ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k12_task2_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: 0.7647
• Qwk: 0.4749
• Mse: 0.7647
• Rmse: 0.8745

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	0.0308	2	4.3809	-0.0441	4.3809	2.0931
No log	0.0615	4	2.4457	-0.0136	2.4457	1.5639
No log	0.0923	6	1.5370	-0.0553	1.5370	1.2398
No log	0.1231	8	0.9461	-0.0338	0.9461	0.9727
No log	0.1538	10	0.9205	0.0932	0.9205	0.9594
No log	0.1846	12	1.0027	0.0196	1.0027	1.0014
No log	0.2154	14	1.3413	-0.1219	1.3413	1.1582
No log	0.2462	16	1.2598	-0.1642	1.2598	1.1224
No log	0.2769	18	0.8757	0.0660	0.8757	0.9358
No log	0.3077	20	0.8795	0.0294	0.8795	0.9378
No log	0.3385	22	0.8360	0.0726	0.8360	0.9143
No log	0.3692	24	0.8678	0.0989	0.8678	0.9316
No log	0.4	26	0.9502	0.0212	0.9502	0.9748
No log	0.4308	28	1.0742	-0.0210	1.0742	1.0365
No log	0.4615	30	1.1383	-0.0674	1.1383	1.0669
No log	0.4923	32	1.0390	0.0653	1.0390	1.0193
No log	0.5231	34	1.1664	0.0210	1.1664	1.0800
No log	0.5538	36	1.1908	0.0165	1.1908	1.0913
No log	0.5846	38	1.1725	-0.0258	1.1725	1.0828
No log	0.6154	40	1.0248	-0.0004	1.0248	1.0123
No log	0.6462	42	0.8665	0.2136	0.8665	0.9308
No log	0.6769	44	0.8039	0.2301	0.8039	0.8966
No log	0.7077	46	0.7986	0.2726	0.7986	0.8936
No log	0.7385	48	0.8027	0.2971	0.8027	0.8959
No log	0.7692	50	0.8995	0.1697	0.8995	0.9484
No log	0.8	52	0.9316	0.1937	0.9316	0.9652
No log	0.8308	54	0.8541	0.2898	0.8541	0.9242
No log	0.8615	56	0.8035	0.2825	0.8035	0.8964
No log	0.8923	58	0.7699	0.3564	0.7699	0.8775
No log	0.9231	60	0.7896	0.2902	0.7896	0.8886
No log	0.9538	62	0.7431	0.3876	0.7431	0.8620
No log	0.9846	64	0.7763	0.3475	0.7763	0.8811
No log	1.0154	66	0.7720	0.3633	0.7720	0.8786
No log	1.0462	68	0.8075	0.3426	0.8075	0.8986
No log	1.0769	70	0.7993	0.4140	0.7993	0.8941
No log	1.1077	72	0.8238	0.4401	0.8238	0.9076
No log	1.1385	74	0.7804	0.3795	0.7804	0.8834
No log	1.1692	76	0.8014	0.2971	0.8014	0.8952
No log	1.2	78	0.8118	0.3621	0.8118	0.9010
No log	1.2308	80	0.8070	0.3562	0.8070	0.8983
No log	1.2615	82	0.8941	0.3787	0.8941	0.9456
No log	1.2923	84	0.8592	0.4224	0.8592	0.9269
No log	1.3231	86	0.8866	0.4133	0.8866	0.9416
No log	1.3538	88	0.9097	0.4098	0.9097	0.9538
No log	1.3846	90	0.8686	0.3985	0.8686	0.9320
No log	1.4154	92	0.8860	0.3896	0.8860	0.9413
No log	1.4462	94	0.9988	0.3329	0.9988	0.9994
No log	1.4769	96	0.9487	0.3660	0.9487	0.9740
No log	1.5077	98	0.8799	0.4131	0.8799	0.9380
No log	1.5385	100	0.8733	0.4084	0.8733	0.9345
No log	1.5692	102	0.8459	0.4295	0.8459	0.9197
No log	1.6	104	0.8469	0.4337	0.8469	0.9202
No log	1.6308	106	1.0388	0.3452	1.0388	1.0192
No log	1.6615	108	1.2347	0.3135	1.2347	1.1112
No log	1.6923	110	1.0447	0.3403	1.0447	1.0221
No log	1.7231	112	0.7372	0.4408	0.7372	0.8586
No log	1.7538	114	0.8635	0.3286	0.8635	0.9292
No log	1.7846	116	0.9756	0.2987	0.9756	0.9877
No log	1.8154	118	0.7500	0.3993	0.7500	0.8660
No log	1.8462	120	0.7285	0.4551	0.7285	0.8535
No log	1.8769	122	0.7924	0.4100	0.7924	0.8902
No log	1.9077	124	0.7405	0.4469	0.7405	0.8606
No log	1.9385	126	0.7650	0.3174	0.7650	0.8747
No log	1.9692	128	0.8123	0.2690	0.8123	0.9013
No log	2.0	130	0.7845	0.248	0.7845	0.8857
No log	2.0308	132	0.8387	0.2938	0.8387	0.9158
No log	2.0615	134	0.9214	0.2363	0.9214	0.9599
No log	2.0923	136	0.8713	0.2534	0.8713	0.9334
No log	2.1231	138	0.8197	0.2597	0.8197	0.9054
No log	2.1538	140	0.9261	0.2710	0.9261	0.9623
No log	2.1846	142	1.2751	0.1988	1.2751	1.1292
No log	2.2154	144	1.3487	0.2187	1.3487	1.1613
No log	2.2462	146	1.1028	0.2503	1.1028	1.0502
No log	2.2769	148	1.0109	0.2418	1.0109	1.0054
No log	2.3077	150	0.9312	0.2997	0.9312	0.9650
No log	2.3385	152	0.9003	0.2897	0.9003	0.9488
No log	2.3692	154	0.9039	0.2644	0.9039	0.9507
No log	2.4	156	0.8660	0.3550	0.8660	0.9306
No log	2.4308	158	0.8521	0.3348	0.8521	0.9231
No log	2.4615	160	0.8361	0.4018	0.8361	0.9144
No log	2.4923	162	0.8240	0.2783	0.8240	0.9077
No log	2.5231	164	1.0719	0.2215	1.0719	1.0353
No log	2.5538	166	0.9649	0.2432	0.9649	0.9823
No log	2.5846	168	0.7640	0.2079	0.7640	0.8741
No log	2.6154	170	0.6959	0.3455	0.6959	0.8342
No log	2.6462	172	0.6808	0.3394	0.6808	0.8251
No log	2.6769	174	0.6741	0.3640	0.6741	0.8211
No log	2.7077	176	0.6624	0.3644	0.6624	0.8139
No log	2.7385	178	0.6580	0.3624	0.6580	0.8112
No log	2.7692	180	0.6700	0.3885	0.6700	0.8185
No log	2.8	182	0.9538	0.3489	0.9538	0.9766
No log	2.8308	184	1.2110	0.3354	1.2110	1.1005
No log	2.8615	186	0.8778	0.3820	0.8778	0.9369
No log	2.8923	188	0.6436	0.3323	0.6436	0.8023
No log	2.9231	190	0.7590	0.3401	0.7590	0.8712
No log	2.9538	192	0.7234	0.3871	0.7234	0.8505
No log	2.9846	194	0.6565	0.3431	0.6565	0.8103
No log	3.0154	196	0.8559	0.3964	0.8559	0.9252
No log	3.0462	198	0.8750	0.3938	0.8750	0.9354
No log	3.0769	200	0.6934	0.4241	0.6934	0.8327
No log	3.1077	202	0.7010	0.4009	0.7010	0.8373
No log	3.1385	204	0.6710	0.4129	0.6710	0.8191
No log	3.1692	206	0.6519	0.3317	0.6519	0.8074
No log	3.2	208	0.7487	0.3229	0.7487	0.8653
No log	3.2308	210	0.7507	0.3229	0.7507	0.8664
No log	3.2615	212	0.6732	0.3667	0.6732	0.8205
No log	3.2923	214	0.7112	0.2920	0.7112	0.8433
No log	3.3231	216	0.6933	0.3595	0.6933	0.8327
No log	3.3538	218	0.6615	0.3761	0.6615	0.8133
No log	3.3846	220	0.6922	0.3922	0.6922	0.8320
No log	3.4154	222	0.7348	0.3313	0.7348	0.8572
No log	3.4462	224	0.6959	0.4016	0.6959	0.8342
No log	3.4769	226	0.7736	0.4274	0.7736	0.8795
No log	3.5077	228	0.9285	0.3613	0.9285	0.9636
No log	3.5385	230	0.8575	0.3540	0.8575	0.9260
No log	3.5692	232	0.6981	0.3682	0.6981	0.8355
No log	3.6	234	0.6974	0.3816	0.6974	0.8351
No log	3.6308	236	0.8390	0.3039	0.8390	0.9160
No log	3.6615	238	0.7164	0.3304	0.7164	0.8464
No log	3.6923	240	0.6639	0.4294	0.6639	0.8148
No log	3.7231	242	0.7606	0.3496	0.7606	0.8721
No log	3.7538	244	0.8720	0.3039	0.8720	0.9338
No log	3.7846	246	0.7614	0.3211	0.7614	0.8726
No log	3.8154	248	0.6341	0.3537	0.6341	0.7963
No log	3.8462	250	0.6293	0.4253	0.6293	0.7933
No log	3.8769	252	0.6359	0.4549	0.6359	0.7974
No log	3.9077	254	0.7247	0.4256	0.7247	0.8513
No log	3.9385	256	0.8627	0.3606	0.8627	0.9288
No log	3.9692	258	0.8045	0.4096	0.8045	0.8969
No log	4.0	260	0.6769	0.4985	0.6769	0.8228
No log	4.0308	262	0.6793	0.4672	0.6793	0.8242
No log	4.0615	264	0.7743	0.4314	0.7743	0.8800
No log	4.0923	266	0.7468	0.4659	0.7468	0.8642
No log	4.1231	268	0.6895	0.4980	0.6895	0.8303
No log	4.1538	270	0.6678	0.5273	0.6678	0.8172
No log	4.1846	272	0.6974	0.5178	0.6974	0.8351
No log	4.2154	274	0.9049	0.3997	0.9049	0.9513
No log	4.2462	276	0.9533	0.3426	0.9533	0.9763
No log	4.2769	278	0.7943	0.4665	0.7943	0.8912
No log	4.3077	280	0.6271	0.4999	0.6271	0.7919
No log	4.3385	282	0.5898	0.4719	0.5898	0.7680
No log	4.3692	284	0.5916	0.5122	0.5916	0.7692
No log	4.4	286	0.6536	0.5352	0.6536	0.8085
No log	4.4308	288	0.7338	0.5113	0.7338	0.8566
No log	4.4615	290	0.6404	0.5557	0.6404	0.8002
No log	4.4923	292	0.6035	0.5005	0.6035	0.7769
No log	4.5231	294	0.6082	0.4546	0.6082	0.7799
No log	4.5538	296	0.5882	0.4783	0.5882	0.7669
No log	4.5846	298	0.6575	0.5519	0.6575	0.8109
No log	4.6154	300	0.7886	0.4061	0.7886	0.8880
No log	4.6462	302	0.7684	0.4290	0.7684	0.8766
No log	4.6769	304	0.6436	0.5612	0.6436	0.8023
No log	4.7077	306	0.6092	0.4368	0.6092	0.7805
No log	4.7385	308	0.6440	0.4094	0.6440	0.8025
No log	4.7692	310	0.5865	0.4562	0.5865	0.7658
No log	4.8	312	0.6590	0.5563	0.6590	0.8118
No log	4.8308	314	0.7519	0.4591	0.7519	0.8671
No log	4.8615	316	0.7319	0.4834	0.7319	0.8555
No log	4.8923	318	0.7351	0.4834	0.7351	0.8574
No log	4.9231	320	0.6278	0.5298	0.6278	0.7923
No log	4.9538	322	0.5884	0.5035	0.5884	0.7671
No log	4.9846	324	0.5919	0.5230	0.5919	0.7693
No log	5.0154	326	0.5749	0.4539	0.5749	0.7582
No log	5.0462	328	0.5852	0.4697	0.5852	0.7650
No log	5.0769	330	0.5741	0.4546	0.5741	0.7577
No log	5.1077	332	0.6453	0.4987	0.6453	0.8033
No log	5.1385	334	0.6419	0.4873	0.6419	0.8012
No log	5.1692	336	0.5793	0.4640	0.5793	0.7611
No log	5.2	338	0.5806	0.4148	0.5806	0.7620
No log	5.2308	340	0.6050	0.4612	0.6050	0.7778
No log	5.2615	342	0.6484	0.4337	0.6484	0.8052
No log	5.2923	344	0.6424	0.4272	0.6424	0.8015
No log	5.3231	346	0.5997	0.4102	0.5997	0.7744
No log	5.3538	348	0.5948	0.4048	0.5948	0.7712
No log	5.3846	350	0.5975	0.4539	0.5975	0.7730
No log	5.4154	352	0.6129	0.4621	0.6129	0.7829
No log	5.4462	354	0.6032	0.4522	0.6032	0.7766
No log	5.4769	356	0.6094	0.5182	0.6094	0.7807
No log	5.5077	358	0.6075	0.4874	0.6075	0.7794
No log	5.5385	360	0.6167	0.4871	0.6167	0.7853
No log	5.5692	362	0.6097	0.4990	0.6097	0.7808
No log	5.6	364	0.6079	0.5465	0.6079	0.7797
No log	5.6308	366	0.6171	0.5610	0.6171	0.7856
No log	5.6615	368	0.6361	0.5507	0.6361	0.7976
No log	5.6923	370	0.6529	0.5334	0.6529	0.8080
No log	5.7231	372	0.6483	0.5600	0.6483	0.8051
No log	5.7538	374	0.6294	0.5823	0.6294	0.7933
No log	5.7846	376	0.6100	0.5288	0.6100	0.7810
No log	5.8154	378	0.5922	0.4622	0.5922	0.7695
No log	5.8462	380	0.5860	0.4342	0.5860	0.7655
No log	5.8769	382	0.5945	0.4436	0.5945	0.7710
No log	5.9077	384	0.5915	0.4738	0.5915	0.7691
No log	5.9385	386	0.6341	0.4522	0.6341	0.7963
No log	5.9692	388	0.6810	0.4466	0.6810	0.8252
No log	6.0	390	0.6748	0.4343	0.6748	0.8215
No log	6.0308	392	0.6229	0.4616	0.6229	0.7892
No log	6.0615	394	0.6073	0.4680	0.6073	0.7793
No log	6.0923	396	0.5996	0.3934	0.5996	0.7743
No log	6.1231	398	0.6616	0.4467	0.6616	0.8134
No log	6.1538	400	0.6491	0.4161	0.6491	0.8056
No log	6.1846	402	0.6187	0.4453	0.6187	0.7866
No log	6.2154	404	0.5968	0.3659	0.5968	0.7725
No log	6.2462	406	0.6055	0.3835	0.6055	0.7781
No log	6.2769	408	0.6130	0.3908	0.6130	0.7830
No log	6.3077	410	0.6463	0.4508	0.6463	0.8039
No log	6.3385	412	0.6832	0.4585	0.6832	0.8265
No log	6.3692	414	0.7045	0.4671	0.7045	0.8394
No log	6.4	416	0.7434	0.4662	0.7434	0.8622
No log	6.4308	418	0.6862	0.4829	0.6862	0.8284
No log	6.4615	420	0.5809	0.5059	0.5809	0.7622
No log	6.4923	422	0.6728	0.4788	0.6728	0.8202
No log	6.5231	424	0.6840	0.4673	0.6840	0.8271
No log	6.5538	426	0.5768	0.4774	0.5768	0.7595
No log	6.5846	428	0.5937	0.5264	0.5937	0.7705
No log	6.6154	430	0.6268	0.5103	0.6268	0.7917
No log	6.6462	432	0.6200	0.4938	0.6200	0.7874
No log	6.6769	434	0.5758	0.4799	0.5758	0.7588
No log	6.7077	436	0.5426	0.5130	0.5426	0.7366
No log	6.7385	438	0.5490	0.4701	0.5490	0.7410
No log	6.7692	440	0.5332	0.5208	0.5332	0.7302
No log	6.8	442	0.5270	0.4668	0.5270	0.7259
No log	6.8308	444	0.5290	0.5208	0.5290	0.7273
No log	6.8615	446	0.6282	0.5198	0.6282	0.7926
No log	6.8923	448	0.7196	0.4627	0.7196	0.8483
No log	6.9231	450	0.6425	0.5469	0.6425	0.8016
No log	6.9538	452	0.5455	0.5661	0.5455	0.7386
No log	6.9846	454	0.5418	0.5548	0.5418	0.7360
No log	7.0154	456	0.5891	0.5695	0.5891	0.7675
No log	7.0462	458	0.5803	0.5347	0.5803	0.7618
No log	7.0769	460	0.5387	0.5266	0.5387	0.7339
No log	7.1077	462	0.5266	0.5074	0.5266	0.7257
No log	7.1385	464	0.5305	0.4703	0.5305	0.7284
No log	7.1692	466	0.5418	0.4594	0.5418	0.7361
No log	7.2	468	0.5320	0.4665	0.5320	0.7294
No log	7.2308	470	0.5403	0.4813	0.5403	0.7351
No log	7.2615	472	0.5650	0.4843	0.5650	0.7516
No log	7.2923	474	0.6012	0.4835	0.6012	0.7754
No log	7.3231	476	0.5859	0.4624	0.5859	0.7654
No log	7.3538	478	0.5549	0.4579	0.5549	0.7449
No log	7.3846	480	0.5498	0.4653	0.5498	0.7415
No log	7.4154	482	0.5516	0.5080	0.5516	0.7427
No log	7.4462	484	0.5451	0.4803	0.5451	0.7383
No log	7.4769	486	0.5464	0.4953	0.5464	0.7392
No log	7.5077	488	0.5700	0.5471	0.5700	0.7550
No log	7.5385	490	0.5848	0.5404	0.5848	0.7648
No log	7.5692	492	0.5415	0.4699	0.5415	0.7358
No log	7.6	494	0.5469	0.4479	0.5469	0.7396
No log	7.6308	496	0.6027	0.4569	0.6027	0.7763
No log	7.6615	498	0.6194	0.4728	0.6194	0.7870
0.4121	7.6923	500	0.5775	0.4139	0.5775	0.7599
0.4121	7.7231	502	0.5622	0.5278	0.5622	0.7498
0.4121	7.7538	504	0.6904	0.5248	0.6904	0.8309
0.4121	7.7846	506	0.7314	0.5098	0.7314	0.8552
0.4121	7.8154	508	0.6341	0.5628	0.6341	0.7963
0.4121	7.8462	510	0.5497	0.4738	0.5497	0.7414
0.4121	7.8769	512	0.6147	0.4214	0.6147	0.7840
0.4121	7.9077	514	0.6288	0.4147	0.6288	0.7930
0.4121	7.9385	516	0.5591	0.4233	0.5591	0.7477
0.4121	7.9692	518	0.5613	0.5164	0.5613	0.7492
0.4121	8.0	520	0.6231	0.5455	0.6231	0.7893
0.4121	8.0308	522	0.6503	0.5498	0.6503	0.8064
0.4121	8.0615	524	0.6078	0.5194	0.6078	0.7796
0.4121	8.0923	526	0.5659	0.5027	0.5659	0.7523
0.4121	8.1231	528	0.5648	0.5026	0.5648	0.7515
0.4121	8.1538	530	0.5757	0.4846	0.5757	0.7587
0.4121	8.1846	532	0.5839	0.4480	0.5839	0.7641
0.4121	8.2154	534	0.5752	0.4871	0.5752	0.7584
0.4121	8.2462	536	0.6811	0.5176	0.6811	0.8253
0.4121	8.2769	538	0.7176	0.5259	0.7176	0.8471
0.4121	8.3077	540	0.6686	0.5244	0.6686	0.8177
0.4121	8.3385	542	0.6309	0.5	0.6309	0.7943
0.4121	8.3692	544	0.5963	0.5183	0.5963	0.7722
0.4121	8.4	546	0.5486	0.5253	0.5486	0.7407
0.4121	8.4308	548	0.5358	0.5259	0.5358	0.7319
0.4121	8.4615	550	0.5442	0.5209	0.5442	0.7377
0.4121	8.4923	552	0.5728	0.5049	0.5728	0.7568
0.4121	8.5231	554	0.6276	0.5253	0.6276	0.7922
0.4121	8.5538	556	0.6450	0.5260	0.6450	0.8031
0.4121	8.5846	558	0.5720	0.4705	0.5720	0.7563
0.4121	8.6154	560	0.5443	0.4738	0.5443	0.7378
0.4121	8.6462	562	0.5336	0.4443	0.5336	0.7305
0.4121	8.6769	564	0.5354	0.4781	0.5354	0.7317
0.4121	8.7077	566	0.5445	0.5350	0.5445	0.7379
0.4121	8.7385	568	0.5666	0.5578	0.5666	0.7528
0.4121	8.7692	570	0.6375	0.5373	0.6375	0.7984
0.4121	8.8	572	0.7967	0.5144	0.7967	0.8926
0.4121	8.8308	574	0.8109	0.5007	0.8109	0.9005
0.4121	8.8615	576	0.7330	0.5725	0.7330	0.8562
0.4121	8.8923	578	0.6055	0.5902	0.6055	0.7781
0.4121	8.9231	580	0.5655	0.5270	0.5655	0.7520
0.4121	8.9538	582	0.5599	0.5063	0.5599	0.7483
0.4121	8.9846	584	0.5553	0.5140	0.5553	0.7452
0.4121	9.0154	586	0.5750	0.5998	0.5750	0.7583
0.4121	9.0462	588	0.6285	0.5939	0.6285	0.7928
0.4121	9.0769	590	0.7629	0.5135	0.7629	0.8735
0.4121	9.1077	592	0.7864	0.5084	0.7864	0.8868
0.4121	9.1385	594	0.6672	0.5648	0.6672	0.8168
0.4121	9.1692	596	0.5838	0.6066	0.5838	0.7641
0.4121	9.2	598	0.5484	0.5639	0.5484	0.7405
0.4121	9.2308	600	0.5536	0.5343	0.5536	0.7441
0.4121	9.2615	602	0.5876	0.5047	0.5876	0.7665
0.4121	9.2923	604	0.6115	0.4553	0.6115	0.7820
0.4121	9.3231	606	0.6583	0.4158	0.6583	0.8114
0.4121	9.3538	608	0.6553	0.3868	0.6553	0.8095
0.4121	9.3846	610	0.6648	0.4289	0.6648	0.8153
0.4121	9.4154	612	0.6323	0.4854	0.6323	0.7952
0.4121	9.4462	614	0.5796	0.5492	0.5796	0.7613
0.4121	9.4769	616	0.5924	0.5562	0.5924	0.7697
0.4121	9.5077	618	0.6650	0.5875	0.6650	0.8155
0.4121	9.5385	620	0.6670	0.5899	0.6670	0.8167
0.4121	9.5692	622	0.6017	0.5329	0.6017	0.7757
0.4121	9.6	624	0.5875	0.5387	0.5875	0.7665
0.4121	9.6308	626	0.5669	0.5246	0.5669	0.7530
0.4121	9.6615	628	0.5585	0.5006	0.5585	0.7474
0.4121	9.6923	630	0.5562	0.5612	0.5562	0.7458
0.4121	9.7231	632	0.5579	0.5370	0.5579	0.7469
0.4121	9.7538	634	0.5939	0.6348	0.5939	0.7707
0.4121	9.7846	636	0.6317	0.5728	0.6317	0.7948
0.4121	9.8154	638	0.5881	0.6338	0.5881	0.7669
0.4121	9.8462	640	0.5567	0.5900	0.5567	0.7461
0.4121	9.8769	642	0.5267	0.5367	0.5267	0.7258
0.4121	9.9077	644	0.5248	0.5090	0.5248	0.7244
0.4121	9.9385	646	0.5239	0.5380	0.5239	0.7238
0.4121	9.9692	648	0.5341	0.5238	0.5341	0.7308
0.4121	10.0	650	0.5567	0.5769	0.5567	0.7461
0.4121	10.0308	652	0.6210	0.5934	0.6210	0.7881
0.4121	10.0615	654	0.6738	0.5709	0.6738	0.8208
0.4121	10.0923	656	0.6388	0.5983	0.6388	0.7992
0.4121	10.1231	658	0.5742	0.5882	0.5742	0.7577
0.4121	10.1538	660	0.5479	0.5530	0.5479	0.7402
0.4121	10.1846	662	0.5518	0.4930	0.5518	0.7428
0.4121	10.2154	664	0.5464	0.5650	0.5464	0.7392
0.4121	10.2462	666	0.5968	0.6018	0.5968	0.7725
0.4121	10.2769	668	0.6852	0.5823	0.6852	0.8278
0.4121	10.3077	670	0.6700	0.5823	0.6700	0.8185
0.4121	10.3385	672	0.5841	0.6018	0.5841	0.7643
0.4121	10.3692	674	0.5410	0.5279	0.5410	0.7355
0.4121	10.4	676	0.5606	0.4570	0.5606	0.7487
0.4121	10.4308	678	0.5566	0.4473	0.5566	0.7461
0.4121	10.4615	680	0.5382	0.5112	0.5382	0.7336
0.4121	10.4923	682	0.5481	0.5475	0.5481	0.7404
0.4121	10.5231	684	0.5976	0.5836	0.5976	0.7730
0.4121	10.5538	686	0.6124	0.5649	0.6124	0.7826
0.4121	10.5846	688	0.6557	0.5688	0.6557	0.8098
0.4121	10.6154	690	0.6458	0.5589	0.6458	0.8036
0.4121	10.6462	692	0.6051	0.5575	0.6051	0.7779
0.4121	10.6769	694	0.5876	0.4662	0.5876	0.7665
0.4121	10.7077	696	0.5929	0.4686	0.5929	0.7700
0.4121	10.7385	698	0.6344	0.5135	0.6344	0.7965
0.4121	10.7692	700	0.7738	0.4927	0.7738	0.8796
0.4121	10.8	702	0.8110	0.4847	0.8110	0.9006
0.4121	10.8308	704	0.6844	0.5668	0.6844	0.8273
0.4121	10.8615	706	0.5818	0.4968	0.5818	0.7628
0.4121	10.8923	708	0.5752	0.4388	0.5752	0.7584
0.4121	10.9231	710	0.5828	0.4811	0.5828	0.7634
0.4121	10.9538	712	0.5669	0.5069	0.5669	0.7529
0.4121	10.9846	714	0.5563	0.5177	0.5563	0.7459
0.4121	11.0154	716	0.5772	0.5423	0.5772	0.7598
0.4121	11.0462	718	0.5755	0.5655	0.5755	0.7586
0.4121	11.0769	720	0.5418	0.4876	0.5418	0.7360
0.4121	11.1077	722	0.5539	0.4635	0.5539	0.7443
0.4121	11.1385	724	0.6464	0.4876	0.6464	0.8040
0.4121	11.1692	726	0.7020	0.4707	0.7020	0.8379
0.4121	11.2	728	0.6477	0.5003	0.6477	0.8048
0.4121	11.2308	730	0.5696	0.4786	0.5696	0.7547
0.4121	11.2615	732	0.5513	0.5321	0.5513	0.7425
0.4121	11.2923	734	0.5898	0.5787	0.5898	0.7680
0.4121	11.3231	736	0.6750	0.5231	0.6750	0.8216
0.4121	11.3538	738	0.6588	0.5272	0.6588	0.8117
0.4121	11.3846	740	0.5771	0.5877	0.5771	0.7597
0.4121	11.4154	742	0.5582	0.4638	0.5582	0.7472
0.4121	11.4462	744	0.5850	0.4284	0.5850	0.7649
0.4121	11.4769	746	0.5803	0.4570	0.5803	0.7618
0.4121	11.5077	748	0.6073	0.5727	0.6073	0.7793
0.4121	11.5385	750	0.6870	0.5609	0.6870	0.8288
0.4121	11.5692	752	0.6928	0.5378	0.6928	0.8323
0.4121	11.6	754	0.6738	0.5687	0.6738	0.8209
0.4121	11.6308	756	0.6565	0.5394	0.6565	0.8103
0.4121	11.6615	758	0.6963	0.5152	0.6963	0.8345
0.4121	11.6923	760	0.7656	0.4658	0.7656	0.8750
0.4121	11.7231	762	0.7625	0.4580	0.7625	0.8732
0.4121	11.7538	764	0.7472	0.4916	0.7472	0.8644
0.4121	11.7846	766	0.6799	0.5255	0.6799	0.8246
0.4121	11.8154	768	0.6085	0.5134	0.6085	0.7801
0.4121	11.8462	770	0.5805	0.5589	0.5805	0.7619
0.4121	11.8769	772	0.5751	0.5471	0.5751	0.7583
0.4121	11.9077	774	0.5781	0.5422	0.5781	0.7603
0.4121	11.9385	776	0.5837	0.5540	0.5837	0.7640
0.4121	11.9692	778	0.6099	0.5542	0.6099	0.7810
0.4121	12.0	780	0.6042	0.5564	0.6042	0.7773
0.4121	12.0308	782	0.6192	0.5271	0.6192	0.7869
0.4121	12.0615	784	0.6195	0.5290	0.6195	0.7871
0.4121	12.0923	786	0.6264	0.4663	0.6264	0.7914
0.4121	12.1231	788	0.6267	0.3868	0.6267	0.7917
0.4121	12.1538	790	0.6226	0.4381	0.6226	0.7891
0.4121	12.1846	792	0.5954	0.4561	0.5954	0.7716
0.4121	12.2154	794	0.5675	0.5189	0.5675	0.7533
0.4121	12.2462	796	0.5652	0.5165	0.5652	0.7518
0.4121	12.2769	798	0.5912	0.5546	0.5912	0.7689
0.4121	12.3077	800	0.6053	0.5887	0.6053	0.7780
0.4121	12.3385	802	0.5766	0.5296	0.5766	0.7593
0.4121	12.3692	804	0.5699	0.5096	0.5699	0.7549
0.4121	12.4	806	0.5823	0.5296	0.5823	0.7631
0.4121	12.4308	808	0.5773	0.5266	0.5773	0.7598
0.4121	12.4615	810	0.5730	0.5194	0.5730	0.7570
0.4121	12.4923	812	0.5764	0.4846	0.5764	0.7592
0.4121	12.5231	814	0.5890	0.4124	0.5890	0.7675
0.4121	12.5538	816	0.5821	0.4779	0.5821	0.7630
0.4121	12.5846	818	0.5820	0.5251	0.5820	0.7629
0.4121	12.6154	820	0.6008	0.5269	0.6008	0.7751
0.4121	12.6462	822	0.6316	0.5637	0.6316	0.7947
0.4121	12.6769	824	0.6206	0.5404	0.6206	0.7878
0.4121	12.7077	826	0.5810	0.5416	0.5810	0.7622
0.4121	12.7385	828	0.5690	0.5450	0.5690	0.7543
0.4121	12.7692	830	0.5665	0.5143	0.5665	0.7527
0.4121	12.8	832	0.5742	0.5450	0.5742	0.7578
0.4121	12.8308	834	0.5783	0.5303	0.5783	0.7605
0.4121	12.8615	836	0.5748	0.5332	0.5748	0.7582
0.4121	12.8923	838	0.5874	0.5422	0.5874	0.7664
0.4121	12.9231	840	0.5913	0.5572	0.5913	0.7690
0.4121	12.9538	842	0.5807	0.5491	0.5807	0.7620
0.4121	12.9846	844	0.5652	0.5177	0.5652	0.7518
0.4121	13.0154	846	0.5648	0.5213	0.5648	0.7515
0.4121	13.0462	848	0.5952	0.5397	0.5952	0.7715
0.4121	13.0769	850	0.6502	0.5770	0.6502	0.8063
0.4121	13.1077	852	0.7231	0.5185	0.7231	0.8503
0.4121	13.1385	854	0.7688	0.5007	0.7688	0.8768
0.4121	13.1692	856	0.8151	0.4446	0.8151	0.9028
0.4121	13.2	858	0.7336	0.5258	0.7336	0.8565
0.4121	13.2308	860	0.6064	0.4835	0.6064	0.7787
0.4121	13.2615	862	0.5859	0.4686	0.5859	0.7654
0.4121	13.2923	864	0.5916	0.4686	0.5916	0.7691
0.4121	13.3231	866	0.6338	0.4879	0.6338	0.7961
0.4121	13.3538	868	0.7580	0.4772	0.7580	0.8706
0.4121	13.3846	870	0.8160	0.4792	0.8160	0.9033
0.4121	13.4154	872	0.7687	0.5025	0.7687	0.8768
0.4121	13.4462	874	0.7179	0.5128	0.7179	0.8473
0.4121	13.4769	876	0.6883	0.5098	0.6883	0.8297
0.4121	13.5077	878	0.6655	0.5198	0.6655	0.8158
0.4121	13.5385	880	0.6405	0.5153	0.6405	0.8003
0.4121	13.5692	882	0.6266	0.5164	0.6266	0.7916
0.4121	13.6	884	0.6733	0.5198	0.6733	0.8206
0.4121	13.6308	886	0.7301	0.4937	0.7301	0.8545
0.4121	13.6615	888	0.7100	0.5220	0.7100	0.8426
0.4121	13.6923	890	0.7006	0.5220	0.7006	0.8370
0.4121	13.7231	892	0.7110	0.5319	0.7110	0.8432
0.4121	13.7538	894	0.6705	0.5369	0.6705	0.8188
0.4121	13.7846	896	0.6072	0.5441	0.6072	0.7793
0.4121	13.8154	898	0.5759	0.4313	0.5759	0.7589
0.4121	13.8462	900	0.5793	0.4623	0.5793	0.7611
0.4121	13.8769	902	0.5742	0.4319	0.5742	0.7577
0.4121	13.9077	904	0.5795	0.5415	0.5795	0.7612
0.4121	13.9385	906	0.6471	0.5465	0.6471	0.8044
0.4121	13.9692	908	0.6966	0.5250	0.6966	0.8346
0.4121	14.0	910	0.6547	0.5581	0.6547	0.8091
0.4121	14.0308	912	0.5838	0.5751	0.5838	0.7640
0.4121	14.0615	914	0.5796	0.5460	0.5796	0.7613
0.4121	14.0923	916	0.5852	0.4953	0.5852	0.7650
0.4121	14.1231	918	0.5610	0.5414	0.5610	0.7490
0.4121	14.1538	920	0.5631	0.5472	0.5631	0.7504
0.4121	14.1846	922	0.5903	0.5745	0.5903	0.7683
0.4121	14.2154	924	0.6295	0.5527	0.6295	0.7934
0.4121	14.2462	926	0.6188	0.5301	0.6188	0.7866
0.4121	14.2769	928	0.5818	0.5527	0.5818	0.7628
0.4121	14.3077	930	0.5788	0.5880	0.5788	0.7608
0.4121	14.3385	932	0.5541	0.5908	0.5541	0.7444
0.4121	14.3692	934	0.5570	0.5883	0.5570	0.7463
0.4121	14.4	936	0.5616	0.5957	0.5616	0.7494
0.4121	14.4308	938	0.5744	0.5985	0.5744	0.7579
0.4121	14.4615	940	0.5776	0.5808	0.5776	0.7600
0.4121	14.4923	942	0.5574	0.5756	0.5574	0.7466
0.4121	14.5231	944	0.5553	0.5669	0.5553	0.7452
0.4121	14.5538	946	0.5662	0.5482	0.5662	0.7525
0.4121	14.5846	948	0.6033	0.5565	0.6033	0.7768
0.4121	14.6154	950	0.6196	0.5233	0.6196	0.7871
0.4121	14.6462	952	0.6487	0.5347	0.6487	0.8054
0.4121	14.6769	954	0.6980	0.5233	0.6980	0.8355
0.4121	14.7077	956	0.7146	0.5209	0.7146	0.8454
0.4121	14.7385	958	0.6564	0.5224	0.6564	0.8102
0.4121	14.7692	960	0.5878	0.5335	0.5878	0.7667
0.4121	14.8	962	0.5440	0.5087	0.5440	0.7375
0.4121	14.8308	964	0.5340	0.4851	0.5340	0.7308
0.4121	14.8615	966	0.5469	0.6033	0.5469	0.7395
0.4121	14.8923	968	0.5848	0.5907	0.5848	0.7647
0.4121	14.9231	970	0.5930	0.5741	0.5930	0.7701
0.4121	14.9538	972	0.6073	0.5630	0.6073	0.7793
0.4121	14.9846	974	0.5679	0.5857	0.5679	0.7536
0.4121	15.0154	976	0.5306	0.5598	0.5306	0.7284
0.4121	15.0462	978	0.5245	0.5034	0.5245	0.7242
0.4121	15.0769	980	0.5228	0.5539	0.5228	0.7231
0.4121	15.1077	982	0.5344	0.6292	0.5344	0.7310
0.4121	15.1385	984	0.5841	0.6050	0.5841	0.7642
0.4121	15.1692	986	0.5924	0.5988	0.5924	0.7697
0.4121	15.2	988	0.5553	0.5905	0.5553	0.7452
0.4121	15.2308	990	0.5340	0.5610	0.5340	0.7307
0.4121	15.2615	992	0.5403	0.5595	0.5403	0.7351
0.4121	15.2923	994	0.5504	0.5440	0.5504	0.7419
0.4121	15.3231	996	0.5792	0.5065	0.5792	0.7611
0.4121	15.3538	998	0.6020	0.5087	0.6020	0.7759
0.0731	15.3846	1000	0.6379	0.5051	0.6379	0.7987
0.0731	15.4154	1002	0.7093	0.5621	0.7093	0.8422
0.0731	15.4462	1004	0.7434	0.4880	0.7434	0.8622
0.0731	15.4769	1006	0.6845	0.5127	0.6845	0.8273
0.0731	15.5077	1008	0.6358	0.5753	0.6358	0.7974
0.0731	15.5385	1010	0.5900	0.5661	0.5900	0.7681
0.0731	15.5692	1012	0.5694	0.5459	0.5694	0.7546
0.0731	15.6	1014	0.5673	0.5460	0.5673	0.7532
0.0731	15.6308	1016	0.5618	0.5460	0.5618	0.7495
0.0731	15.6615	1018	0.5647	0.5592	0.5647	0.7515
0.0731	15.6923	1020	0.5801	0.5209	0.5801	0.7617
0.0731	15.7231	1022	0.6380	0.5639	0.6380	0.7987
0.0731	15.7538	1024	0.6800	0.5475	0.6800	0.8246
0.0731	15.7846	1026	0.6330	0.5220	0.6330	0.7956
0.0731	15.8154	1028	0.5882	0.4790	0.5882	0.7669
0.0731	15.8462	1030	0.6063	0.4800	0.6063	0.7787
0.0731	15.8769	1032	0.6298	0.4895	0.6298	0.7936
0.0731	15.9077	1034	0.7012	0.5	0.7012	0.8374
0.0731	15.9385	1036	0.7647	0.4749	0.7647	0.8745

Framework versions

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