ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k18_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: 0.6799
• Qwk: 0.6857
• Mse: 0.6799
• Rmse: 0.8246

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	0.0198	2	5.1109	0.0072	5.1109	2.2607
No log	0.0396	4	3.6514	0.0346	3.6514	1.9109
No log	0.0594	6	2.0660	0.1210	2.0660	1.4374
No log	0.0792	8	1.6165	0.0478	1.6165	1.2714
No log	0.0990	10	1.3721	0.1228	1.3721	1.1714
No log	0.1188	12	1.1820	0.1843	1.1820	1.0872
No log	0.1386	14	1.1876	0.1877	1.1876	1.0898
No log	0.1584	16	1.2735	0.2369	1.2735	1.1285
No log	0.1782	18	1.0687	0.3535	1.0687	1.0338
No log	0.1980	20	1.0211	0.4015	1.0211	1.0105
No log	0.2178	22	1.0894	0.4091	1.0894	1.0438
No log	0.2376	24	0.9907	0.4775	0.9907	0.9953
No log	0.2574	26	0.9892	0.5046	0.9892	0.9946
No log	0.2772	28	1.0291	0.5019	1.0291	1.0144
No log	0.2970	30	1.1572	0.3946	1.1572	1.0758
No log	0.3168	32	1.0055	0.4355	1.0055	1.0028
No log	0.3366	34	1.0088	0.4267	1.0088	1.0044
No log	0.3564	36	1.0193	0.4361	1.0193	1.0096
No log	0.3762	38	0.9837	0.4619	0.9837	0.9918
No log	0.3960	40	1.4425	0.2698	1.4425	1.2010
No log	0.4158	42	1.2745	0.2781	1.2745	1.1290
No log	0.4356	44	0.9728	0.4408	0.9728	0.9863
No log	0.4554	46	0.9348	0.4435	0.9348	0.9669
No log	0.4752	48	0.8901	0.4760	0.8901	0.9435
No log	0.4950	50	0.8571	0.4887	0.8571	0.9258
No log	0.5149	52	0.8777	0.5201	0.8777	0.9368
No log	0.5347	54	1.0051	0.4634	1.0051	1.0025
No log	0.5545	56	0.8478	0.5906	0.8478	0.9208
No log	0.5743	58	0.8999	0.5969	0.8999	0.9486
No log	0.5941	60	0.8757	0.6179	0.8757	0.9358
No log	0.6139	62	0.8568	0.6193	0.8568	0.9256
No log	0.6337	64	0.8584	0.5932	0.8584	0.9265
No log	0.6535	66	0.9051	0.5587	0.9051	0.9514
No log	0.6733	68	0.7957	0.5686	0.7957	0.8920
No log	0.6931	70	0.8877	0.5635	0.8877	0.9422
No log	0.7129	72	0.7794	0.5810	0.7794	0.8828
No log	0.7327	74	0.6817	0.6055	0.6817	0.8256
No log	0.7525	76	0.6907	0.6528	0.6907	0.8311
No log	0.7723	78	0.8162	0.6460	0.8162	0.9034
No log	0.7921	80	0.9314	0.6254	0.9314	0.9651
No log	0.8119	82	0.6309	0.7057	0.6309	0.7943
No log	0.8317	84	0.5750	0.7242	0.5750	0.7583
No log	0.8515	86	0.5814	0.7316	0.5814	0.7625
No log	0.8713	88	0.5889	0.7332	0.5889	0.7674
No log	0.8911	90	0.7897	0.6449	0.7897	0.8886
No log	0.9109	92	0.8004	0.6477	0.8004	0.8947
No log	0.9307	94	0.6602	0.6710	0.6602	0.8125
No log	0.9505	96	0.6943	0.6421	0.6943	0.8332
No log	0.9703	98	0.7172	0.6203	0.7172	0.8469
No log	0.9901	100	0.7205	0.6128	0.7205	0.8488
No log	1.0099	102	0.8106	0.5988	0.8106	0.9003
No log	1.0297	104	0.6711	0.6758	0.6711	0.8192
No log	1.0495	106	0.8402	0.6096	0.8402	0.9166
No log	1.0693	108	1.2248	0.5734	1.2248	1.1067
No log	1.0891	110	1.1193	0.5898	1.1193	1.0580
No log	1.1089	112	1.0427	0.6130	1.0427	1.0211
No log	1.1287	114	0.8017	0.6268	0.8017	0.8954
No log	1.1485	116	0.6998	0.6949	0.6998	0.8365
No log	1.1683	118	0.7081	0.6645	0.7081	0.8415
No log	1.1881	120	0.6552	0.6404	0.6552	0.8095
No log	1.2079	122	0.6451	0.6599	0.6451	0.8032
No log	1.2277	124	0.7279	0.6750	0.7279	0.8532
No log	1.2475	126	1.1580	0.5874	1.1580	1.0761
No log	1.2673	128	1.2890	0.5858	1.2890	1.1353
No log	1.2871	130	0.8706	0.6483	0.8706	0.9330
No log	1.3069	132	0.8051	0.6701	0.8051	0.8973
No log	1.3267	134	0.8549	0.6579	0.8549	0.9246
No log	1.3465	136	1.1002	0.6222	1.1002	1.0489
No log	1.3663	138	1.0054	0.6322	1.0054	1.0027
No log	1.3861	140	0.7945	0.6837	0.7945	0.8914
No log	1.4059	142	0.8752	0.6777	0.8752	0.9355
No log	1.4257	144	1.0268	0.6491	1.0268	1.0133
No log	1.4455	146	1.2900	0.5728	1.2900	1.1358
No log	1.4653	148	0.9957	0.6414	0.9957	0.9978
No log	1.4851	150	0.6968	0.6768	0.6968	0.8347
No log	1.5050	152	0.6550	0.6783	0.6550	0.8093
No log	1.5248	154	0.8360	0.6361	0.8360	0.9143
No log	1.5446	156	0.9088	0.6398	0.9088	0.9533
No log	1.5644	158	0.9968	0.6054	0.9968	0.9984
No log	1.5842	160	0.7250	0.6598	0.7250	0.8515
No log	1.6040	162	0.6158	0.7378	0.6158	0.7847
No log	1.6238	164	0.6161	0.7431	0.6161	0.7849
No log	1.6436	166	0.8996	0.6304	0.8996	0.9485
No log	1.6634	168	1.4139	0.5484	1.4139	1.1891
No log	1.6832	170	1.3172	0.5578	1.3172	1.1477
No log	1.7030	172	1.0028	0.6278	1.0028	1.0014
No log	1.7228	174	0.7556	0.6772	0.7556	0.8692
No log	1.7426	176	0.6521	0.7215	0.6521	0.8075
No log	1.7624	178	0.7083	0.7211	0.7083	0.8416
No log	1.7822	180	1.2216	0.6442	1.2216	1.1053
No log	1.8020	182	1.5495	0.5341	1.5495	1.2448
No log	1.8218	184	1.2233	0.5880	1.2233	1.1060
No log	1.8416	186	0.7237	0.6923	0.7237	0.8507
No log	1.8614	188	0.6127	0.7136	0.6127	0.7827
No log	1.8812	190	0.6131	0.7043	0.6131	0.7830
No log	1.9010	192	0.7840	0.6632	0.7840	0.8854
No log	1.9208	194	1.3261	0.5524	1.3261	1.1516
No log	1.9406	196	1.4642	0.4946	1.4642	1.2101
No log	1.9604	198	1.1511	0.6033	1.1511	1.0729
No log	1.9802	200	0.7103	0.7237	0.7103	0.8428
No log	2.0	202	0.6224	0.7322	0.6224	0.7889
No log	2.0198	204	0.6415	0.7107	0.6415	0.8009
No log	2.0396	206	0.7333	0.7148	0.7333	0.8563
No log	2.0594	208	0.9999	0.6570	0.9999	1.0000
No log	2.0792	210	1.0763	0.6336	1.0763	1.0374
No log	2.0990	212	0.8495	0.6461	0.8495	0.9217
No log	2.1188	214	0.6317	0.7109	0.6317	0.7948
No log	2.1386	216	0.5841	0.6589	0.5841	0.7643
No log	2.1584	218	0.5736	0.7003	0.5736	0.7574
No log	2.1782	220	0.6504	0.7048	0.6504	0.8065
No log	2.1980	222	1.1187	0.5826	1.1187	1.0577
No log	2.2178	224	1.4692	0.5009	1.4692	1.2121
No log	2.2376	226	1.3337	0.5308	1.3337	1.1549
No log	2.2574	228	0.9164	0.6476	0.9164	0.9573
No log	2.2772	230	0.5840	0.7377	0.5840	0.7642
No log	2.2970	232	0.5494	0.7567	0.5494	0.7412
No log	2.3168	234	0.5774	0.7575	0.5774	0.7599
No log	2.3366	236	0.7763	0.7251	0.7763	0.8811
No log	2.3564	238	1.0872	0.6409	1.0872	1.0427
No log	2.3762	240	1.1159	0.6153	1.1159	1.0564
No log	2.3960	242	1.1391	0.5881	1.1391	1.0673
No log	2.4158	244	0.9724	0.6273	0.9724	0.9861
No log	2.4356	246	0.8151	0.6667	0.8151	0.9028
No log	2.4554	248	0.8422	0.6535	0.8422	0.9177
No log	2.4752	250	0.9540	0.5858	0.9540	0.9767
No log	2.4950	252	1.0993	0.5583	1.0993	1.0485
No log	2.5149	254	1.1976	0.5212	1.1976	1.0944
No log	2.5347	256	1.0055	0.5654	1.0055	1.0027
No log	2.5545	258	0.8307	0.6250	0.8307	0.9114
No log	2.5743	260	0.8697	0.6305	0.8697	0.9326
No log	2.5941	262	1.0635	0.5942	1.0635	1.0313
No log	2.6139	264	1.2690	0.5976	1.2690	1.1265
No log	2.6337	266	1.5632	0.5621	1.5632	1.2503
No log	2.6535	268	1.5223	0.5603	1.5223	1.2338
No log	2.6733	270	1.1427	0.6134	1.1427	1.0690
No log	2.6931	272	0.8493	0.6773	0.8493	0.9216
No log	2.7129	274	0.7532	0.6730	0.7532	0.8679
No log	2.7327	276	0.7750	0.6648	0.7750	0.8803
No log	2.7525	278	0.8684	0.6306	0.8684	0.9319
No log	2.7723	280	0.9260	0.5955	0.9260	0.9623
No log	2.7921	282	0.8647	0.6191	0.8647	0.9299
No log	2.8119	284	0.8627	0.6270	0.8627	0.9288
No log	2.8317	286	0.8343	0.6392	0.8343	0.9134
No log	2.8515	288	0.8604	0.6293	0.8604	0.9276
No log	2.8713	290	0.9062	0.6213	0.9062	0.9519
No log	2.8911	292	0.9356	0.6024	0.9356	0.9673
No log	2.9109	294	0.8194	0.6357	0.8194	0.9052
No log	2.9307	296	0.7580	0.6590	0.7580	0.8706
No log	2.9505	298	0.6600	0.7327	0.6600	0.8124
No log	2.9703	300	0.6557	0.7108	0.6557	0.8098
No log	2.9901	302	0.6512	0.7186	0.6512	0.8070
No log	3.0099	304	0.6989	0.6590	0.6989	0.8360
No log	3.0297	306	0.7306	0.6567	0.7306	0.8547
No log	3.0495	308	0.7288	0.6641	0.7288	0.8537
No log	3.0693	310	0.6494	0.6921	0.6494	0.8058
No log	3.0891	312	0.5890	0.7292	0.5890	0.7675
No log	3.1089	314	0.6179	0.7204	0.6179	0.7860
No log	3.1287	316	0.7155	0.6926	0.7155	0.8459
No log	3.1485	318	0.8805	0.6273	0.8805	0.9384
No log	3.1683	320	0.9223	0.6466	0.9223	0.9604
No log	3.1881	322	0.9212	0.6321	0.9212	0.9598
No log	3.2079	324	0.8234	0.6411	0.8234	0.9074
No log	3.2277	326	0.7258	0.6759	0.7258	0.8519
No log	3.2475	328	0.6786	0.6850	0.6786	0.8238
No log	3.2673	330	0.6100	0.7073	0.6100	0.7810
No log	3.2871	332	0.6538	0.7112	0.6538	0.8086
No log	3.3069	334	0.6417	0.7179	0.6417	0.8010
No log	3.3267	336	0.5773	0.7462	0.5773	0.7598
No log	3.3465	338	0.5541	0.7707	0.5541	0.7444
No log	3.3663	340	0.5645	0.7598	0.5645	0.7513
No log	3.3861	342	0.5665	0.7649	0.5665	0.7527
No log	3.4059	344	0.6509	0.7516	0.6509	0.8068
No log	3.4257	346	0.6891	0.7400	0.6891	0.8301
No log	3.4455	348	0.5827	0.7487	0.5827	0.7633
No log	3.4653	350	0.5289	0.7551	0.5289	0.7273
No log	3.4851	352	0.5499	0.7412	0.5499	0.7416
No log	3.5050	354	0.6784	0.6821	0.6784	0.8236
No log	3.5248	356	1.0495	0.5589	1.0495	1.0244
No log	3.5446	358	1.2822	0.5677	1.2822	1.1323
No log	3.5644	360	1.2318	0.5707	1.2318	1.1099
No log	3.5842	362	0.9821	0.6054	0.9821	0.9910
No log	3.6040	364	0.7499	0.6674	0.7499	0.8660
No log	3.6238	366	0.6320	0.7268	0.6320	0.7950
No log	3.6436	368	0.6721	0.7007	0.6721	0.8198
No log	3.6634	370	0.8469	0.6234	0.8469	0.9202
No log	3.6832	372	1.1785	0.5834	1.1785	1.0856
No log	3.7030	374	1.3221	0.5716	1.3221	1.1498
No log	3.7228	376	1.1976	0.5381	1.1976	1.0944
No log	3.7426	378	0.9030	0.5702	0.9030	0.9503
No log	3.7624	380	0.6282	0.7008	0.6282	0.7926
No log	3.7822	382	0.5488	0.7645	0.5488	0.7408
No log	3.8020	384	0.5579	0.7724	0.5579	0.7469
No log	3.8218	386	0.6489	0.7403	0.6489	0.8055
No log	3.8416	388	0.8563	0.6445	0.8563	0.9253
No log	3.8614	390	0.9485	0.6296	0.9485	0.9739
No log	3.8812	392	0.8962	0.6248	0.8962	0.9467
No log	3.9010	394	0.7792	0.7007	0.7792	0.8827
No log	3.9208	396	0.6607	0.7311	0.6607	0.8128
No log	3.9406	398	0.6549	0.7416	0.6549	0.8093
No log	3.9604	400	0.7720	0.7070	0.7720	0.8786
No log	3.9802	402	0.8036	0.6849	0.8036	0.8965
No log	4.0	404	0.7381	0.6957	0.7381	0.8591
No log	4.0198	406	0.6126	0.7419	0.6126	0.7827
No log	4.0396	408	0.5744	0.7673	0.5744	0.7579
No log	4.0594	410	0.6145	0.7403	0.6145	0.7839
No log	4.0792	412	0.8066	0.7005	0.8066	0.8981
No log	4.0990	414	1.1656	0.6119	1.1656	1.0796
No log	4.1188	416	1.3399	0.5920	1.3399	1.1575
No log	4.1386	418	1.3057	0.6223	1.3057	1.1427
No log	4.1584	420	1.1139	0.6577	1.1139	1.0554
No log	4.1782	422	0.9237	0.6750	0.9237	0.9611
No log	4.1980	424	0.7810	0.7079	0.7810	0.8837
No log	4.2178	426	0.6685	0.7239	0.6685	0.8176
No log	4.2376	428	0.5766	0.7306	0.5766	0.7594
No log	4.2574	430	0.5668	0.7353	0.5668	0.7528
No log	4.2772	432	0.6389	0.7413	0.6389	0.7993
No log	4.2970	434	0.7047	0.6988	0.7047	0.8395
No log	4.3168	436	0.7998	0.6949	0.7998	0.8943
No log	4.3366	438	0.7862	0.6853	0.7862	0.8867
No log	4.3564	440	0.8662	0.6561	0.8662	0.9307
No log	4.3762	442	0.8231	0.6817	0.8231	0.9073
No log	4.3960	444	0.6656	0.7232	0.6656	0.8158
No log	4.4158	446	0.5874	0.7204	0.5874	0.7664
No log	4.4356	448	0.5971	0.7138	0.5971	0.7727
No log	4.4554	450	0.6471	0.7188	0.6471	0.8044
No log	4.4752	452	0.7681	0.6750	0.7681	0.8764
No log	4.4950	454	0.8118	0.6508	0.8118	0.9010
No log	4.5149	456	0.7904	0.6672	0.7904	0.8891
No log	4.5347	458	0.7222	0.6869	0.7222	0.8498
No log	4.5545	460	0.7196	0.6920	0.7196	0.8483
No log	4.5743	462	0.7197	0.6907	0.7197	0.8484
No log	4.5941	464	0.7204	0.6907	0.7204	0.8488
No log	4.6139	466	0.6819	0.7098	0.6819	0.8258
No log	4.6337	468	0.6711	0.6968	0.6711	0.8192
No log	4.6535	470	0.6584	0.6826	0.6584	0.8114
No log	4.6733	472	0.6320	0.6944	0.6320	0.7950
No log	4.6931	474	0.5892	0.7055	0.5892	0.7676
No log	4.7129	476	0.5860	0.7296	0.5860	0.7655
No log	4.7327	478	0.6254	0.7285	0.6254	0.7908
No log	4.7525	480	0.6671	0.7461	0.6671	0.8168
No log	4.7723	482	0.7343	0.6979	0.7343	0.8569
No log	4.7921	484	0.7749	0.6672	0.7749	0.8803
No log	4.8119	486	0.7123	0.7040	0.7123	0.8440
No log	4.8317	488	0.6845	0.7108	0.6845	0.8274
No log	4.8515	490	0.6936	0.7040	0.6936	0.8328
No log	4.8713	492	0.7599	0.6785	0.7599	0.8717
No log	4.8911	494	0.8275	0.6648	0.8275	0.9097
No log	4.9109	496	0.8803	0.6494	0.8803	0.9383
No log	4.9307	498	0.7970	0.6465	0.7970	0.8928
0.4602	4.9505	500	0.6726	0.7088	0.6726	0.8201
0.4602	4.9703	502	0.5970	0.7238	0.5970	0.7726
0.4602	4.9901	504	0.5895	0.7306	0.5895	0.7678
0.4602	5.0099	506	0.6164	0.7188	0.6164	0.7851
0.4602	5.0297	508	0.7097	0.6970	0.7097	0.8424
0.4602	5.0495	510	0.8168	0.6824	0.8168	0.9038
0.4602	5.0693	512	0.8800	0.6578	0.8800	0.9381
0.4602	5.0891	514	0.8167	0.6901	0.8167	0.9037
0.4602	5.1089	516	0.6880	0.7246	0.6880	0.8295
0.4602	5.1287	518	0.6108	0.7440	0.6108	0.7815
0.4602	5.1485	520	0.6116	0.7390	0.6116	0.7821
0.4602	5.1683	522	0.6523	0.7327	0.6523	0.8076
0.4602	5.1881	524	0.6526	0.7369	0.6526	0.8078
0.4602	5.2079	526	0.6434	0.7433	0.6434	0.8021
0.4602	5.2277	528	0.6209	0.7433	0.6209	0.7880
0.4602	5.2475	530	0.6068	0.7467	0.6068	0.7790
0.4602	5.2673	532	0.6010	0.7599	0.6010	0.7752
0.4602	5.2871	534	0.6108	0.7453	0.6108	0.7815
0.4602	5.3069	536	0.6392	0.7480	0.6392	0.7995
0.4602	5.3267	538	0.6987	0.7199	0.6987	0.8359
0.4602	5.3465	540	0.8012	0.6891	0.8012	0.8951
0.4602	5.3663	542	0.9639	0.6349	0.9639	0.9818
0.4602	5.3861	544	1.1077	0.6041	1.1077	1.0525
0.4602	5.4059	546	1.1279	0.5914	1.1279	1.0620
0.4602	5.4257	548	1.0119	0.5975	1.0119	1.0059
0.4602	5.4455	550	0.8257	0.6245	0.8257	0.9087
0.4602	5.4653	552	0.6800	0.6834	0.6800	0.8246
0.4602	5.4851	554	0.6211	0.7508	0.6211	0.7881
0.4602	5.5050	556	0.6154	0.7682	0.6154	0.7845
0.4602	5.5248	558	0.6487	0.7238	0.6487	0.8054
0.4602	5.5446	560	0.6525	0.7379	0.6525	0.8078
0.4602	5.5644	562	0.6796	0.7094	0.6796	0.8244
0.4602	5.5842	564	0.7320	0.6807	0.7320	0.8556
0.4602	5.6040	566	0.7841	0.6862	0.7841	0.8855
0.4602	5.6238	568	0.8331	0.6585	0.8331	0.9127
0.4602	5.6436	570	0.8229	0.6608	0.8229	0.9071
0.4602	5.6634	572	0.7290	0.6943	0.7290	0.8538
0.4602	5.6832	574	0.6412	0.7505	0.6412	0.8008
0.4602	5.7030	576	0.6132	0.7496	0.6132	0.7830
0.4602	5.7228	578	0.6094	0.7496	0.6094	0.7806
0.4602	5.7426	580	0.6097	0.7496	0.6097	0.7808
0.4602	5.7624	582	0.6691	0.7266	0.6691	0.8180
0.4602	5.7822	584	0.7345	0.7049	0.7345	0.8570
0.4602	5.8020	586	0.7148	0.6965	0.7148	0.8454
0.4602	5.8218	588	0.7016	0.6965	0.7016	0.8376
0.4602	5.8416	590	0.7240	0.6988	0.7240	0.8509
0.4602	5.8614	592	0.8292	0.6632	0.8292	0.9106
0.4602	5.8812	594	0.9486	0.6080	0.9486	0.9740
0.4602	5.9010	596	0.9400	0.6016	0.9400	0.9695
0.4602	5.9208	598	0.8043	0.6547	0.8043	0.8968
0.4602	5.9406	600	0.6460	0.7170	0.6460	0.8037
0.4602	5.9604	602	0.5672	0.7051	0.5672	0.7531
0.4602	5.9802	604	0.5583	0.7061	0.5583	0.7472
0.4602	6.0	606	0.5831	0.7334	0.5831	0.7636
0.4602	6.0198	608	0.6727	0.7102	0.6727	0.8202
0.4602	6.0396	610	0.8285	0.6497	0.8285	0.9102
0.4602	6.0594	612	0.9155	0.6046	0.9155	0.9568
0.4602	6.0792	614	0.9771	0.6097	0.9771	0.9885
0.4602	6.0990	616	0.9445	0.6097	0.9445	0.9719
0.4602	6.1188	618	0.8479	0.6293	0.8479	0.9208
0.4602	6.1386	620	0.7474	0.6973	0.7474	0.8645
0.4602	6.1584	622	0.6767	0.7317	0.6767	0.8226
0.4602	6.1782	624	0.6690	0.7272	0.6690	0.8179
0.4602	6.1980	626	0.7069	0.6841	0.7069	0.8408
0.4602	6.2178	628	0.7771	0.6733	0.7771	0.8815
0.4602	6.2376	630	0.8136	0.6708	0.8136	0.9020
0.4602	6.2574	632	0.7881	0.6942	0.7881	0.8878
0.4602	6.2772	634	0.7567	0.6960	0.7567	0.8699
0.4602	6.2970	636	0.7072	0.7075	0.7072	0.8409
0.4602	6.3168	638	0.6736	0.7151	0.6736	0.8208
0.4602	6.3366	640	0.7097	0.6864	0.7097	0.8425
0.4602	6.3564	642	0.7907	0.6607	0.7907	0.8892
0.4602	6.3762	644	0.8839	0.6139	0.8839	0.9402
0.4602	6.3960	646	0.8878	0.6152	0.8878	0.9422
0.4602	6.4158	648	0.8112	0.6544	0.8112	0.9007
0.4602	6.4356	650	0.7294	0.6796	0.7294	0.8541
0.4602	6.4554	652	0.6196	0.7323	0.6196	0.7871
0.4602	6.4752	654	0.5603	0.7131	0.5603	0.7486
0.4602	6.4950	656	0.5501	0.7172	0.5501	0.7417
0.4602	6.5149	658	0.5526	0.7304	0.5526	0.7434
0.4602	6.5347	660	0.5744	0.7408	0.5744	0.7579
0.4602	6.5545	662	0.6545	0.7237	0.6545	0.8090
0.4602	6.5743	664	0.7117	0.6934	0.7117	0.8436
0.4602	6.5941	666	0.7071	0.6934	0.7071	0.8409
0.4602	6.6139	668	0.6401	0.7125	0.6401	0.8000
0.4602	6.6337	670	0.5787	0.7398	0.5787	0.7607
0.4602	6.6535	672	0.5465	0.7308	0.5465	0.7393
0.4602	6.6733	674	0.5372	0.7151	0.5372	0.7330
0.4602	6.6931	676	0.5436	0.7253	0.5436	0.7373
0.4602	6.7129	678	0.5728	0.7259	0.5728	0.7569
0.4602	6.7327	680	0.6470	0.7034	0.6470	0.8044
0.4602	6.7525	682	0.7341	0.6649	0.7341	0.8568
0.4602	6.7723	684	0.7759	0.6842	0.7759	0.8808
0.4602	6.7921	686	0.7805	0.6960	0.7805	0.8835
0.4602	6.8119	688	0.7054	0.7090	0.7054	0.8399
0.4602	6.8317	690	0.6095	0.7485	0.6095	0.7807
0.4602	6.8515	692	0.5818	0.7531	0.5818	0.7627
0.4602	6.8713	694	0.5689	0.7531	0.5689	0.7542
0.4602	6.8911	696	0.5846	0.7531	0.5846	0.7646
0.4602	6.9109	698	0.6255	0.7462	0.6255	0.7909
0.4602	6.9307	700	0.6960	0.6990	0.6960	0.8343
0.4602	6.9505	702	0.7565	0.6741	0.7565	0.8698
0.4602	6.9703	704	0.8078	0.6760	0.8078	0.8988
0.4602	6.9901	706	0.7989	0.6760	0.7989	0.8938
0.4602	7.0099	708	0.7728	0.6625	0.7728	0.8791
0.4602	7.0297	710	0.7415	0.6642	0.7415	0.8611
0.4602	7.0495	712	0.6993	0.6750	0.6993	0.8363
0.4602	7.0693	714	0.6546	0.6827	0.6546	0.8091
0.4602	7.0891	716	0.6401	0.7083	0.6401	0.8001
0.4602	7.1089	718	0.6232	0.7173	0.6232	0.7894
0.4602	7.1287	720	0.6233	0.7250	0.6233	0.7895
0.4602	7.1485	722	0.6274	0.7213	0.6274	0.7921
0.4602	7.1683	724	0.6749	0.7003	0.6749	0.8215
0.4602	7.1881	726	0.7361	0.6788	0.7361	0.8579
0.4602	7.2079	728	0.7740	0.6737	0.7740	0.8798
0.4602	7.2277	730	0.7971	0.6665	0.7971	0.8928
0.4602	7.2475	732	0.7753	0.6789	0.7753	0.8805
0.4602	7.2673	734	0.7141	0.7124	0.7141	0.8451
0.4602	7.2871	736	0.6494	0.7018	0.6494	0.8058
0.4602	7.3069	738	0.5982	0.7362	0.5982	0.7734
0.4602	7.3267	740	0.5848	0.7144	0.5848	0.7647
0.4602	7.3465	742	0.6001	0.7159	0.6001	0.7747
0.4602	7.3663	744	0.6248	0.7069	0.6248	0.7905
0.4602	7.3861	746	0.6327	0.6962	0.6327	0.7954
0.4602	7.4059	748	0.6414	0.6962	0.6414	0.8009
0.4602	7.4257	750	0.6385	0.7094	0.6385	0.7991
0.4602	7.4455	752	0.6492	0.7245	0.6492	0.8057
0.4602	7.4653	754	0.6396	0.7245	0.6396	0.7998
0.4602	7.4851	756	0.6232	0.7311	0.6232	0.7894
0.4602	7.5050	758	0.6331	0.7377	0.6331	0.7957
0.4602	7.5248	760	0.6797	0.7202	0.6797	0.8245
0.4602	7.5446	762	0.7167	0.7075	0.7167	0.8466
0.4602	7.5644	764	0.7454	0.6781	0.7454	0.8634
0.4602	7.5842	766	0.7718	0.6608	0.7718	0.8785
0.4602	7.6040	768	0.8091	0.6705	0.8091	0.8995
0.4602	7.6238	770	0.8456	0.6658	0.8456	0.9196
0.4602	7.6436	772	0.8566	0.6570	0.8566	0.9255
0.4602	7.6634	774	0.8381	0.6574	0.8381	0.9155
0.4602	7.6832	776	0.7811	0.6522	0.7811	0.8838
0.4602	7.7030	778	0.7222	0.6889	0.7222	0.8498
0.4602	7.7228	780	0.6792	0.6966	0.6792	0.8241
0.4602	7.7426	782	0.6595	0.7091	0.6595	0.8121
0.4602	7.7624	784	0.6618	0.7091	0.6618	0.8135
0.4602	7.7822	786	0.6770	0.6941	0.6770	0.8228
0.4602	7.8020	788	0.6957	0.6811	0.6957	0.8341
0.4602	7.8218	790	0.7134	0.6811	0.7134	0.8446
0.4602	7.8416	792	0.7257	0.6811	0.7257	0.8519
0.4602	7.8614	794	0.7092	0.6811	0.7092	0.8422
0.4602	7.8812	796	0.7033	0.6811	0.7033	0.8386
0.4602	7.9010	798	0.7228	0.6902	0.7228	0.8501
0.4602	7.9208	800	0.7578	0.6832	0.7578	0.8705
0.4602	7.9406	802	0.8059	0.6559	0.8059	0.8977
0.4602	7.9604	804	0.8174	0.6622	0.8174	0.9041
0.4602	7.9802	806	0.7920	0.6565	0.7920	0.8899
0.4602	8.0	808	0.7545	0.6738	0.7545	0.8686
0.4602	8.0198	810	0.7011	0.7034	0.7011	0.8373
0.4602	8.0396	812	0.6672	0.7136	0.6672	0.8168
0.4602	8.0594	814	0.6624	0.7136	0.6624	0.8139
0.4602	8.0792	816	0.6709	0.7136	0.6709	0.8191
0.4602	8.0990	818	0.6962	0.7159	0.6962	0.8344
0.4602	8.1188	820	0.7295	0.6914	0.7295	0.8541
0.4602	8.1386	822	0.7657	0.6592	0.7657	0.8750
0.4602	8.1584	824	0.7758	0.6592	0.7758	0.8808
0.4602	8.1782	826	0.7479	0.6834	0.7479	0.8648
0.4602	8.1980	828	0.7375	0.7034	0.7375	0.8588
0.4602	8.2178	830	0.7124	0.6972	0.7124	0.8441
0.4602	8.2376	832	0.7159	0.6972	0.7159	0.8461
0.4602	8.2574	834	0.7429	0.7034	0.7429	0.8619
0.4602	8.2772	836	0.7619	0.6798	0.7619	0.8728
0.4602	8.2970	838	0.7898	0.6764	0.7898	0.8887
0.4602	8.3168	840	0.8010	0.6437	0.8010	0.8950
0.4602	8.3366	842	0.7844	0.6546	0.7844	0.8857
0.4602	8.3564	844	0.7484	0.6824	0.7484	0.8651
0.4602	8.3762	846	0.7020	0.6935	0.7020	0.8379
0.4602	8.3960	848	0.6672	0.6942	0.6672	0.8168
0.4602	8.4158	850	0.6585	0.6922	0.6585	0.8115
0.4602	8.4356	852	0.6560	0.6970	0.6560	0.8100
0.4602	8.4554	854	0.6719	0.7036	0.6719	0.8197
0.4602	8.4752	856	0.6836	0.6921	0.6836	0.8268
0.4602	8.4950	858	0.7136	0.6796	0.7136	0.8447
0.4602	8.5149	860	0.7450	0.6869	0.7450	0.8631
0.4602	8.5347	862	0.7562	0.6869	0.7562	0.8696
0.4602	8.5545	864	0.7493	0.6869	0.7493	0.8656
0.4602	8.5743	866	0.7240	0.6796	0.7240	0.8509
0.4602	8.5941	868	0.6948	0.7020	0.6948	0.8336
0.4602	8.6139	870	0.6619	0.7097	0.6619	0.8136
0.4602	8.6337	872	0.6361	0.7206	0.6361	0.7976
0.4602	8.6535	874	0.6300	0.7270	0.6300	0.7937
0.4602	8.6733	876	0.6342	0.7248	0.6342	0.7964
0.4602	8.6931	878	0.6460	0.7248	0.6460	0.8038
0.4602	8.7129	880	0.6484	0.7248	0.6484	0.8053
0.4602	8.7327	882	0.6553	0.7094	0.6553	0.8095
0.4602	8.7525	884	0.6570	0.7094	0.6570	0.8106
0.4602	8.7723	886	0.6674	0.7160	0.6674	0.8170
0.4602	8.7921	888	0.6927	0.6928	0.6927	0.8323
0.4602	8.8119	890	0.7121	0.6758	0.7121	0.8438
0.4602	8.8317	892	0.7179	0.6805	0.7179	0.8473
0.4602	8.8515	894	0.7318	0.6696	0.7318	0.8554
0.4602	8.8713	896	0.7364	0.6759	0.7364	0.8582
0.4602	8.8911	898	0.7253	0.6731	0.7253	0.8516
0.4602	8.9109	900	0.7029	0.6933	0.7029	0.8384
0.4602	8.9307	902	0.6827	0.6823	0.6827	0.8262
0.4602	8.9505	904	0.6821	0.6888	0.6821	0.8259
0.4602	8.9703	906	0.6936	0.6888	0.6936	0.8328
0.4602	8.9901	908	0.7134	0.6888	0.7134	0.8446
0.4602	9.0099	910	0.7307	0.6642	0.7307	0.8548
0.4602	9.0297	912	0.7551	0.6715	0.7551	0.8690
0.4602	9.0495	914	0.7866	0.6786	0.7866	0.8869
0.4602	9.0693	916	0.8192	0.6597	0.8192	0.9051
0.4602	9.0891	918	0.8375	0.6607	0.8375	0.9152
0.4602	9.1089	920	0.8363	0.6607	0.8363	0.9145
0.4602	9.1287	922	0.8319	0.6607	0.8319	0.9121
0.4602	9.1485	924	0.8385	0.6515	0.8385	0.9157
0.4602	9.1683	926	0.8244	0.6607	0.8244	0.9080
0.4602	9.1881	928	0.7987	0.6811	0.7987	0.8937
0.4602	9.2079	930	0.7721	0.6803	0.7721	0.8787
0.4602	9.2277	932	0.7528	0.6821	0.7528	0.8676
0.4602	9.2475	934	0.7336	0.6876	0.7336	0.8565
0.4602	9.2673	936	0.7176	0.6876	0.7176	0.8471
0.4602	9.2871	938	0.7086	0.6767	0.7086	0.8418
0.4602	9.3069	940	0.7017	0.6947	0.7017	0.8377
0.4602	9.3267	942	0.6903	0.7074	0.6903	0.8309
0.4602	9.3465	944	0.6893	0.6947	0.6893	0.8303
0.4602	9.3663	946	0.6916	0.6947	0.6916	0.8316
0.4602	9.3861	948	0.6958	0.6947	0.6958	0.8341
0.4602	9.4059	950	0.7038	0.6947	0.7038	0.8389
0.4602	9.4257	952	0.7162	0.6883	0.7162	0.8463
0.4602	9.4455	954	0.7236	0.6883	0.7236	0.8506
0.4602	9.4653	956	0.7303	0.6783	0.7303	0.8546
0.4602	9.4851	958	0.7275	0.6883	0.7275	0.8529
0.4602	9.5050	960	0.7285	0.6783	0.7285	0.8535
0.4602	9.5248	962	0.7350	0.6831	0.7350	0.8573
0.4602	9.5446	964	0.7386	0.6813	0.7386	0.8594
0.4602	9.5644	966	0.7408	0.6813	0.7408	0.8607
0.4602	9.5842	968	0.7341	0.6813	0.7341	0.8568
0.4602	9.6040	970	0.7215	0.6869	0.7215	0.8494
0.4602	9.6238	972	0.7076	0.6888	0.7076	0.8412
0.4602	9.6436	974	0.6984	0.6888	0.6984	0.8357
0.4602	9.6634	976	0.6875	0.6796	0.6875	0.8291
0.4602	9.6832	978	0.6826	0.6842	0.6826	0.8262
0.4602	9.7030	980	0.6794	0.6842	0.6794	0.8242
0.4602	9.7228	982	0.6762	0.6961	0.6762	0.8223
0.4602	9.7426	984	0.6724	0.6961	0.6724	0.8200
0.4602	9.7624	986	0.6709	0.6961	0.6709	0.8191
0.4602	9.7822	988	0.6691	0.6961	0.6691	0.8180
0.4602	9.8020	990	0.6678	0.6961	0.6678	0.8172
0.4602	9.8218	992	0.6687	0.6961	0.6687	0.8177
0.4602	9.8416	994	0.6703	0.6961	0.6703	0.8187
0.4602	9.8614	996	0.6727	0.6961	0.6727	0.8202
0.4602	9.8812	998	0.6730	0.6961	0.6730	0.8204
0.0663	9.9010	1000	0.6748	0.6961	0.6748	0.8214
0.0663	9.9208	1002	0.6770	0.6857	0.6770	0.8228
0.0663	9.9406	1004	0.6785	0.6857	0.6785	0.8237
0.0663	9.9604	1006	0.6791	0.6857	0.6791	0.8241
0.0663	9.9802	1008	0.6797	0.6857	0.6797	0.8245
0.0663	10.0	1010	0.6799	0.6857	0.6799	0.8246

Framework versions

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