ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k19_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: 0.5315
• Qwk: 0.4217
• Mse: 0.5315
• Rmse: 0.7290

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	0.0211	2	3.4830	-0.0053	3.4830	1.8663
No log	0.0421	4	1.7596	-0.0101	1.7596	1.3265
No log	0.0632	6	1.3163	0.0632	1.3163	1.1473
No log	0.0842	8	0.6123	0.0222	0.6123	0.7825
No log	0.1053	10	0.6182	0.0145	0.6182	0.7862
No log	0.1263	12	1.0110	0.0968	1.0110	1.0055
No log	0.1474	14	0.5616	0.1773	0.5616	0.7494
No log	0.1684	16	0.5839	0.0476	0.5839	0.7641
No log	0.1895	18	0.5313	0.1884	0.5313	0.7289
No log	0.2105	20	0.9390	0.1000	0.9390	0.9690
No log	0.2316	22	0.6963	0.2146	0.6963	0.8345
No log	0.2526	24	0.5679	0.0	0.5679	0.7536
No log	0.2737	26	0.6754	0.0720	0.6754	0.8218
No log	0.2947	28	0.5595	0.0720	0.5595	0.7480
No log	0.3158	30	0.5795	0.2109	0.5795	0.7612
No log	0.3368	32	0.5791	0.2000	0.5791	0.7610
No log	0.3579	34	0.5813	0.2632	0.5813	0.7625
No log	0.3789	36	0.6286	0.3136	0.6286	0.7928
No log	0.4	38	0.6950	0.2265	0.6950	0.8337
No log	0.4211	40	0.8860	0.2672	0.8860	0.9413
No log	0.4421	42	0.8310	0.1527	0.8310	0.9116
No log	0.4632	44	0.8799	0.2857	0.8799	0.9380
No log	0.4842	46	0.7927	0.2661	0.7927	0.8903
No log	0.5053	48	0.6653	0.1675	0.6653	0.8156
No log	0.5263	50	0.6220	0.2577	0.6220	0.7887
No log	0.5474	52	0.6181	0.1828	0.6181	0.7862
No log	0.5684	54	0.6146	0.2340	0.6146	0.7840
No log	0.5895	56	0.6280	0.2000	0.6280	0.7925
No log	0.6105	58	0.6945	0.2410	0.6945	0.8334
No log	0.6316	60	0.7920	0.2372	0.7920	0.8899
No log	0.6526	62	0.8304	0.2294	0.8304	0.9113
No log	0.6737	64	0.9219	0.2698	0.9219	0.9601
No log	0.6947	66	1.2143	0.1900	1.2143	1.1019
No log	0.7158	68	0.9432	0.3285	0.9432	0.9712
No log	0.7368	70	0.6432	0.2850	0.6432	0.8020
No log	0.7579	72	0.6228	0.2850	0.6228	0.7892
No log	0.7789	74	0.7218	0.3628	0.7218	0.8496
No log	0.8	76	1.4828	0.1597	1.4828	1.2177
No log	0.8211	78	0.9900	0.2416	0.9900	0.9950
No log	0.8421	80	0.5398	0.3333	0.5398	0.7347
No log	0.8632	82	0.5836	0.2965	0.5836	0.7639
No log	0.8842	84	0.7171	0.2077	0.7171	0.8468
No log	0.9053	86	0.8575	0.2134	0.8575	0.9260
No log	0.9263	88	0.5769	0.3520	0.5769	0.7595
No log	0.9474	90	0.7086	0.1636	0.7086	0.8418
No log	0.9684	92	0.6069	0.3478	0.6069	0.7791
No log	0.9895	94	0.6966	0.3208	0.6966	0.8346
No log	1.0105	96	1.2229	0.1315	1.2229	1.1059
No log	1.0316	98	0.7078	0.3645	0.7078	0.8413
No log	1.0526	100	0.5649	0.3371	0.5649	0.7516
No log	1.0737	102	0.7706	0.2340	0.7706	0.8778
No log	1.0947	104	0.6084	0.2941	0.6084	0.7800
No log	1.1158	106	0.6355	0.2965	0.6355	0.7972
No log	1.1368	108	0.7369	0.2920	0.7369	0.8584
No log	1.1579	110	0.6117	0.2965	0.6117	0.7821
No log	1.1789	112	0.5509	0.3446	0.5509	0.7422
No log	1.2	114	0.8171	0.1927	0.8171	0.9039
No log	1.2211	116	0.8629	0.1927	0.8629	0.9289
No log	1.2421	118	0.6137	0.2766	0.6137	0.7834
No log	1.2632	120	0.6784	0.2965	0.6784	0.8237
No log	1.2842	122	0.7643	0.1845	0.7643	0.8742
No log	1.3053	124	0.5784	0.2889	0.5784	0.7605
No log	1.3263	126	0.5914	0.3407	0.5914	0.7690
No log	1.3474	128	0.6067	0.3520	0.6067	0.7789
No log	1.3684	130	0.8416	0.2143	0.8416	0.9174
No log	1.3895	132	0.9176	0.1811	0.9176	0.9579
No log	1.4105	134	0.6716	0.3089	0.6716	0.8195
No log	1.4316	136	0.6357	0.28	0.6357	0.7973
No log	1.4526	138	0.8557	0.3115	0.8557	0.9250
No log	1.4737	140	0.8857	0.3036	0.8857	0.9411
No log	1.4947	142	0.7176	0.2793	0.7176	0.8471
No log	1.5158	144	0.7838	0.1776	0.7838	0.8853
No log	1.5368	146	0.7475	0.2744	0.7475	0.8646
No log	1.5579	148	0.7175	0.2762	0.7175	0.8470
No log	1.5789	150	1.0039	0.2296	1.0039	1.0020
No log	1.6	152	1.1377	0.1842	1.1377	1.0666
No log	1.6211	154	0.7046	0.2637	0.7046	0.8394
No log	1.6421	156	0.6153	0.3369	0.6153	0.7844
No log	1.6632	158	0.6280	0.3369	0.6280	0.7925
No log	1.6842	160	0.6106	0.2965	0.6106	0.7814
No log	1.7053	162	0.9862	0.3178	0.9862	0.9931
No log	1.7263	164	1.0654	0.2058	1.0654	1.0322
No log	1.7474	166	1.0211	0.2000	1.0211	1.0105
No log	1.7684	168	0.7270	0.3299	0.7270	0.8526
No log	1.7895	170	0.8494	0.1570	0.8494	0.9216
No log	1.8105	172	0.7877	0.1321	0.7877	0.8875
No log	1.8316	174	0.7859	0.3089	0.7859	0.8865
No log	1.8526	176	0.8885	0.2464	0.8885	0.9426
No log	1.8737	178	0.7292	0.2766	0.7292	0.8539
No log	1.8947	180	0.6750	0.2179	0.6750	0.8216
No log	1.9158	182	0.6674	0.3136	0.6674	0.8170
No log	1.9368	184	0.7334	0.2513	0.7334	0.8564
No log	1.9579	186	0.6941	0.2653	0.6941	0.8331
No log	1.9789	188	0.6847	0.2609	0.6847	0.8275
No log	2.0	190	0.7398	0.2653	0.7398	0.8601
No log	2.0211	192	0.9631	0.1730	0.9631	0.9814
No log	2.0421	194	0.7979	0.2294	0.7979	0.8932
No log	2.0632	196	0.7819	0.2222	0.7819	0.8843
No log	2.0842	198	0.7465	0.1921	0.7465	0.8640
No log	2.1053	200	0.7914	0.2227	0.7914	0.8896
No log	2.1263	202	1.0430	0.1756	1.0430	1.0213
No log	2.1474	204	0.7604	0.2390	0.7604	0.8720
No log	2.1684	206	0.6497	0.3641	0.6497	0.8060
No log	2.1895	208	0.6863	0.2842	0.6863	0.8285
No log	2.2105	210	0.8110	0.1429	0.8110	0.9005
No log	2.2316	212	0.6239	0.3829	0.6239	0.7899
No log	2.2526	214	0.5822	0.3617	0.5822	0.7630
No log	2.2737	216	0.6762	0.2821	0.6762	0.8223
No log	2.2947	218	1.2347	0.1599	1.2347	1.1112
No log	2.3158	220	1.3055	0.1771	1.3055	1.1426
No log	2.3368	222	1.2608	0.1768	1.2608	1.1229
No log	2.3579	224	0.7476	0.2348	0.7476	0.8647
No log	2.3789	226	0.6459	0.3237	0.6459	0.8037
No log	2.4	228	0.6003	0.3575	0.6003	0.7748
No log	2.4211	230	0.6967	0.3091	0.6967	0.8347
No log	2.4421	232	0.6354	0.28	0.6354	0.7971
No log	2.4632	234	0.5724	0.3829	0.5724	0.7565
No log	2.4842	236	0.5343	0.3865	0.5343	0.7310
No log	2.5053	238	0.5397	0.3333	0.5397	0.7347
No log	2.5263	240	0.5326	0.3865	0.5326	0.7298
No log	2.5474	242	0.7830	0.1193	0.7830	0.8849
No log	2.5684	244	0.7333	0.1776	0.7333	0.8563
No log	2.5895	246	0.5523	0.3966	0.5523	0.7432
No log	2.6105	248	0.5671	0.4667	0.5671	0.7530
No log	2.6316	250	0.6185	0.3131	0.6185	0.7865
No log	2.6526	252	0.7843	0.2072	0.7843	0.8856
No log	2.6737	254	0.9271	0.2672	0.9271	0.9629
No log	2.6947	256	0.9832	0.2432	0.9832	0.9916
No log	2.7158	258	0.7366	0.2075	0.7366	0.8583
No log	2.7368	260	0.6306	0.2593	0.6306	0.7941
No log	2.7579	262	0.6417	0.2941	0.6417	0.8010
No log	2.7789	264	0.7829	0.1193	0.7829	0.8848
No log	2.8	266	0.6176	0.3533	0.6176	0.7859
No log	2.8211	268	0.5592	0.4581	0.5592	0.7478
No log	2.8421	270	0.5453	0.4430	0.5453	0.7384
No log	2.8632	272	0.5337	0.4430	0.5337	0.7306
No log	2.8842	274	0.5283	0.3987	0.5283	0.7269
No log	2.9053	276	0.5622	0.2914	0.5622	0.7498
No log	2.9263	278	0.5597	0.3488	0.5597	0.7481
No log	2.9474	280	0.6420	0.25	0.6420	0.8012
No log	2.9684	282	0.8544	0.2405	0.8544	0.9243
No log	2.9895	284	0.7400	0.2727	0.7400	0.8602
No log	3.0105	286	0.6122	0.3402	0.6122	0.7824
No log	3.0316	288	0.6293	0.3684	0.6293	0.7933
No log	3.0526	290	0.6752	0.2821	0.6752	0.8217
No log	3.0737	292	0.8922	0.2405	0.8922	0.9446
No log	3.0947	294	0.7901	0.2432	0.7901	0.8889
No log	3.1158	296	0.6872	0.2079	0.6872	0.8290
No log	3.1368	298	0.5817	0.4620	0.5817	0.7627
No log	3.1579	300	0.6031	0.3136	0.6031	0.7766
No log	3.1789	302	0.6650	0.2609	0.6650	0.8155
No log	3.2	304	0.5753	0.4140	0.5753	0.7585
No log	3.2211	306	0.5386	0.4510	0.5386	0.7339
No log	3.2421	308	0.5637	0.4140	0.5637	0.7508
No log	3.2632	310	0.5948	0.2967	0.5948	0.7713
No log	3.2842	312	0.6497	0.25	0.6497	0.8060
No log	3.3053	314	0.8275	0.2846	0.8275	0.9097
No log	3.3263	316	0.7748	0.2696	0.7748	0.8802
No log	3.3474	318	0.5775	0.2593	0.5775	0.7599
No log	3.3684	320	0.5670	0.3182	0.5670	0.7530
No log	3.3895	322	0.6149	0.4157	0.6149	0.7841
No log	3.4105	324	0.5476	0.3829	0.5476	0.7400
No log	3.4316	326	0.6296	0.3446	0.6296	0.7935
No log	3.4526	328	0.6005	0.3333	0.6005	0.7749
No log	3.4737	330	0.5522	0.2749	0.5522	0.7431
No log	3.4947	332	0.5294	0.3295	0.5294	0.7276
No log	3.5158	334	0.5359	0.3708	0.5359	0.7320
No log	3.5368	336	0.5913	0.3333	0.5913	0.7690
No log	3.5579	338	0.6746	0.2871	0.6746	0.8213
No log	3.5789	340	0.6053	0.3446	0.6053	0.7780
No log	3.6	342	0.6588	0.2871	0.6588	0.8117
No log	3.6211	344	0.6161	0.3407	0.6161	0.7849
No log	3.6421	346	0.5192	0.4353	0.5192	0.7206
No log	3.6632	348	0.5220	0.4220	0.5220	0.7225
No log	3.6842	350	0.5826	0.3297	0.5826	0.7633
No log	3.7053	352	0.8492	0.2191	0.8492	0.9215
No log	3.7263	354	0.8577	0.1621	0.8577	0.9261
No log	3.7474	356	0.6334	0.2273	0.6334	0.7959
No log	3.7684	358	0.5177	0.3580	0.5177	0.7195
No log	3.7895	360	0.5309	0.35	0.5309	0.7286
No log	3.8105	362	0.5579	0.3636	0.5579	0.7469
No log	3.8316	364	0.7410	0.1560	0.7410	0.8608
No log	3.8526	366	0.8932	0.1062	0.8932	0.9451
No log	3.8737	368	0.7313	0.2744	0.7313	0.8552
No log	3.8947	370	0.5947	0.3299	0.5947	0.7711
No log	3.9158	372	0.6033	0.36	0.6033	0.7767
No log	3.9368	374	0.7156	0.3303	0.7156	0.8459
No log	3.9579	376	0.9676	0.1343	0.9676	0.9837
No log	3.9789	378	1.1156	0.1399	1.1156	1.0562
No log	4.0	380	0.8733	0.1250	0.8733	0.9345
No log	4.0211	382	0.7075	0.28	0.7075	0.8411
No log	4.0421	384	0.6014	0.3778	0.6014	0.7755
No log	4.0632	386	0.5728	0.3757	0.5728	0.7568
No log	4.0842	388	0.6368	0.3263	0.6368	0.7980
No log	4.1053	390	0.8434	0.1000	0.8434	0.9184
No log	4.1263	392	0.7880	0.0957	0.7880	0.8877
No log	4.1474	394	0.5975	0.3778	0.5975	0.7730
No log	4.1684	396	0.5646	0.3829	0.5646	0.7514
No log	4.1895	398	0.5980	0.3016	0.5980	0.7733
No log	4.2105	400	0.8265	0.2698	0.8265	0.9091
No log	4.2316	402	0.9394	0.1642	0.9394	0.9692
No log	4.2526	404	0.7200	0.3333	0.7200	0.8485
No log	4.2737	406	0.5635	0.2832	0.5635	0.7507
No log	4.2947	408	0.5524	0.2832	0.5524	0.7432
No log	4.3158	410	0.6133	0.3778	0.6133	0.7831
No log	4.3368	412	0.6399	0.36	0.6399	0.7999
No log	4.3579	414	0.6242	0.4051	0.6242	0.7901
No log	4.3789	416	0.5779	0.3898	0.5779	0.7602
No log	4.4	418	0.5808	0.3898	0.5808	0.7621
No log	4.4211	420	0.6102	0.3898	0.6102	0.7812
No log	4.4421	422	0.5933	0.3778	0.5933	0.7703
No log	4.4632	424	0.6074	0.3778	0.6074	0.7793
No log	4.4842	426	0.5733	0.3043	0.5733	0.7572
No log	4.5053	428	0.5888	0.3661	0.5888	0.7673
No log	4.5263	430	0.6721	0.25	0.6721	0.8198
No log	4.5474	432	0.7247	0.2549	0.7247	0.8513
No log	4.5684	434	0.7878	0.1549	0.7878	0.8876
No log	4.5895	436	0.6506	0.25	0.6506	0.8066
No log	4.6105	438	0.6083	0.3488	0.6083	0.7800
No log	4.6316	440	0.6069	0.3023	0.6069	0.7790
No log	4.6526	442	0.7156	0.1489	0.7156	0.8459
No log	4.6737	444	0.8711	0.0933	0.8711	0.9333
No log	4.6947	446	0.7782	0.0769	0.7782	0.8822
No log	4.7158	448	0.6025	0.3023	0.6025	0.7762
No log	4.7368	450	0.5774	0.3600	0.5774	0.7599
No log	4.7579	452	0.5802	0.4	0.5802	0.7617
No log	4.7789	454	0.6121	0.2527	0.6121	0.7824
No log	4.8	456	0.7268	0.1841	0.7268	0.8525
No log	4.8211	458	0.7390	0.1111	0.7390	0.8596
No log	4.8421	460	0.6014	0.3333	0.6014	0.7755
No log	4.8632	462	0.5506	0.3711	0.5506	0.7420
No log	4.8842	464	0.5553	0.35	0.5553	0.7452
No log	4.9053	466	0.5598	0.2883	0.5598	0.7482
No log	4.9263	468	0.5540	0.3580	0.5540	0.7443
No log	4.9474	470	0.6510	0.2821	0.6510	0.8069
No log	4.9684	472	0.7713	0.0476	0.7713	0.8782
No log	4.9895	474	0.7332	0.1527	0.7332	0.8563
No log	5.0105	476	0.6273	0.2941	0.6273	0.7920
No log	5.0316	478	0.5674	0.4783	0.5674	0.7532
No log	5.0526	480	0.5842	0.4286	0.5842	0.7643
No log	5.0737	482	0.6856	0.2780	0.6856	0.8280
No log	5.0947	484	0.7669	0.2000	0.7669	0.8757
No log	5.1158	486	0.6961	0.2381	0.6961	0.8343
No log	5.1368	488	0.5998	0.3865	0.5998	0.7744
No log	5.1579	490	0.5779	0.3580	0.5779	0.7602
No log	5.1789	492	0.5742	0.4214	0.5742	0.7578
No log	5.2	494	0.5997	0.3412	0.5997	0.7744
No log	5.2211	496	0.5937	0.3412	0.5937	0.7705
No log	5.2421	498	0.5839	0.4286	0.5839	0.7641
0.3866	5.2632	500	0.5995	0.3636	0.5995	0.7742
0.3866	5.2842	502	0.6061	0.3149	0.6061	0.7785
0.3866	5.3053	504	0.6108	0.3297	0.6108	0.7816
0.3866	5.3263	506	0.5905	0.3882	0.5905	0.7684
0.3866	5.3474	508	0.5650	0.3766	0.5650	0.7517
0.3866	5.3684	510	0.5763	0.2360	0.5763	0.7591
0.3866	5.3895	512	0.5584	0.3023	0.5584	0.7473
0.3866	5.4105	514	0.5444	0.3766	0.5444	0.7378
0.3866	5.4316	516	0.5457	0.4500	0.5457	0.7387
0.3866	5.4526	518	0.5840	0.3730	0.5840	0.7642
0.3866	5.4737	520	0.5816	0.3730	0.5816	0.7626
0.3866	5.4947	522	0.5464	0.3865	0.5464	0.7392
0.3866	5.5158	524	0.5721	0.2457	0.5721	0.7564
0.3866	5.5368	526	0.5783	0.2457	0.5783	0.7604
0.3866	5.5579	528	0.5570	0.4152	0.5570	0.7463
0.3866	5.5789	530	0.6368	0.3200	0.6368	0.7980
0.3866	5.6	532	0.6628	0.3200	0.6628	0.8141
0.3866	5.6211	534	0.6168	0.3161	0.6168	0.7854
0.3866	5.6421	536	0.5695	0.3708	0.5695	0.7546
0.3866	5.6632	538	0.5658	0.3182	0.5658	0.7522
0.3866	5.6842	540	0.5654	0.3757	0.5654	0.7519
0.3866	5.7053	542	0.5812	0.3708	0.5812	0.7624
0.3866	5.7263	544	0.5742	0.3708	0.5742	0.7578
0.3866	5.7474	546	0.6269	0.3263	0.6269	0.7918
0.3866	5.7684	548	0.6875	0.2830	0.6875	0.8292
0.3866	5.7895	550	0.6857	0.2965	0.6857	0.8281
0.3866	5.8105	552	0.6363	0.3263	0.6363	0.7977
0.3866	5.8316	554	0.5860	0.3829	0.5860	0.7655
0.3866	5.8526	556	0.5701	0.3882	0.5701	0.7550
0.3866	5.8737	558	0.5757	0.4222	0.5757	0.7587
0.3866	5.8947	560	0.5813	0.3708	0.5813	0.7624
0.3866	5.9158	562	0.6585	0.3299	0.6585	0.8115
0.3866	5.9368	564	0.8322	0.1597	0.8322	0.9123
0.3866	5.9579	566	0.8225	0.1597	0.8225	0.9069
0.3866	5.9789	568	0.6605	0.3367	0.6605	0.8127
0.3866	6.0	570	0.5447	0.3757	0.5447	0.7380
0.3866	6.0211	572	0.5315	0.3757	0.5315	0.7290
0.3866	6.0421	574	0.5579	0.3661	0.5579	0.7470
0.3866	6.0632	576	0.5508	0.3661	0.5508	0.7422
0.3866	6.0842	578	0.5474	0.3661	0.5474	0.7399
0.3866	6.1053	580	0.5677	0.3661	0.5677	0.7535
0.3866	6.1263	582	0.5725	0.3661	0.5725	0.7567
0.3866	6.1474	584	0.6263	0.2893	0.6263	0.7914
0.3866	6.1684	586	0.6007	0.2917	0.6007	0.7750
0.3866	6.1895	588	0.5605	0.3333	0.5605	0.7487
0.3866	6.2105	590	0.5774	0.3446	0.5774	0.7598
0.3866	6.2316	592	0.5889	0.3407	0.5889	0.7674
0.3866	6.2526	594	0.5439	0.3757	0.5439	0.7375
0.3866	6.2737	596	0.5298	0.4699	0.5298	0.7279
0.3866	6.2947	598	0.5621	0.3446	0.5621	0.7497
0.3866	6.3158	600	0.6531	0.2893	0.6531	0.8081
0.3866	6.3368	602	0.7073	0.25	0.7073	0.8410
0.3866	6.3579	604	0.6784	0.2830	0.6784	0.8236
0.3866	6.3789	606	0.5815	0.3446	0.5815	0.7626
0.3866	6.4	608	0.5488	0.3455	0.5488	0.7408
0.3866	6.4211	610	0.5624	0.3371	0.5624	0.7499
0.3866	6.4421	612	0.5803	0.3333	0.5803	0.7617
0.3866	6.4632	614	0.5958	0.2865	0.5958	0.7718
0.3866	6.4842	616	0.5642	0.3757	0.5642	0.7511
0.3866	6.5053	618	0.5517	0.4091	0.5517	0.7427
0.3866	6.5263	620	0.5367	0.5030	0.5367	0.7326
0.3866	6.5474	622	0.5242	0.4717	0.5242	0.7240
0.3866	6.5684	624	0.5409	0.4	0.5409	0.7355
0.3866	6.5895	626	0.5599	0.3371	0.5599	0.7482
0.3866	6.6105	628	0.5439	0.3455	0.5439	0.7375
0.3866	6.6316	630	0.5549	0.3412	0.5549	0.7449
0.3866	6.6526	632	0.5918	0.3263	0.5918	0.7693
0.3866	6.6737	634	0.5690	0.3297	0.5690	0.7544
0.3866	6.6947	636	0.5335	0.4483	0.5335	0.7304
0.3866	6.7158	638	0.5248	0.4483	0.5248	0.7244
0.3866	6.7368	640	0.5653	0.3927	0.5653	0.7518
0.3866	6.7579	642	0.6342	0.2850	0.6342	0.7963
0.3866	6.7789	644	0.6321	0.2871	0.6321	0.7950
0.3866	6.8	646	0.5591	0.3661	0.5591	0.7477
0.3866	6.8211	648	0.5076	0.5122	0.5076	0.7125
0.3866	6.8421	650	0.5067	0.3939	0.5067	0.7118
0.3866	6.8632	652	0.5030	0.5122	0.5030	0.7092
0.3866	6.8842	654	0.5204	0.4217	0.5204	0.7214
0.3866	6.9053	656	0.5939	0.2917	0.5939	0.7706
0.3866	6.9263	658	0.6491	0.2621	0.6491	0.8057
0.3866	6.9474	660	0.6050	0.2917	0.6050	0.7778
0.3866	6.9684	662	0.5189	0.3810	0.5189	0.7203
0.3866	6.9895	664	0.4881	0.4717	0.4881	0.6987
0.3866	7.0105	666	0.4942	0.4	0.4942	0.7030
0.3866	7.0316	668	0.5014	0.3735	0.5014	0.7081
0.3866	7.0526	670	0.5039	0.5062	0.5039	0.7099
0.3866	7.0737	672	0.5262	0.4152	0.5262	0.7254
0.3866	7.0947	674	0.5847	0.3661	0.5847	0.7646
0.3866	7.1158	676	0.5963	0.3661	0.5963	0.7722
0.3866	7.1368	678	0.6041	0.3161	0.6041	0.7773
0.3866	7.1579	680	0.5795	0.3661	0.5795	0.7612
0.3866	7.1789	682	0.5706	0.3708	0.5706	0.7554
0.3866	7.2	684	0.5705	0.3708	0.5705	0.7553
0.3866	7.2211	686	0.5777	0.3708	0.5777	0.7601
0.3866	7.2421	688	0.6076	0.3297	0.6076	0.7795
0.3866	7.2632	690	0.6653	0.2917	0.6653	0.8157
0.3866	7.2842	692	0.6485	0.2917	0.6485	0.8053
0.3866	7.3053	694	0.5807	0.3829	0.5807	0.7621
0.3866	7.3263	696	0.5399	0.3865	0.5399	0.7348
0.3866	7.3474	698	0.5354	0.3377	0.5354	0.7317
0.3866	7.3684	700	0.5339	0.3987	0.5339	0.7307
0.3866	7.3895	702	0.5380	0.3865	0.5380	0.7335
0.3866	7.4105	704	0.5569	0.3882	0.5569	0.7462
0.3866	7.4316	706	0.5838	0.3829	0.5838	0.7641
0.3866	7.4526	708	0.6160	0.3829	0.6160	0.7849
0.3866	7.4737	710	0.6316	0.3263	0.6316	0.7947
0.3866	7.4947	712	0.5858	0.3708	0.5858	0.7654
0.3866	7.5158	714	0.5602	0.3757	0.5602	0.7484
0.3866	7.5368	716	0.5446	0.3708	0.5446	0.7380
0.3866	7.5579	718	0.5453	0.3708	0.5453	0.7385
0.3866	7.5789	720	0.5639	0.3757	0.5639	0.7510
0.3866	7.6	722	0.6214	0.3617	0.6214	0.7883
0.3866	7.6211	724	0.6494	0.3200	0.6494	0.8059
0.3866	7.6421	726	0.6345	0.3641	0.6345	0.7966
0.3866	7.6632	728	0.5809	0.3661	0.5809	0.7621
0.3866	7.6842	730	0.5374	0.4783	0.5374	0.7331
0.3866	7.7053	732	0.5298	0.3939	0.5298	0.7279
0.3866	7.7263	734	0.5280	0.4359	0.5280	0.7267
0.3866	7.7474	736	0.5326	0.4430	0.5326	0.7298
0.3866	7.7684	738	0.5435	0.4356	0.5435	0.7372
0.3866	7.7895	740	0.5474	0.3810	0.5474	0.7399
0.3866	7.8105	742	0.5474	0.3810	0.5474	0.7399
0.3866	7.8316	744	0.5561	0.3757	0.5561	0.7457
0.3866	7.8526	746	0.5504	0.3810	0.5504	0.7419
0.3866	7.8737	748	0.5436	0.4430	0.5436	0.7373
0.3866	7.8947	750	0.5405	0.4430	0.5405	0.7352
0.3866	7.9158	752	0.5530	0.3865	0.5530	0.7436
0.3866	7.9368	754	0.5647	0.3708	0.5647	0.7514
0.3866	7.9579	756	0.5748	0.3708	0.5748	0.7581
0.3866	7.9789	758	0.5901	0.3661	0.5901	0.7682
0.3866	8.0	760	0.6353	0.3200	0.6353	0.7971
0.3866	8.0211	762	0.6514	0.3200	0.6514	0.8071
0.3866	8.0421	764	0.6483	0.3200	0.6483	0.8052
0.3866	8.0632	766	0.6144	0.3263	0.6144	0.7838
0.3866	8.0842	768	0.5685	0.3757	0.5685	0.7540
0.3866	8.1053	770	0.5441	0.3253	0.5441	0.7376
0.3866	8.1263	772	0.5308	0.4152	0.5308	0.7285
0.3866	8.1474	774	0.5315	0.3735	0.5315	0.7290
0.3866	8.1684	776	0.5280	0.4286	0.5280	0.7267
0.3866	8.1895	778	0.5354	0.4217	0.5354	0.7317
0.3866	8.2105	780	0.5677	0.3757	0.5677	0.7535
0.3866	8.2316	782	0.6076	0.3191	0.6076	0.7795
0.3866	8.2526	784	0.6187	0.3297	0.6187	0.7866
0.3866	8.2737	786	0.5969	0.3224	0.5969	0.7726
0.3866	8.2947	788	0.5558	0.3757	0.5558	0.7455
0.3866	8.3158	790	0.5341	0.4083	0.5341	0.7308
0.3866	8.3368	792	0.5313	0.3829	0.5313	0.7289
0.3866	8.3579	794	0.5337	0.3735	0.5337	0.7306
0.3866	8.3789	796	0.5379	0.3735	0.5379	0.7334
0.3866	8.4	798	0.5402	0.4152	0.5402	0.7350
0.3866	8.4211	800	0.5411	0.4033	0.5411	0.7356
0.3866	8.4421	802	0.5531	0.4023	0.5531	0.7437
0.3866	8.4632	804	0.5813	0.3708	0.5813	0.7624
0.3866	8.4842	806	0.5969	0.3224	0.5969	0.7726
0.3866	8.5053	808	0.5962	0.3708	0.5962	0.7721
0.3866	8.5263	810	0.5829	0.3757	0.5829	0.7634
0.3866	8.5474	812	0.5678	0.3757	0.5678	0.7535
0.3866	8.5684	814	0.5677	0.3757	0.5677	0.7534
0.3866	8.5895	816	0.5574	0.3684	0.5574	0.7466
0.3866	8.6105	818	0.5532	0.3446	0.5532	0.7438
0.3866	8.6316	820	0.5548	0.4023	0.5548	0.7449
0.3866	8.6526	822	0.5655	0.3636	0.5655	0.7520
0.3866	8.6737	824	0.5850	0.3757	0.5850	0.7649
0.3866	8.6947	826	0.5907	0.3708	0.5907	0.7685
0.3866	8.7158	828	0.5970	0.3708	0.5970	0.7727
0.3866	8.7368	830	0.5930	0.3708	0.5930	0.7701
0.3866	8.7579	832	0.5758	0.3757	0.5758	0.7588
0.3866	8.7789	834	0.5618	0.3757	0.5618	0.7495
0.3866	8.8	836	0.5527	0.3966	0.5527	0.7434
0.3866	8.8211	838	0.5521	0.4023	0.5521	0.7430
0.3866	8.8421	840	0.5526	0.4023	0.5526	0.7434
0.3866	8.8632	842	0.5560	0.3757	0.5560	0.7456
0.3866	8.8842	844	0.5627	0.3757	0.5627	0.7501
0.3866	8.9053	846	0.5577	0.3757	0.5577	0.7468
0.3866	8.9263	848	0.5479	0.3810	0.5479	0.7402
0.3866	8.9474	850	0.5412	0.4217	0.5412	0.7357
0.3866	8.9684	852	0.5411	0.3865	0.5411	0.7356
0.3866	8.9895	854	0.5379	0.4217	0.5379	0.7334
0.3866	9.0105	856	0.5379	0.3865	0.5379	0.7334
0.3866	9.0316	858	0.5393	0.3865	0.5393	0.7344
0.3866	9.0526	860	0.5470	0.3810	0.5470	0.7396
0.3866	9.0737	862	0.5595	0.3757	0.5595	0.7480
0.3866	9.0947	864	0.5593	0.3757	0.5593	0.7478
0.3866	9.1158	866	0.5502	0.3810	0.5502	0.7417
0.3866	9.1368	868	0.5478	0.3810	0.5478	0.7401
0.3866	9.1579	870	0.5551	0.3757	0.5551	0.7451
0.3866	9.1789	872	0.5614	0.3757	0.5614	0.7493
0.3866	9.2	874	0.5575	0.3757	0.5575	0.7466
0.3866	9.2211	876	0.5524	0.3757	0.5524	0.7433
0.3866	9.2421	878	0.5447	0.3810	0.5447	0.7380
0.3866	9.2632	880	0.5372	0.3865	0.5372	0.7330
0.3866	9.2842	882	0.5345	0.4430	0.5345	0.7311
0.3866	9.3053	884	0.5318	0.4824	0.5318	0.7293
0.3866	9.3263	886	0.5310	0.4824	0.5310	0.7287
0.3866	9.3474	888	0.5301	0.4824	0.5301	0.7281
0.3866	9.3684	890	0.5313	0.4824	0.5313	0.7289
0.3866	9.3895	892	0.5347	0.4217	0.5347	0.7312
0.3866	9.4105	894	0.5406	0.3810	0.5406	0.7353
0.3866	9.4316	896	0.5491	0.3757	0.5491	0.7410
0.3866	9.4526	898	0.5564	0.3757	0.5564	0.7459
0.3866	9.4737	900	0.5601	0.3757	0.5601	0.7484
0.3866	9.4947	902	0.5632	0.3757	0.5632	0.7505
0.3866	9.5158	904	0.5611	0.3757	0.5611	0.7491
0.3866	9.5368	906	0.5552	0.3757	0.5552	0.7451
0.3866	9.5579	908	0.5517	0.3757	0.5517	0.7428
0.3866	9.5789	910	0.5446	0.3810	0.5446	0.7380
0.3866	9.6	912	0.5374	0.3810	0.5374	0.7331
0.3866	9.6211	914	0.5317	0.4217	0.5317	0.7292
0.3866	9.6421	916	0.5279	0.4824	0.5279	0.7265
0.3866	9.6632	918	0.5267	0.4824	0.5267	0.7257
0.3866	9.6842	920	0.5266	0.4824	0.5266	0.7257
0.3866	9.7053	922	0.5275	0.5122	0.5275	0.7263
0.3866	9.7263	924	0.5281	0.4217	0.5281	0.7267
0.3866	9.7474	926	0.5280	0.4217	0.5280	0.7266
0.3866	9.7684	928	0.5281	0.4783	0.5281	0.7267
0.3866	9.7895	930	0.5278	0.5122	0.5278	0.7265
0.3866	9.8105	932	0.5281	0.4783	0.5281	0.7267
0.3866	9.8316	934	0.5290	0.4217	0.5290	0.7273
0.3866	9.8526	936	0.5296	0.4217	0.5296	0.7277
0.3866	9.8737	938	0.5296	0.4217	0.5296	0.7278
0.3866	9.8947	940	0.5298	0.4217	0.5298	0.7278
0.3866	9.9158	942	0.5300	0.4217	0.5300	0.7280
0.3866	9.9368	944	0.5305	0.4217	0.5305	0.7283
0.3866	9.9579	946	0.5310	0.4217	0.5310	0.7287
0.3866	9.9789	948	0.5314	0.4217	0.5314	0.7290
0.3866	10.0	950	0.5315	0.4217	0.5315	0.7290

Framework versions

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