README.md

metadata

library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
  - generated_from_trainer
model-index:
  - name: >-
      ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k20_task1_organization
    results: []

ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k20_task1_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: 1.8984
• Qwk: 0.2517
• Mse: 1.8984
• Rmse: 1.3778

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	0.0230	2	6.6396	0.0	6.6396	2.5768
No log	0.0460	4	4.3286	0.0684	4.3286	2.0805
No log	0.0690	6	3.4395	0.0113	3.4395	1.8546
No log	0.0920	8	2.7750	0.0654	2.7750	1.6658
No log	0.1149	10	2.1940	0.0945	2.1940	1.4812
No log	0.1379	12	1.8165	0.2017	1.8165	1.3478
No log	0.1609	14	2.0792	0.2590	2.0792	1.4419
No log	0.1839	16	2.2314	0.2821	2.2314	1.4938
No log	0.2069	18	2.2926	0.2822	2.2926	1.5141
No log	0.2299	20	1.5379	0.2927	1.5379	1.2401
No log	0.2529	22	1.4927	0.2564	1.4927	1.2218
No log	0.2759	24	1.7676	0.2162	1.7676	1.3295
No log	0.2989	26	2.0794	0.0721	2.0794	1.4420
No log	0.3218	28	1.9527	0.1429	1.9527	1.3974
No log	0.3448	30	1.8721	0.1356	1.8721	1.3683
No log	0.3678	32	1.6050	0.2645	1.6050	1.2669
No log	0.3908	34	1.4963	0.3016	1.4963	1.2232
No log	0.4138	36	1.4959	0.3548	1.4959	1.2231
No log	0.4368	38	1.5768	0.3220	1.5768	1.2557
No log	0.4598	40	2.2270	0.0678	2.2270	1.4923
No log	0.4828	42	2.4280	0.0	2.4280	1.5582
No log	0.5057	44	1.6804	0.3193	1.6804	1.2963
No log	0.5287	46	1.1931	0.4538	1.1931	1.0923
No log	0.5517	48	1.1980	0.4426	1.1980	1.0945
No log	0.5747	50	1.1796	0.4640	1.1796	1.0861
No log	0.5977	52	1.0833	0.4918	1.0833	1.0408
No log	0.6207	54	1.0498	0.5440	1.0498	1.0246
No log	0.6437	56	0.9887	0.6154	0.9887	0.9943
No log	0.6667	58	0.9723	0.5625	0.9723	0.9861
No log	0.6897	60	1.1282	0.496	1.1282	1.0621
No log	0.7126	62	1.5062	0.3590	1.5062	1.2273
No log	0.7356	64	1.8798	0.1391	1.8798	1.3711
No log	0.7586	66	1.5885	0.3276	1.5885	1.2603
No log	0.7816	68	1.0975	0.5760	1.0975	1.0476
No log	0.8046	70	1.0344	0.6029	1.0344	1.0171
No log	0.8276	72	1.0121	0.5758	1.0121	1.0060
No log	0.8506	74	1.0209	0.6047	1.0209	1.0104
No log	0.8736	76	1.1943	0.5606	1.1943	1.0928
No log	0.8966	78	1.0836	0.5669	1.0836	1.0410
No log	0.9195	80	1.0904	0.5	1.0904	1.0442
No log	0.9425	82	1.5082	0.4122	1.5082	1.2281
No log	0.9655	84	1.5763	0.4	1.5763	1.2555
No log	0.9885	86	1.1756	0.4640	1.1756	1.0842
No log	1.0115	88	1.0360	0.5806	1.0360	1.0178
No log	1.0345	90	1.4010	0.5185	1.4010	1.1836
No log	1.0575	92	1.5854	0.4088	1.5854	1.2591
No log	1.0805	94	1.4811	0.3939	1.4811	1.2170
No log	1.1034	96	1.2524	0.4677	1.2524	1.1191
No log	1.1264	98	1.3287	0.4628	1.3287	1.1527
No log	1.1494	100	1.2594	0.3966	1.2594	1.1222
No log	1.1724	102	1.2842	0.2778	1.2842	1.1332
No log	1.1954	104	1.3294	0.2778	1.3294	1.1530
No log	1.2184	106	1.3482	0.2617	1.3482	1.1611
No log	1.2414	108	1.3784	0.3363	1.3784	1.1740
No log	1.2644	110	1.3333	0.3833	1.3333	1.1547
No log	1.2874	112	1.2499	0.4590	1.2499	1.1180
No log	1.3103	114	1.1115	0.5246	1.1115	1.0543
No log	1.3333	116	1.0839	0.5714	1.0839	1.0411
No log	1.3563	118	1.1164	0.5781	1.1164	1.0566
No log	1.3793	120	1.2813	0.5414	1.2813	1.1320
No log	1.4023	122	1.7999	0.3497	1.7999	1.3416
No log	1.4253	124	2.0460	0.1944	2.0460	1.4304
No log	1.4483	126	1.8702	0.2837	1.8702	1.3676
No log	1.4713	128	1.4243	0.5385	1.4243	1.1934
No log	1.4943	130	1.2884	0.2407	1.2884	1.1351
No log	1.5172	132	1.3952	0.2883	1.3952	1.1812
No log	1.5402	134	1.3172	0.2883	1.3172	1.1477
No log	1.5632	136	1.1772	0.3273	1.1772	1.0850
No log	1.5862	138	1.1143	0.4655	1.1143	1.0556
No log	1.6092	140	1.3532	0.5197	1.3532	1.1633
No log	1.6322	142	1.5880	0.4219	1.5880	1.2601
No log	1.6552	144	1.6034	0.4252	1.6034	1.2663
No log	1.6782	146	1.4578	0.4390	1.4578	1.2074
No log	1.7011	148	1.2886	0.4918	1.2886	1.1352
No log	1.7241	150	1.2625	0.5410	1.2625	1.1236
No log	1.7471	152	1.4193	0.4687	1.4193	1.1913
No log	1.7701	154	1.5623	0.4375	1.5623	1.2499
No log	1.7931	156	1.5403	0.4496	1.5403	1.2411
No log	1.8161	158	1.4334	0.4806	1.4334	1.1973
No log	1.8391	160	1.4433	0.4776	1.4433	1.2014
No log	1.8621	162	1.5804	0.4203	1.5804	1.2572
No log	1.8851	164	1.5432	0.4526	1.5432	1.2423
No log	1.9080	166	1.4105	0.4812	1.4105	1.1876
No log	1.9310	168	1.2996	0.528	1.2996	1.1400
No log	1.9540	170	1.3288	0.5312	1.3288	1.1528
No log	1.9770	172	1.3701	0.5	1.3701	1.1705
No log	2.0	174	1.2990	0.5441	1.2990	1.1397
No log	2.0230	176	1.2281	0.5564	1.2281	1.1082
No log	2.0460	178	1.1811	0.5865	1.1811	1.0868
No log	2.0690	180	1.1898	0.5606	1.1898	1.0908
No log	2.0920	182	1.1627	0.5606	1.1627	1.0783
No log	2.1149	184	1.1530	0.5649	1.1530	1.0738
No log	2.1379	186	1.1665	0.5649	1.1665	1.0800
No log	2.1609	188	1.1981	0.5496	1.1981	1.0946
No log	2.1839	190	1.2022	0.5312	1.2022	1.0965
No log	2.2069	192	1.2374	0.5116	1.2374	1.1124
No log	2.2299	194	1.3089	0.4923	1.3089	1.1441
No log	2.2529	196	1.4924	0.4265	1.4924	1.2217
No log	2.2759	198	1.4630	0.4265	1.4630	1.2095
No log	2.2989	200	1.2680	0.4961	1.2680	1.1260
No log	2.3218	202	1.1860	0.5354	1.1860	1.0891
No log	2.3448	204	1.2265	0.5231	1.2265	1.1075
No log	2.3678	206	1.2553	0.5344	1.2553	1.1204
No log	2.3908	208	1.2083	0.5426	1.2083	1.0992
No log	2.4138	210	1.1640	0.5781	1.1640	1.0789
No log	2.4368	212	1.0898	0.5827	1.0898	1.0439
No log	2.4598	214	1.1020	0.5323	1.1020	1.0498
No log	2.4828	216	1.1504	0.5714	1.1504	1.0726
No log	2.5057	218	1.1112	0.56	1.1112	1.0542
No log	2.5287	220	1.0967	0.5669	1.0967	1.0472
No log	2.5517	222	1.1012	0.5410	1.1012	1.0494
No log	2.5747	224	1.1181	0.4706	1.1181	1.0574
No log	2.5977	226	1.1496	0.4786	1.1496	1.0722
No log	2.6207	228	1.1519	0.5691	1.1519	1.0733
No log	2.6437	230	1.1306	0.5760	1.1306	1.0633
No log	2.6667	232	1.2015	0.5692	1.2015	1.0961
No log	2.6897	234	1.3104	0.4380	1.3104	1.1447
No log	2.7126	236	1.3136	0.4672	1.3136	1.1461
No log	2.7356	238	1.1960	0.5496	1.1960	1.0936
No log	2.7586	240	1.2786	0.5303	1.2786	1.1308
No log	2.7816	242	1.4279	0.4203	1.4279	1.1949
No log	2.8046	244	1.4671	0.4029	1.4671	1.2112
No log	2.8276	246	1.3665	0.4460	1.3665	1.1690
No log	2.8506	248	1.0579	0.6423	1.0579	1.0285
No log	2.8736	250	0.9342	0.6861	0.9342	0.9665
No log	2.8966	252	0.9813	0.6423	0.9813	0.9906
No log	2.9195	254	1.1367	0.5899	1.1367	1.0661
No log	2.9425	256	1.1817	0.5758	1.1817	1.0870
No log	2.9655	258	1.1011	0.5846	1.1011	1.0494
No log	2.9885	260	1.0400	0.5669	1.0400	1.0198
No log	3.0115	262	0.9944	0.6299	0.9944	0.9972
No log	3.0345	264	0.9963	0.6032	0.9963	0.9981
No log	3.0575	266	1.1173	0.5625	1.1173	1.0570
No log	3.0805	268	1.1982	0.5271	1.1982	1.0946
No log	3.1034	270	1.2233	0.5426	1.2233	1.1060
No log	3.1264	272	1.3227	0.4962	1.3227	1.1501
No log	3.1494	274	1.2208	0.5426	1.2208	1.1049
No log	3.1724	276	1.0372	0.5645	1.0372	1.0185
No log	3.1954	278	0.9725	0.5873	0.9725	0.9862
No log	3.2184	280	1.0086	0.5873	1.0086	1.0043
No log	3.2414	282	1.1523	0.5827	1.1523	1.0735
No log	3.2644	284	1.3368	0.5116	1.3368	1.1562
No log	3.2874	286	1.4434	0.4962	1.4434	1.2014
No log	3.3103	288	1.4567	0.4925	1.4567	1.2069
No log	3.3333	290	1.3767	0.4769	1.3767	1.1733
No log	3.3563	292	1.3411	0.4961	1.3411	1.1581
No log	3.3793	294	1.3676	0.4733	1.3676	1.1694
No log	3.4023	296	1.2750	0.5039	1.2750	1.1291
No log	3.4253	298	1.2325	0.5039	1.2325	1.1102
No log	3.4483	300	1.2712	0.5039	1.2712	1.1275
No log	3.4713	302	1.3184	0.4961	1.3184	1.1482
No log	3.4943	304	1.4368	0.4148	1.4368	1.1987
No log	3.5172	306	1.4269	0.4328	1.4269	1.1945
No log	3.5402	308	1.3510	0.4593	1.3510	1.1623
No log	3.5632	310	1.3076	0.4593	1.3076	1.1435
No log	3.5862	312	1.3697	0.4526	1.3697	1.1703
No log	3.6092	314	1.5421	0.4088	1.5421	1.2418
No log	3.6322	316	1.5764	0.4058	1.5764	1.2555
No log	3.6552	318	1.5224	0.4058	1.5224	1.2339
No log	3.6782	320	1.5893	0.3714	1.5893	1.2607
No log	3.7011	322	1.4869	0.3714	1.4869	1.2194
No log	3.7241	324	1.2243	0.5564	1.2243	1.1065
No log	3.7471	326	1.1279	0.5692	1.1279	1.0620
No log	3.7701	328	1.1739	0.5344	1.1739	1.0835
No log	3.7931	330	1.4700	0.3741	1.4700	1.2125
No log	3.8161	332	1.6624	0.3714	1.6624	1.2894
No log	3.8391	334	1.4960	0.3714	1.4960	1.2231
No log	3.8621	336	1.3010	0.5606	1.3010	1.1406
No log	3.8851	338	1.3107	0.5606	1.3107	1.1449
No log	3.9080	340	1.3728	0.5414	1.3728	1.1716
No log	3.9310	342	1.4491	0.4593	1.4491	1.2038
No log	3.9540	344	1.5773	0.3623	1.5773	1.2559
No log	3.9770	346	1.7291	0.3262	1.7291	1.3149
No log	4.0	348	1.7387	0.3429	1.7387	1.3186
No log	4.0230	350	1.6559	0.3623	1.6559	1.2868
No log	4.0460	352	1.4741	0.5344	1.4741	1.2141
No log	4.0690	354	1.3706	0.5	1.3706	1.1707
No log	4.0920	356	1.3625	0.5354	1.3625	1.1673
No log	4.1149	358	1.4286	0.5113	1.4286	1.1952
No log	4.1379	360	1.6639	0.3404	1.6639	1.2899
No log	4.1609	362	1.9604	0.2759	1.9604	1.4002
No log	4.1839	364	2.1547	0.1644	2.1547	1.4679
No log	4.2069	366	2.0803	0.2345	2.0803	1.4423
No log	4.2299	368	1.7800	0.3194	1.7800	1.3342
No log	4.2529	370	1.4957	0.4380	1.4957	1.2230
No log	4.2759	372	1.4564	0.4559	1.4564	1.2068
No log	4.2989	374	1.5045	0.4296	1.5045	1.2266
No log	4.3218	376	1.5944	0.3852	1.5944	1.2627
No log	4.3448	378	1.5763	0.3852	1.5763	1.2555
No log	4.3678	380	1.5089	0.4242	1.5089	1.2284
No log	4.3908	382	1.5180	0.4296	1.5180	1.2321
No log	4.4138	384	1.6072	0.3768	1.6072	1.2677
No log	4.4368	386	1.6286	0.3404	1.6286	1.2762
No log	4.4598	388	1.5246	0.3885	1.5246	1.2347
No log	4.4828	390	1.2945	0.5263	1.2945	1.1378
No log	4.5057	392	1.2349	0.5385	1.2349	1.1113
No log	4.5287	394	1.2889	0.4961	1.2889	1.1353
No log	4.5517	396	1.4070	0.5	1.4070	1.1862
No log	4.5747	398	1.3769	0.5191	1.3769	1.1734
No log	4.5977	400	1.3234	0.4961	1.3234	1.1504
No log	4.6207	402	1.1981	0.5581	1.1981	1.0946
No log	4.6437	404	1.1565	0.5692	1.1565	1.0754
No log	4.6667	406	1.3229	0.5185	1.3229	1.1502
No log	4.6897	408	1.6437	0.3099	1.6437	1.2821
No log	4.7126	410	1.8009	0.2937	1.8009	1.3420
No log	4.7356	412	1.8364	0.2937	1.8364	1.3551
No log	4.7586	414	1.8491	0.2937	1.8491	1.3598
No log	4.7816	416	1.8671	0.2937	1.8671	1.3664
No log	4.8046	418	1.6429	0.3429	1.6429	1.2817
No log	4.8276	420	1.3856	0.4885	1.3856	1.1771
No log	4.8506	422	1.1711	0.5760	1.1711	1.0822
No log	4.8736	424	1.1531	0.5333	1.1531	1.0738
No log	4.8966	426	1.2058	0.5333	1.2058	1.0981
No log	4.9195	428	1.3206	0.4960	1.3206	1.1492
No log	4.9425	430	1.5334	0.4662	1.5334	1.2383
No log	4.9655	432	1.6032	0.3910	1.6032	1.2662
No log	4.9885	434	1.5111	0.4662	1.5111	1.2293
No log	5.0115	436	1.3103	0.4882	1.3103	1.1447
No log	5.0345	438	1.1810	0.5161	1.1810	1.0868
No log	5.0575	440	1.1516	0.5323	1.1516	1.0731
No log	5.0805	442	1.1639	0.512	1.1639	1.0788
No log	5.1034	444	1.3012	0.4688	1.3012	1.1407
No log	5.1264	446	1.5285	0.4412	1.5285	1.2363
No log	5.1494	448	1.8003	0.2411	1.8003	1.3418
No log	5.1724	450	1.9070	0.2254	1.9070	1.3809
No log	5.1954	452	1.8954	0.1986	1.8954	1.3767
No log	5.2184	454	1.7546	0.2794	1.7546	1.3246
No log	5.2414	456	1.5689	0.4962	1.5689	1.2526
No log	5.2644	458	1.4135	0.4961	1.4135	1.1889
No log	5.2874	460	1.3102	0.5197	1.3102	1.1447
No log	5.3103	462	1.3136	0.5197	1.3136	1.1461
No log	5.3333	464	1.4122	0.4848	1.4122	1.1884
No log	5.3563	466	1.6434	0.3429	1.6434	1.2819
No log	5.3793	468	1.7797	0.2500	1.7797	1.3341
No log	5.4023	470	1.6938	0.2937	1.6938	1.3015
No log	5.4253	472	1.4997	0.4627	1.4997	1.2246
No log	5.4483	474	1.3020	0.4961	1.3020	1.1410
No log	5.4713	476	1.2321	0.56	1.2321	1.1100
No log	5.4943	478	1.2385	0.56	1.2385	1.1129
No log	5.5172	480	1.3110	0.4921	1.3110	1.1450
No log	5.5402	482	1.4441	0.4733	1.4441	1.2017
No log	5.5632	484	1.5051	0.4580	1.5051	1.2268
No log	5.5862	486	1.4491	0.4375	1.4491	1.2038
No log	5.6092	488	1.3803	0.4921	1.3803	1.1749
No log	5.6322	490	1.3547	0.4688	1.3547	1.1639
No log	5.6552	492	1.3347	0.5077	1.3347	1.1553
No log	5.6782	494	1.4334	0.4662	1.4334	1.1972
No log	5.7011	496	1.5450	0.4593	1.5450	1.2430
No log	5.7241	498	1.5718	0.4593	1.5718	1.2537
0.4347	5.7471	500	1.5015	0.4394	1.5015	1.2254
0.4347	5.7701	502	1.3400	0.5039	1.3400	1.1576
0.4347	5.7931	504	1.2568	0.4915	1.2568	1.1211
0.4347	5.8161	506	1.2432	0.4915	1.2432	1.1150
0.4347	5.8391	508	1.2658	0.5161	1.2658	1.1251
0.4347	5.8621	510	1.4334	0.4848	1.4334	1.1972
0.4347	5.8851	512	1.5819	0.3676	1.5819	1.2577
0.4347	5.9080	514	1.5649	0.3852	1.5649	1.2509
0.4347	5.9310	516	1.3894	0.4889	1.3894	1.1787
0.4347	5.9540	518	1.1733	0.5564	1.1733	1.0832
0.4347	5.9770	520	1.0960	0.5581	1.0960	1.0469
0.4347	6.0	522	1.1116	0.5649	1.1116	1.0543
0.4347	6.0230	524	1.1948	0.5455	1.1948	1.0931
0.4347	6.0460	526	1.3285	0.5113	1.3285	1.1526
0.4347	6.0690	528	1.3922	0.4697	1.3922	1.1799
0.4347	6.0920	530	1.3815	0.4580	1.3815	1.1754
0.4347	6.1149	532	1.2919	0.5312	1.2919	1.1366
0.4347	6.1379	534	1.2262	0.5397	1.2262	1.1073
0.4347	6.1609	536	1.2131	0.512	1.2131	1.1014
0.4347	6.1839	538	1.2450	0.512	1.2450	1.1158
0.4347	6.2069	540	1.3866	0.4615	1.3866	1.1776
0.4347	6.2299	542	1.6000	0.4	1.6000	1.2649
0.4347	6.2529	544	1.7320	0.3333	1.7320	1.3161
0.4347	6.2759	546	1.7131	0.3165	1.7131	1.3088
0.4347	6.2989	548	1.5479	0.4265	1.5479	1.2441
0.4347	6.3218	550	1.3998	0.4511	1.3998	1.1831
0.4347	6.3448	552	1.3579	0.4923	1.3579	1.1653
0.4347	6.3678	554	1.3935	0.4885	1.3935	1.1805
0.4347	6.3908	556	1.4059	0.5312	1.4059	1.1857
0.4347	6.4138	558	1.4852	0.4769	1.4852	1.2187
0.4347	6.4368	560	1.5676	0.4154	1.5676	1.2521
0.4347	6.4598	562	1.5989	0.4154	1.5989	1.2645
0.4347	6.4828	564	1.5775	0.4242	1.5775	1.2560
0.4347	6.5057	566	1.5556	0.4328	1.5556	1.2473
0.4347	6.5287	568	1.4635	0.4511	1.4635	1.2097
0.4347	6.5517	570	1.4034	0.4812	1.4034	1.1846
0.4347	6.5747	572	1.4276	0.4776	1.4276	1.1948
0.4347	6.5977	574	1.5342	0.4348	1.5342	1.2386
0.4347	6.6207	576	1.6155	0.3913	1.6155	1.2710
0.4347	6.6437	578	1.6526	0.3741	1.6526	1.2855
0.4347	6.6667	580	1.4867	0.4444	1.4867	1.2193
0.4347	6.6897	582	1.3511	0.5077	1.3511	1.1623
0.4347	6.7126	584	1.2709	0.512	1.2709	1.1273
0.4347	6.7356	586	1.2833	0.4754	1.2833	1.1328
0.4347	6.7586	588	1.3130	0.5	1.3130	1.1458
0.4347	6.7816	590	1.3059	0.512	1.3059	1.1427
0.4347	6.8046	592	1.3349	0.5312	1.3349	1.1554
0.4347	6.8276	594	1.3663	0.4885	1.3663	1.1689
0.4347	6.8506	596	1.4730	0.4627	1.4730	1.2137
0.4347	6.8736	598	1.5839	0.3913	1.5839	1.2585
0.4347	6.8966	600	1.5044	0.4265	1.5044	1.2265
0.4347	6.9195	602	1.3039	0.5263	1.3039	1.1419
0.4347	6.9425	604	1.1330	0.5736	1.1330	1.0644
0.4347	6.9655	606	1.0688	0.5556	1.0688	1.0338
0.4347	6.9885	608	1.0872	0.5669	1.0872	1.0427
0.4347	7.0115	610	1.1955	0.5606	1.1955	1.0934
0.4347	7.0345	612	1.3510	0.5	1.3510	1.1623
0.4347	7.0575	614	1.4167	0.4962	1.4167	1.1902
0.4347	7.0805	616	1.3512	0.5	1.3512	1.1624
0.4347	7.1034	618	1.2124	0.5469	1.2124	1.1011
0.4347	7.1264	620	1.1339	0.56	1.1339	1.0649
0.4347	7.1494	622	1.1438	0.56	1.1438	1.0695
0.4347	7.1724	624	1.1986	0.5323	1.1986	1.0948
0.4347	7.1954	626	1.2715	0.528	1.2715	1.1276
0.4347	7.2184	628	1.3823	0.4885	1.3823	1.1757
0.4347	7.2414	630	1.4553	0.5	1.4553	1.2064
0.4347	7.2644	632	1.4225	0.4769	1.4225	1.1927
0.4347	7.2874	634	1.3294	0.5197	1.3294	1.1530
0.4347	7.3103	636	1.2544	0.5625	1.2544	1.1200
0.4347	7.3333	638	1.2116	0.5469	1.2116	1.1007
0.4347	7.3563	640	1.2316	0.5736	1.2316	1.1098
0.4347	7.3793	642	1.3420	0.5538	1.3420	1.1584
0.4347	7.4023	644	1.4724	0.4427	1.4724	1.2134
0.4347	7.4253	646	1.6138	0.3529	1.6138	1.2704
0.4347	7.4483	648	1.6128	0.3407	1.6128	1.2699
0.4347	7.4713	650	1.5286	0.3969	1.5286	1.2364
0.4347	7.4943	652	1.4003	0.5197	1.4003	1.1833
0.4347	7.5172	654	1.2823	0.5556	1.2823	1.1324
0.4347	7.5402	656	1.2540	0.56	1.2540	1.1198
0.4347	7.5632	658	1.2793	0.5556	1.2793	1.1311
0.4347	7.5862	660	1.3627	0.5469	1.3627	1.1673
0.4347	7.6092	662	1.4674	0.4697	1.4674	1.2113
0.4347	7.6322	664	1.5248	0.3407	1.5248	1.2348
0.4347	7.6552	666	1.4965	0.3676	1.4965	1.2233
0.4347	7.6782	668	1.4107	0.5152	1.4107	1.1877
0.4347	7.7011	670	1.3486	0.5414	1.3486	1.1613
0.4347	7.7241	672	1.3490	0.5152	1.3490	1.1615
0.4347	7.7471	674	1.3717	0.5152	1.3717	1.1712
0.4347	7.7701	676	1.3971	0.5152	1.3971	1.1820
0.4347	7.7931	678	1.4638	0.4848	1.4638	1.2099
0.4347	7.8161	680	1.4675	0.4885	1.4675	1.2114
0.4347	7.8391	682	1.5349	0.3910	1.5349	1.2389
0.4347	7.8621	684	1.5463	0.3910	1.5463	1.2435
0.4347	7.8851	686	1.5596	0.3910	1.5596	1.2488
0.4347	7.9080	688	1.4831	0.4806	1.4831	1.2178
0.4347	7.9310	690	1.4093	0.4806	1.4093	1.1871
0.4347	7.9540	692	1.3967	0.5197	1.3967	1.1818
0.4347	7.9770	694	1.4094	0.5197	1.4094	1.1872
0.4347	8.0	696	1.4270	0.4806	1.4270	1.1946
0.4347	8.0230	698	1.3780	0.4806	1.3780	1.1739
0.4347	8.0460	700	1.3167	0.5077	1.3167	1.1475
0.4347	8.0690	702	1.2951	0.4806	1.2951	1.1380
0.4347	8.0920	704	1.3042	0.4806	1.3042	1.1420
0.4347	8.1149	706	1.3067	0.4806	1.3067	1.1431
0.4347	8.1379	708	1.2937	0.4921	1.2937	1.1374
0.4347	8.1609	710	1.2888	0.4921	1.2888	1.1353
0.4347	8.1839	712	1.3342	0.4800	1.3342	1.1551
0.4347	8.2069	714	1.4315	0.4531	1.4315	1.1964
0.4347	8.2299	716	1.5187	0.4615	1.5187	1.2324
0.4347	8.2529	718	1.6451	0.3556	1.6451	1.2826
0.4347	8.2759	720	1.6716	0.3504	1.6716	1.2929
0.4347	8.2989	722	1.5875	0.3824	1.5875	1.2600
0.4347	8.3218	724	1.4811	0.4662	1.4811	1.2170
0.4347	8.3448	726	1.4022	0.4545	1.4022	1.1842
0.4347	8.3678	728	1.4026	0.4885	1.4026	1.1843
0.4347	8.3908	730	1.4609	0.4545	1.4609	1.2087
0.4347	8.4138	732	1.6069	0.3910	1.6069	1.2676
0.4347	8.4368	734	1.8499	0.2817	1.8499	1.3601
0.4347	8.4598	736	1.9723	0.2517	1.9723	1.4044
0.4347	8.4828	738	1.9968	0.2517	1.9968	1.4131
0.4347	8.5057	740	1.8984	0.2517	1.8984	1.3778

Framework versions

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