168	0.2554	0.7168	0.8467
No log	4.5538	296	0.6816	0.2877	0.6816	0.8256
No log	4.5846	298	0.5085	0.4652	0.5085	0.7131
No log	4.6154	300	0.4933	0.5233	0.4933	0.7023
No log	4.6462	302	0.6043	0.3116	0.6043	0.7774
No log	4.6769	304	1.0277	0.2000	1.0277	1.0137
No log	4.7077	306	1.2194	0.1950	1.2194	1.1043
No log	4.7385	308	0.9659	0.2000	0.9659	0.9828
No log	4.7692	310	0.5985	0.3091	0.5985	0.7736
No log	4.8	312	0.5324	0.4396	0.5324	0.7297
No log	4.8308	314	0.5923	0.4128	0.5923	0.7696
No log	4.8615	316	0.7890	0.2258	0.7890	0.8882
No log	4.8923	318	0.9153	0.2000	0.9153	0.9567
No log	4.9231	320	0.9329	0.1709	0.9329	0.9659
No log	4.9538	322	0.7770	0.2510	0.7770	0.8815
No log	4.9846	324	0.5443	0.3333	0.5443	0.7377
No log	5.0154	326	0.5537	0.3116	0.5537	0.7441
No log	5.0462	328	0.5309	0.4175	0.5309	0.7286
No log	5.0769	330	0.5000	0.3663	0.5000	0.7071
No log	5.1077	332	0.5302	0.4175	0.5302	0.7282
No log	5.1385	334	0.6606	0.3391	0.6606	0.8128
No log	5.1692	336	0.6160	0.3593	0.6160	0.7848
No log	5.2	338	0.5666	0.3665	0.5666	0.7527
No log	5.2308	340	0.6334	0.2877	0.6334	0.7959
No log	5.2615	342	0.6309	0.2857	0.6309	0.7943
No log	5.2923	344	0.5843	0.3548	0.5843	0.7644
No log	5.3231	346	0.6333	0.2857	0.6333	0.7958
No log	5.3538	348	0.8832	0.2000	0.8832	0.9398
No log	5.3846	350	1.2051	0.2204	1.2051	1.0978
No log	5.4154	352	1.1454	0.2204	1.1454	1.0702
No log	5.4462	354	0.8056	0.2000	0.8056	0.8976
No log	5.4769	356	0.5147	0.5074	0.5147	0.7174
No log	5.5077	358	0.4360	0.5699	0.4360	0.6603
No log	5.5385	360	0.4353	0.5699	0.4353	0.6598
No log	5.5692	362	0.4618	0.5233	0.4618	0.6796
No log	5.6	364	0.7129	0.3115	0.7129	0.8443
No log	5.6308	366	0.8851	0.2281	0.8851	0.9408
No log	5.6615	368	0.7742	0.3333	0.7742	0.8799
No log	5.6923	370	0.5325	0.3704	0.5325	0.7298
No log	5.7231	372	0.4506	0.5556	0.4506	0.6713
No log	5.7538	374	0.4535	0.5307	0.4535	0.6734
No log	5.7846	376	0.4474	0.5510	0.4474	0.6689
No log	5.8154	378	0.5244	0.4615	0.5244	0.7242
No log	5.8462	380	0.6093	0.3242	0.6093	0.7806
No log	5.8769	382	0.5590	0.3271	0.5590	0.7476
No log	5.9077	384	0.4960	0.5423	0.4960	0.7043
No log	5.9385	386	0.4596	0.48	0.4596	0.6779
No log	5.9692	388	0.4461	0.5686	0.4461	0.6679
No log	6.0	390	0.4556	0.48	0.4556	0.6750
No log	6.0308	392	0.5170	0.4286	0.5170	0.7190
No log	6.0615	394	0.5964	0.3514	0.5964	0.7723
No log	6.0923	396	0.7537	0.2812	0.7537	0.8682
No log	6.1231	398	0.7574	0.3063	0.7574	0.8703
No log	6.1538	400	0.7552	0.2782	0.7552	0.8691
No log	6.1846	402	0.6761	0.2134	0.6761	0.8222
No log	6.2154	404	0.5818	0.3722	0.5818	0.7628
No log	6.2462	406	0.5090	0.4977	0.5090	0.7134
No log	6.2769	408	0.5396	0.4338	0.5396	0.7346
No log	6.3077	410	0.7290	0.2432	0.7290	0.8538
No log	6.3385	412	1.0094	0.2957	1.0094	1.0047
No log	6.3692	414	1.0446	0.3086	1.0446	1.0221
No log	6.4	416	0.8753	0.2821	0.8753	0.9356
No log	6.4308	418	0.7553	0.2852	0.7553	0.8691
No log	6.4615	420	0.7325	0.2253	0.7325	0.8559
No log	6.4923	422	0.7044	0.2558	0.7044	0.8393
No log	6.5231	424	0.8452	0.2852	0.8452	0.9193
No log	6.5538	426	1.0253	0.2291	1.0253	1.0126
No log	6.5846	428	1.0810	0.2208	1.0810	1.0397
No log	6.6154	430	0.9235	0.2296	0.9235	0.9610
No log	6.6462	432	0.7657	0.2852	0.7657	0.8750
No log	6.6769	434	0.6230	0.3220	0.6230	0.7893
No log	6.7077	436	0.5143	0.3744	0.5143	0.7172
No log	6.7385	438	0.4568	0.5233	0.4568	0.6758
No log	6.7692	440	0.4729	0.5074	0.4729	0.6877
No log	6.8	442	0.5460	0.3242	0.5460	0.7389
No log	6.8308	444	0.7055	0.3092	0.7055	0.8399
No log	6.8615	446	0.9538	0.2792	0.9538	0.9766
No log	6.8923	448	1.1875	0.2393	1.1875	1.0897
No log	6.9231	450	1.1448	0.2648	1.1448	1.0699
No log	6.9538	452	0.9307	0.2792	0.9307	0.9647
No log	6.9846	454	0.6936	0.3071	0.6936	0.8329
No log	7.0154	456	0.6039	0.3043	0.6039	0.7771
No log	7.0462	458	0.5538	0.2857	0.5538	0.7442
No log	7.0769	460	0.5691	0.2838	0.5691	0.7544
No log	7.1077	462	0.6117	0.3277	0.6117	0.7821
No log	7.1385	464	0.6412	0.3418	0.6412	0.8007
No log	7.1692	466	0.6987	0.2996	0.6987	0.8359
No log	7.2	468	0.6456	0.3388	0.6456	0.8035
No log	7.2308	470	0.5560	0.36	0.5560	0.7456
No log	7.2615	472	0.5547	0.36	0.5547	0.7448
No log	7.2923	474	0.5617	0.3706	0.5617	0.7494
No log	7.3231	476	0.5878	0.4450	0.5878	0.7667
No log	7.3538	478	0.6323	0.3808	0.6323	0.7951
No log	7.3846	480	0.7110	0.2581	0.7110	0.8432
No log	7.4154	482	0.7522	0.2558	0.7522	0.8673
No log	7.4462	484	0.7379	0.2885	0.7379	0.8590
No log	7.4769	486	0.6386	0.3504	0.6386	0.7991
No log	7.5077	488	0.5490	0.3143	0.5490	0.7409
No log	7.5385	490	0.5162	0.3874	0.5162	0.7185
No log	7.5692	492	0.5352	0.3874	0.5352	0.7316
No log	7.6	494	0.6020	0.3874	0.6020	0.7759
No log	7.6308	496	0.7296	0.3588	0.7296	0.8542
No log	7.6615	498	0.7851	0.2768	0.7851	0.8861
0.4532	7.6923	500	0.7503	0.2768	0.7503	0.8662
0.4532	7.7231	502	0.6748	0.2900	0.6748	0.8215
0.4532	7.7538	504	0.5665	0.3548	0.5665	0.7527
0.4532	7.7846	506	0.5237	0.4175	0.5237	0.7237
0.4532	7.8154	508	0.5167	0.4175	0.5167	0.7188
0.4532	7.8462	510	0.5424	0.3846	0.5424	0.7364
0.4532	7.8769	512	0.6305	0.3303	0.6305	0.7941
0.4532	7.9077	514	0.7189	0.2852	0.7189	0.8479
0.4532	7.9385	516	0.7040	0.2903	0.7040	0.8390
0.4532	7.9692	518	0.6314	0.3247	0.6314	0.7946
0.4532	8.0	520	0.6019	0.3214	0.6019	0.7758
0.4532	8.0308	522	0.5911	0.2877	0.5911	0.7688
0.4532	8.0615	524	0.5989	0.3303	0.5989	0.7739
0.4532	8.0923	526	0.6025	0.3214	0.6025	0.7762
0.4532	8.1231	528	0.6071	0.3418	0.6071	0.7792
0.4532	8.1538	530	0.6683	0.2863	0.6683	0.8175
0.4532	8.1846	532	0.6756	0.3092	0.6756	0.8219
0.4532	8.2154	534	0.6166	0.3702	0.6166	0.7852
0.4532	8.2462	536	0.6010	0.3739	0.6010	0.7753
0.4532	8.2769	538	0.5837	0.3684	0.5837	0.7640
0.4532	8.3077	540	0.5660	0.3028	0.5660	0.7524
0.4532	8.3385	542	0.6010	0.3739	0.6010	0.7752
0.4532	8.3692	544	0.6603	0.3058	0.6603	0.8126
0.4532	8.4	546	0.6630	0.2787	0.6630	0.8142
0.4532	8.4308	548	0.6700	0.2531	0.6700	0.8185
0.4532	8.4615	550	0.6475	0.2920	0.6475	0.8047
0.4532	8.4923	552	0.6345	0.2941	0.6345	0.7966
0.4532	8.5231	554	0.6131	0.2941	0.6131	0.7830
0.4532	8.5538	556	0.6102	0.3214	0.6102	0.7811
0.4532	8.5846	558	0.6106	0.3214	0.6106	0.7814
0.4532	8.6154	560	0.5957	0.2811	0.5957	0.7718
0.4532	8.6462	562	0.5576	0.3143	0.5576	0.7467
0.4532	8.6769	564	0.5339	0.3684	0.5339	0.7307
0.4532	8.7077	566	0.5342	0.3684	0.5342	0.7309
0.4532	8.7385	568	0.5715	0.3143	0.5715	0.7559
0.4532	8.7692	570	0.6086	0.3448	0.6086	0.7802
0.4532	8.8	572	0.6576	0.2531	0.6576	0.8109
0.4532	8.8308	574	0.6668	0.2829	0.6668	0.8166
0.4532	8.8615	576	0.6514	0.2787	0.6514	0.8071
0.4532	8.8923	578	0.6238	0.3138	0.6238	0.7898
0.4532	8.9231	580	0.6043	0.3103	0.6043	0.7774
0.4532	8.9538	582	0.5747	0.3091	0.5747	0.7581
0.4532	8.9846	584	0.5852	0.2793	0.5852	0.7650
0.4532	9.0154	586	0.6205	0.3138	0.6205	0.7877
0.4532	9.0462	588	0.6815	0.3071	0.6815	0.8256
0.4532	9.0769	590	0.7228	0.2727	0.7228	0.8502
0.4532	9.1077	592	0.7269	0.2727	0.7269	0.8526
0.4532	9.1385	594	0.6984	0.3050	0.6984	0.8357
0.4532	9.1692	596	0.6756	0.3092	0.6756	0.8219
0.4532	9.2	598	0.6654	0.3092	0.6654	0.8157
0.4532	9.2308	600	0.6616	0.3092	0.6616	0.8134
0.4532	9.2615	602	0.6584	0.3092	0.6584	0.8114
0.4532	9.2923	604	0.6428	0.3092	0.6428	0.8018
0.4532	9.3231	606	0.6343	0.3443	0.6343	0.7964
0.4532	9.3538	608	0.6142	0.3138	0.6142	0.7837
0.4532	9.3846	610	0.5867	0.25	0.5867	0.7659
0.4532	9.4154	612	0.5700	0.2536	0.5700	0.7550
0.4532	9.4462	614	0.5498	0.36	0.5498	0.7415
0.4532	9.4769	616	0.5442	0.4051	0.5442	0.7377
0.4532	9.5077	618	0.5437	0.36	0.5437	0.7374
0.4532	9.5385	620	0.5534	0.3171	0.5534	0.7439
0.4532	9.5692	622	0.5757	0.2523	0.5757	0.7588
0.4532	9.6	624	0.6061	0.2838	0.6061	0.7785
0.4532	9.6308	626	0.6365	0.3092	0.6365	0.7978
0.4532	9.6615	628	0.6593	0.3092	0.6593	0.8120
0.4532	9.6923	630	0.6701	0.3092	0.6701	0.8186
0.4532	9.7231	632	0.6692	0.3092	0.6692	0.8180
0.4532	9.7538	634	0.6713	0.3092	0.6713	0.8193
0.4532	9.7846	636	0.6700	0.3092	0.6700	0.8186
0.4532	9.8154	638	0.6621	0.3092	0.6621	0.8137
0.4532	9.8462	640	0.6502	0.3092	0.6502	0.8064
0.4532	9.8769	642	0.6396	0.3092	0.6396	0.7998
0.4532	9.9077	644	0.6330	0.3092	0.6330	0.7956
0.4532	9.9385	646	0.6287	0.3092	0.6287	0.7929
0.4532	9.9692	648	0.6270	0.3115	0.6270	0.7918
0.4532	10.0	650	0.6259	0.3115	0.6259	0.7911

Framework versions

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