ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k16_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: 0.8329
• Qwk: 0.6530
• Mse: 0.8329
• Rmse: 0.9126

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	0.0222	2	5.2113	-0.0222	5.2113	2.2828
No log	0.0444	4	2.9840	0.1008	2.9840	1.7274
No log	0.0667	6	1.7370	0.1250	1.7370	1.3179
No log	0.0889	8	1.2156	0.2067	1.2156	1.1025
No log	0.1111	10	1.4141	0.0862	1.4141	1.1892
No log	0.1333	12	1.3565	0.1324	1.3565	1.1647
No log	0.1556	14	1.3093	0.1135	1.3093	1.1442
No log	0.1778	16	1.2989	0.0698	1.2989	1.1397
No log	0.2	18	1.1742	0.2224	1.1742	1.0836
No log	0.2222	20	1.3956	0.1621	1.3956	1.1814
No log	0.2444	22	1.1186	0.3046	1.1186	1.0577
No log	0.2667	24	0.9855	0.3321	0.9855	0.9927
No log	0.2889	26	0.9378	0.4565	0.9378	0.9684
No log	0.3111	28	1.6563	0.2904	1.6563	1.2870
No log	0.3333	30	2.0441	0.2105	2.0441	1.4297
No log	0.3556	32	1.3383	0.3755	1.3383	1.1569
No log	0.3778	34	0.9313	0.5137	0.9313	0.9650
No log	0.4	36	0.9950	0.5255	0.9950	0.9975
No log	0.4222	38	0.8586	0.5049	0.8586	0.9266
No log	0.4444	40	1.0801	0.4267	1.0801	1.0393
No log	0.4667	42	1.5751	0.2759	1.5751	1.2550
No log	0.4889	44	1.9445	0.2763	1.9445	1.3945
No log	0.5111	46	1.9545	0.2542	1.9545	1.3980
No log	0.5333	48	1.3931	0.3534	1.3931	1.1803
No log	0.5556	50	0.7946	0.5353	0.7946	0.8914
No log	0.5778	52	0.7566	0.5656	0.7566	0.8698
No log	0.6	54	0.7191	0.5543	0.7191	0.8480
No log	0.6222	56	0.7622	0.5966	0.7622	0.8731
No log	0.6444	58	0.7871	0.6290	0.7871	0.8872
No log	0.6667	60	0.7508	0.6779	0.7508	0.8665
No log	0.6889	62	0.7133	0.6741	0.7133	0.8445
No log	0.7111	64	0.6699	0.6748	0.6699	0.8185
No log	0.7333	66	0.6768	0.6866	0.6768	0.8227
No log	0.7556	68	0.7294	0.6419	0.7294	0.8541
No log	0.7778	70	0.6766	0.6898	0.6766	0.8225
No log	0.8	72	0.7322	0.6638	0.7322	0.8557
No log	0.8222	74	0.7675	0.6575	0.7675	0.8761
No log	0.8444	76	0.9594	0.6369	0.9594	0.9795
No log	0.8667	78	0.8965	0.6188	0.8965	0.9469
No log	0.8889	80	0.6719	0.6807	0.6719	0.8197
No log	0.9111	82	0.7924	0.6205	0.7924	0.8902
No log	0.9333	84	0.7387	0.6348	0.7387	0.8595
No log	0.9556	86	0.6551	0.6809	0.6551	0.8094
No log	0.9778	88	0.8104	0.6869	0.8104	0.9002
No log	1.0	90	1.0623	0.6174	1.0623	1.0307
No log	1.0222	92	1.0723	0.6286	1.0723	1.0355
No log	1.0444	94	0.8815	0.6408	0.8815	0.9389
No log	1.0667	96	0.9100	0.6624	0.9100	0.9540
No log	1.0889	98	1.0099	0.6256	1.0099	1.0049
No log	1.1111	100	1.1654	0.5879	1.1654	1.0795
No log	1.1333	102	0.9257	0.6883	0.9257	0.9621
No log	1.1556	104	0.6778	0.7382	0.6778	0.8233
No log	1.1778	106	0.6597	0.7223	0.6597	0.8122
No log	1.2	108	0.6841	0.6938	0.6841	0.8271
No log	1.2222	110	0.8199	0.6876	0.8199	0.9055
No log	1.2444	112	1.0046	0.6594	1.0046	1.0023
No log	1.2667	114	0.8788	0.6798	0.8788	0.9374
No log	1.2889	116	0.7608	0.7337	0.7608	0.8722
No log	1.3111	118	0.8422	0.7082	0.8422	0.9177
No log	1.3333	120	0.9870	0.6582	0.9870	0.9935
No log	1.3556	122	0.9085	0.6802	0.9085	0.9531
No log	1.3778	124	0.7279	0.7368	0.7279	0.8531
No log	1.4	126	0.8252	0.6710	0.8252	0.9084
No log	1.4222	128	0.8218	0.6740	0.8218	0.9065
No log	1.4444	130	0.7504	0.7063	0.7504	0.8663
No log	1.4667	132	0.8249	0.6929	0.8249	0.9082
No log	1.4889	134	1.2992	0.6186	1.2992	1.1398
No log	1.5111	136	1.5379	0.5723	1.5379	1.2401
No log	1.5333	138	1.4122	0.5774	1.4122	1.1884
No log	1.5556	140	1.0279	0.6383	1.0279	1.0138
No log	1.5778	142	0.8023	0.6540	0.8023	0.8957
No log	1.6	144	0.7976	0.6611	0.7976	0.8931
No log	1.6222	146	1.0175	0.5959	1.0175	1.0087
No log	1.6444	148	1.4136	0.5509	1.4136	1.1890
No log	1.6667	150	1.3284	0.5660	1.3284	1.1526
No log	1.6889	152	0.9646	0.6491	0.9646	0.9821
No log	1.7111	154	0.8094	0.7219	0.8094	0.8997
No log	1.7333	156	0.8318	0.7054	0.8318	0.9120
No log	1.7556	158	1.0285	0.6272	1.0285	1.0142
No log	1.7778	160	1.3928	0.5821	1.3928	1.1802
No log	1.8	162	1.3432	0.5760	1.3432	1.1590
No log	1.8222	164	0.9397	0.6245	0.9397	0.9694
No log	1.8444	166	0.7278	0.7191	0.7278	0.8531
No log	1.8667	168	0.7146	0.7148	0.7146	0.8454
No log	1.8889	170	0.7639	0.7039	0.7639	0.8740
No log	1.9111	172	0.9435	0.6608	0.9435	0.9713
No log	1.9333	174	0.9761	0.6570	0.9761	0.9880
No log	1.9556	176	0.7600	0.7339	0.7600	0.8718
No log	1.9778	178	0.6772	0.7384	0.6772	0.8229
No log	2.0	180	0.6663	0.7256	0.6663	0.8163
No log	2.0222	182	0.7671	0.7023	0.7671	0.8759
No log	2.0444	184	0.8947	0.6966	0.8947	0.9459
No log	2.0667	186	1.2288	0.6214	1.2288	1.1085
No log	2.0889	188	1.4932	0.5927	1.4932	1.2220
No log	2.1111	190	1.2841	0.6093	1.2841	1.1332
No log	2.1333	192	1.0088	0.6611	1.0088	1.0044
No log	2.1556	194	0.7961	0.7358	0.7961	0.8923
No log	2.1778	196	0.7596	0.7291	0.7596	0.8716
No log	2.2	198	0.8500	0.6490	0.8500	0.9220
No log	2.2222	200	1.0556	0.6060	1.0556	1.0274
No log	2.2444	202	1.1740	0.6238	1.1740	1.0835
No log	2.2667	204	1.1369	0.6197	1.1369	1.0662
No log	2.2889	206	1.2017	0.6175	1.2017	1.0962
No log	2.3111	208	1.0325	0.6438	1.0325	1.0161
No log	2.3333	210	0.9719	0.6718	0.9719	0.9858
No log	2.3556	212	0.9268	0.6589	0.9268	0.9627
No log	2.3778	214	0.7881	0.7140	0.7881	0.8878
No log	2.4	216	0.8136	0.6895	0.8136	0.9020
No log	2.4222	218	0.9833	0.6403	0.9833	0.9916
No log	2.4444	220	0.9584	0.6363	0.9584	0.9790
No log	2.4667	222	0.8240	0.6469	0.8240	0.9077
No log	2.4889	224	0.7045	0.6936	0.7045	0.8394
No log	2.5111	226	0.6800	0.7154	0.6800	0.8246
No log	2.5333	228	0.8110	0.6609	0.8110	0.9006
No log	2.5556	230	1.0843	0.6399	1.0843	1.0413
No log	2.5778	232	1.0913	0.6270	1.0913	1.0447
No log	2.6	234	0.8728	0.6650	0.8728	0.9343
No log	2.6222	236	0.8374	0.6806	0.8374	0.9151
No log	2.6444	238	0.9668	0.6520	0.9668	0.9833
No log	2.6667	240	1.1524	0.6274	1.1524	1.0735
No log	2.6889	242	1.1207	0.6387	1.1207	1.0586
No log	2.7111	244	0.8757	0.6667	0.8757	0.9358
No log	2.7333	246	0.6990	0.7271	0.6990	0.8361
No log	2.7556	248	0.6763	0.7216	0.6763	0.8224
No log	2.7778	250	0.7176	0.7350	0.7176	0.8471
No log	2.8	252	0.9021	0.6592	0.9021	0.9498
No log	2.8222	254	1.2217	0.6298	1.2217	1.1053
No log	2.8444	256	1.2150	0.6301	1.2150	1.1023
No log	2.8667	258	0.9253	0.6663	0.9253	0.9619
No log	2.8889	260	0.7684	0.7206	0.7684	0.8766
No log	2.9111	262	0.7802	0.7168	0.7802	0.8833
No log	2.9333	264	0.8294	0.6748	0.8294	0.9107
No log	2.9556	266	0.9610	0.6694	0.9610	0.9803
No log	2.9778	268	0.9127	0.6496	0.9127	0.9554
No log	3.0	270	0.7861	0.6710	0.7861	0.8866
No log	3.0222	272	0.7168	0.7039	0.7168	0.8467
No log	3.0444	274	0.6860	0.7193	0.6860	0.8282
No log	3.0667	276	0.7374	0.6739	0.7374	0.8587
No log	3.0889	278	0.8873	0.6428	0.8873	0.9420
No log	3.1111	280	1.0731	0.6296	1.0731	1.0359
No log	3.1333	282	1.0685	0.6278	1.0685	1.0337
No log	3.1556	284	0.8995	0.6260	0.8995	0.9484
No log	3.1778	286	0.6955	0.7294	0.6955	0.8340
No log	3.2	288	0.6742	0.7315	0.6742	0.8211
No log	3.2222	290	0.7812	0.6706	0.7812	0.8839
No log	3.2444	292	0.9868	0.6116	0.9868	0.9934
No log	3.2667	294	1.3215	0.5581	1.3215	1.1496
No log	3.2889	296	1.4499	0.5072	1.4499	1.2041
No log	3.3111	298	1.3075	0.5390	1.3075	1.1435
No log	3.3333	300	0.9783	0.6080	0.9783	0.9891
No log	3.3556	302	0.8223	0.6678	0.8223	0.9068
No log	3.3778	304	0.7789	0.6676	0.7789	0.8826
No log	3.4	306	0.8680	0.6515	0.8680	0.9317
No log	3.4222	308	1.0630	0.6089	1.0630	1.0310
No log	3.4444	310	1.0659	0.6145	1.0659	1.0324
No log	3.4667	312	0.8950	0.6392	0.8950	0.9461
No log	3.4889	314	0.6949	0.7347	0.6949	0.8336
No log	3.5111	316	0.6640	0.7497	0.6640	0.8149
No log	3.5333	318	0.6809	0.7492	0.6809	0.8252
No log	3.5556	320	0.7144	0.6785	0.7144	0.8452
No log	3.5778	322	0.9169	0.6358	0.9169	0.9575
No log	3.6	324	1.2713	0.6036	1.2713	1.1275
No log	3.6222	326	1.3488	0.5797	1.3488	1.1614
No log	3.6444	328	1.1887	0.6013	1.1887	1.0903
No log	3.6667	330	0.9030	0.6452	0.9030	0.9503
No log	3.6889	332	0.7457	0.6849	0.7457	0.8635
No log	3.7111	334	0.7470	0.7041	0.7470	0.8643
No log	3.7333	336	0.8725	0.6520	0.8725	0.9341
No log	3.7556	338	1.1471	0.6107	1.1471	1.0710
No log	3.7778	340	1.2481	0.5905	1.2481	1.1172
No log	3.8	342	1.1982	0.5793	1.1982	1.0946
No log	3.8222	344	1.1629	0.5734	1.1629	1.0784
No log	3.8444	346	0.9842	0.5885	0.9842	0.9920
No log	3.8667	348	0.8905	0.6059	0.8905	0.9437
No log	3.8889	350	0.9250	0.6003	0.9250	0.9618
No log	3.9111	352	0.9834	0.5957	0.9834	0.9917
No log	3.9333	354	0.9179	0.6217	0.9179	0.9581
No log	3.9556	356	0.8608	0.6730	0.8608	0.9278
No log	3.9778	358	0.8498	0.6770	0.8498	0.9218
No log	4.0	360	0.7865	0.6963	0.7865	0.8869
No log	4.0222	362	0.8242	0.6696	0.8242	0.9079
No log	4.0444	364	0.8137	0.6486	0.8137	0.9021
No log	4.0667	366	0.9025	0.6387	0.9025	0.9500
No log	4.0889	368	0.9010	0.6301	0.9010	0.9492
No log	4.1111	370	0.8067	0.6431	0.8067	0.8981
No log	4.1333	372	0.6790	0.7086	0.6790	0.8240
No log	4.1556	374	0.6206	0.7319	0.6206	0.7878
No log	4.1778	376	0.6431	0.7613	0.6431	0.8019
No log	4.2	378	0.7513	0.6837	0.7513	0.8668
No log	4.2222	380	0.9591	0.6482	0.9591	0.9793
No log	4.2444	382	1.0098	0.6311	1.0098	1.0049
No log	4.2667	384	0.9888	0.6298	0.9888	0.9944
No log	4.2889	386	0.8928	0.6503	0.8928	0.9449
No log	4.3111	388	0.8664	0.6485	0.8664	0.9308
No log	4.3333	390	0.8822	0.6250	0.8822	0.9392
No log	4.3556	392	0.9020	0.6057	0.9020	0.9498
No log	4.3778	394	0.8437	0.6076	0.8437	0.9185
No log	4.4	396	0.7327	0.6834	0.7327	0.8560
No log	4.4222	398	0.6622	0.7301	0.6622	0.8138
No log	4.4444	400	0.6886	0.7153	0.6886	0.8298
No log	4.4667	402	0.7372	0.6993	0.7372	0.8586
No log	4.4889	404	0.8513	0.6435	0.8513	0.9227
No log	4.5111	406	0.9764	0.6109	0.9764	0.9881
No log	4.5333	408	1.0707	0.6090	1.0707	1.0347
No log	4.5556	410	1.0535	0.6033	1.0535	1.0264
No log	4.5778	412	0.8928	0.6364	0.8928	0.9449
No log	4.6	414	0.7202	0.6976	0.7202	0.8487
No log	4.6222	416	0.6840	0.7031	0.6840	0.8270
No log	4.6444	418	0.6964	0.7231	0.6964	0.8345
No log	4.6667	420	0.7235	0.7156	0.7235	0.8506
No log	4.6889	422	0.7152	0.7093	0.7152	0.8457
No log	4.7111	424	0.7661	0.6827	0.7661	0.8753
No log	4.7333	426	0.7749	0.6760	0.7749	0.8803
No log	4.7556	428	0.7490	0.6897	0.7490	0.8654
No log	4.7778	430	0.7112	0.7374	0.7112	0.8433
No log	4.8	432	0.7437	0.6841	0.7437	0.8624
No log	4.8222	434	0.7795	0.6636	0.7795	0.8829
No log	4.8444	436	0.7531	0.6643	0.7531	0.8678
No log	4.8667	438	0.7410	0.6643	0.7410	0.8608
No log	4.8889	440	0.6714	0.7153	0.6714	0.8194
No log	4.9111	442	0.6369	0.7344	0.6369	0.7981
No log	4.9333	444	0.6882	0.7029	0.6882	0.8296
No log	4.9556	446	0.7343	0.6939	0.7343	0.8569
No log	4.9778	448	0.7176	0.6975	0.7176	0.8471
No log	5.0	450	0.7570	0.6716	0.7570	0.8701
No log	5.0222	452	0.7279	0.6801	0.7279	0.8532
No log	5.0444	454	0.7464	0.6733	0.7464	0.8640
No log	5.0667	456	0.7642	0.6494	0.7642	0.8742
No log	5.0889	458	0.8268	0.6317	0.8268	0.9093
No log	5.1111	460	0.7771	0.6402	0.7771	0.8816
No log	5.1333	462	0.6652	0.7109	0.6652	0.8156
No log	5.1556	464	0.6383	0.7341	0.6383	0.7989
No log	5.1778	466	0.6409	0.7303	0.6409	0.8005
No log	5.2	468	0.6462	0.7357	0.6462	0.8038
No log	5.2222	470	0.6421	0.7357	0.6421	0.8013
No log	5.2444	472	0.6155	0.7428	0.6155	0.7845
No log	5.2667	474	0.5982	0.7495	0.5982	0.7734
No log	5.2889	476	0.6048	0.7553	0.6048	0.7777
No log	5.3111	478	0.6706	0.7307	0.6706	0.8189
No log	5.3333	480	0.8426	0.6427	0.8426	0.9179
No log	5.3556	482	0.9781	0.6113	0.9781	0.9890
No log	5.3778	484	0.9674	0.6009	0.9674	0.9836
No log	5.4	486	0.9262	0.6095	0.9262	0.9624
No log	5.4222	488	0.8051	0.6429	0.8051	0.8973
No log	5.4444	490	0.7665	0.6719	0.7665	0.8755
No log	5.4667	492	0.7501	0.6719	0.7501	0.8661
No log	5.4889	494	0.7640	0.6676	0.7640	0.8740
No log	5.5111	496	0.8593	0.6301	0.8593	0.9270
No log	5.5333	498	0.9503	0.6088	0.9503	0.9748
0.4448	5.5556	500	1.0062	0.6182	1.0062	1.0031
0.4448	5.5778	502	1.0306	0.6165	1.0306	1.0152
0.4448	5.6	504	1.1057	0.5978	1.1057	1.0515
0.4448	5.6222	506	1.1943	0.5974	1.1943	1.0928
0.4448	5.6444	508	1.1357	0.5978	1.1357	1.0657
0.4448	5.6667	510	1.0562	0.6098	1.0562	1.0277
0.4448	5.6889	512	0.9936	0.6262	0.9936	0.9968
0.4448	5.7111	514	0.9845	0.5949	0.9845	0.9922
0.4448	5.7333	516	0.9454	0.6010	0.9454	0.9723
0.4448	5.7556	518	0.9256	0.5975	0.9256	0.9621
0.4448	5.7778	520	0.8884	0.5995	0.8884	0.9426
0.4448	5.8	522	0.8557	0.6185	0.8557	0.9250
0.4448	5.8222	524	0.8065	0.6272	0.8065	0.8980
0.4448	5.8444	526	0.7990	0.6307	0.7990	0.8939
0.4448	5.8667	528	0.8522	0.6207	0.8522	0.9231
0.4448	5.8889	530	0.8604	0.6177	0.8604	0.9276
0.4448	5.9111	532	0.8091	0.6444	0.8091	0.8995
0.4448	5.9333	534	0.7225	0.6850	0.7225	0.8500
0.4448	5.9556	536	0.7177	0.6789	0.7177	0.8472
0.4448	5.9778	538	0.7383	0.6729	0.7383	0.8593
0.4448	6.0	540	0.7005	0.7125	0.7005	0.8370
0.4448	6.0222	542	0.6561	0.7284	0.6561	0.8100
0.4448	6.0444	544	0.6450	0.7428	0.6450	0.8031
0.4448	6.0667	546	0.6648	0.7223	0.6648	0.8154
0.4448	6.0889	548	0.6983	0.7095	0.6983	0.8357
0.4448	6.1111	550	0.7287	0.6683	0.7287	0.8536
0.4448	6.1333	552	0.7229	0.6744	0.7229	0.8502
0.4448	6.1556	554	0.7164	0.6855	0.7164	0.8464
0.4448	6.1778	556	0.6784	0.7300	0.6784	0.8237
0.4448	6.2	558	0.6752	0.7265	0.6752	0.8217
0.4448	6.2222	560	0.7291	0.6842	0.7291	0.8539
0.4448	6.2444	562	0.8095	0.6442	0.8095	0.8997
0.4448	6.2667	564	0.8875	0.6424	0.8875	0.9421
0.4448	6.2889	566	0.8636	0.6515	0.8636	0.9293
0.4448	6.3111	568	0.7837	0.6469	0.7837	0.8853
0.4448	6.3333	570	0.7344	0.6806	0.7344	0.8569
0.4448	6.3556	572	0.6726	0.7091	0.6726	0.8201
0.4448	6.3778	574	0.6845	0.7130	0.6845	0.8273
0.4448	6.4	576	0.7539	0.6695	0.7539	0.8683
0.4448	6.4222	578	0.7771	0.6695	0.7771	0.8815
0.4448	6.4444	580	0.8121	0.6481	0.8121	0.9012
0.4448	6.4667	582	0.8298	0.6556	0.8298	0.9109
0.4448	6.4889	584	0.8635	0.6324	0.8635	0.9293
0.4448	6.5111	586	0.8314	0.6556	0.8314	0.9118
0.4448	6.5333	588	0.8167	0.6503	0.8167	0.9037
0.4448	6.5556	590	0.8248	0.6357	0.8248	0.9082
0.4448	6.5778	592	0.8631	0.6261	0.8631	0.9290
0.4448	6.6	594	0.8576	0.6261	0.8576	0.9261
0.4448	6.6222	596	0.8256	0.6344	0.8256	0.9086
0.4448	6.6444	598	0.8203	0.6357	0.8203	0.9057
0.4448	6.6667	600	0.7980	0.6518	0.7980	0.8933
0.4448	6.6889	602	0.7509	0.6737	0.7509	0.8665
0.4448	6.7111	604	0.7147	0.6914	0.7147	0.8454
0.4448	6.7333	606	0.7290	0.6820	0.7290	0.8538
0.4448	6.7556	608	0.7801	0.6560	0.7801	0.8832
0.4448	6.7778	610	0.8365	0.6413	0.8365	0.9146
0.4448	6.8	612	0.8402	0.6454	0.8402	0.9166
0.4448	6.8222	614	0.8851	0.6256	0.8851	0.9408
0.4448	6.8444	616	0.9142	0.6303	0.9142	0.9561
0.4448	6.8667	618	0.9322	0.6303	0.9322	0.9655
0.4448	6.8889	620	0.8811	0.6337	0.8811	0.9387
0.4448	6.9111	622	0.8241	0.6660	0.8241	0.9078
0.4448	6.9333	624	0.8449	0.6629	0.8449	0.9192
0.4448	6.9556	626	0.9382	0.6577	0.9382	0.9686
0.4448	6.9778	628	1.0527	0.6374	1.0527	1.0260
0.4448	7.0	630	1.1051	0.6337	1.1051	1.0512
0.4448	7.0222	632	1.0777	0.6373	1.0777	1.0381
0.4448	7.0444	634	0.9933	0.6505	0.9933	0.9967
0.4448	7.0667	636	0.8683	0.6775	0.8683	0.9318
0.4448	7.0889	638	0.8023	0.6704	0.8023	0.8957
0.4448	7.1111	640	0.8033	0.6720	0.8033	0.8962
0.4448	7.1333	642	0.8466	0.6481	0.8466	0.9201
0.4448	7.1556	644	0.8910	0.6440	0.8910	0.9439
0.4448	7.1778	646	0.8811	0.6378	0.8811	0.9387
0.4448	7.2	648	0.8250	0.6392	0.8250	0.9083
0.4448	7.2222	650	0.7597	0.6669	0.7597	0.8716
0.4448	7.2444	652	0.7473	0.6842	0.7473	0.8645
0.4448	7.2667	654	0.7814	0.6576	0.7814	0.8840
0.4448	7.2889	656	0.8103	0.6469	0.8103	0.9002
0.4448	7.3111	658	0.8640	0.6357	0.8640	0.9295
0.4448	7.3333	660	0.9310	0.6409	0.9310	0.9649
0.4448	7.3556	662	0.9901	0.6382	0.9901	0.9951
0.4448	7.3778	664	0.9996	0.6394	0.9996	0.9998
0.4448	7.4	666	0.9657	0.6389	0.9657	0.9827
0.4448	7.4222	668	0.9083	0.6403	0.9083	0.9530
0.4448	7.4444	670	0.8732	0.6343	0.8732	0.9345
0.4448	7.4667	672	0.8946	0.6403	0.8946	0.9458
0.4448	7.4889	674	0.8907	0.6316	0.8907	0.9438
0.4448	7.5111	676	0.8642	0.6269	0.8642	0.9296
0.4448	7.5333	678	0.8231	0.6469	0.8231	0.9072
0.4448	7.5556	680	0.8021	0.6602	0.8021	0.8956
0.4448	7.5778	682	0.8194	0.6510	0.8194	0.9052
0.4448	7.6	684	0.8518	0.6488	0.8518	0.9229
0.4448	7.6222	686	0.9129	0.6268	0.9129	0.9555
0.4448	7.6444	688	0.9581	0.6356	0.9581	0.9789
0.4448	7.6667	690	0.9528	0.6356	0.9528	0.9761
0.4448	7.6889	692	0.9170	0.6475	0.9170	0.9576
0.4448	7.7111	694	0.8411	0.6515	0.8411	0.9171
0.4448	7.7333	696	0.7752	0.6592	0.7752	0.8805
0.4448	7.7556	698	0.7052	0.7021	0.7052	0.8398
0.4448	7.7778	700	0.6870	0.7293	0.6870	0.8289
0.4448	7.8	702	0.6964	0.7191	0.6964	0.8345
0.4448	7.8222	704	0.7216	0.6927	0.7216	0.8495
0.4448	7.8444	706	0.7731	0.6559	0.7731	0.8792
0.4448	7.8667	708	0.7953	0.6476	0.7953	0.8918
0.4448	7.8889	710	0.7879	0.6476	0.7879	0.8876
0.4448	7.9111	712	0.7971	0.6435	0.7971	0.8928
0.4448	7.9333	714	0.8085	0.6435	0.8085	0.8992
0.4448	7.9556	716	0.8265	0.6406	0.8265	0.9091
0.4448	7.9778	718	0.8262	0.6420	0.8262	0.9090
0.4448	8.0	720	0.8185	0.6435	0.8185	0.9047
0.4448	8.0222	722	0.8109	0.6435	0.8109	0.9005
0.4448	8.0444	724	0.8080	0.6544	0.8080	0.8989
0.4448	8.0667	726	0.7880	0.6544	0.7880	0.8877
0.4448	8.0889	728	0.7867	0.6544	0.7867	0.8870
0.4448	8.1111	730	0.7872	0.6544	0.7872	0.8872
0.4448	8.1333	732	0.7841	0.6610	0.7841	0.8855
0.4448	8.1556	734	0.7855	0.6544	0.7855	0.8863
0.4448	8.1778	736	0.7739	0.6576	0.7739	0.8797
0.4448	8.2	738	0.7823	0.6576	0.7823	0.8845
0.4448	8.2222	740	0.7759	0.6617	0.7759	0.8808
0.4448	8.2444	742	0.7914	0.6510	0.7914	0.8896
0.4448	8.2667	744	0.8148	0.6386	0.8148	0.9027
0.4448	8.2889	746	0.8067	0.6386	0.8067	0.8982
0.4448	8.3111	748	0.8062	0.6386	0.8062	0.8979
0.4448	8.3333	750	0.7889	0.6400	0.7889	0.8882
0.4448	8.3556	752	0.7547	0.6525	0.7547	0.8687
0.4448	8.3778	754	0.7480	0.6708	0.7480	0.8649
0.4448	8.4	756	0.7604	0.6525	0.7604	0.8720
0.4448	8.4222	758	0.7732	0.6510	0.7732	0.8793
0.4448	8.4444	760	0.7995	0.6469	0.7995	0.8941
0.4448	8.4667	762	0.8329	0.6331	0.8329	0.9126
0.4448	8.4889	764	0.8491	0.6276	0.8491	0.9215
0.4448	8.5111	766	0.8546	0.6357	0.8546	0.9245
0.4448	8.5333	768	0.8563	0.6344	0.8563	0.9254
0.4448	8.5556	770	0.8565	0.6344	0.8565	0.9255
0.4448	8.5778	772	0.8628	0.6330	0.8628	0.9289
0.4448	8.6	774	0.8475	0.6344	0.8475	0.9206
0.4448	8.6222	776	0.8573	0.6344	0.8573	0.9259
0.4448	8.6444	778	0.8655	0.6344	0.8655	0.9303
0.4448	8.6667	780	0.8848	0.6390	0.8848	0.9406
0.4448	8.6889	782	0.8678	0.6344	0.8678	0.9315
0.4448	8.7111	784	0.8451	0.6357	0.8451	0.9193
0.4448	8.7333	786	0.8241	0.6386	0.8241	0.9078
0.4448	8.7556	788	0.8074	0.6442	0.8074	0.8986
0.4448	8.7778	790	0.8083	0.6484	0.8083	0.8990
0.4448	8.8	792	0.8270	0.6427	0.8270	0.9094
0.4448	8.8222	794	0.8556	0.6344	0.8556	0.9250
0.4448	8.8444	796	0.8680	0.6330	0.8680	0.9317
0.4448	8.8667	798	0.8633	0.6344	0.8633	0.9291
0.4448	8.8889	800	0.8502	0.6385	0.8502	0.9221
0.4448	8.9111	802	0.8560	0.6385	0.8560	0.9252
0.4448	8.9333	804	0.8552	0.6385	0.8552	0.9248
0.4448	8.9556	806	0.8495	0.6385	0.8495	0.9217
0.4448	8.9778	808	0.8634	0.6385	0.8634	0.9292
0.4448	9.0	810	0.8698	0.6344	0.8698	0.9326
0.4448	9.0222	812	0.8635	0.6385	0.8635	0.9292
0.4448	9.0444	814	0.8677	0.6344	0.8677	0.9315
0.4448	9.0667	816	0.8554	0.6385	0.8554	0.9249
0.4448	9.0889	818	0.8480	0.6399	0.8480	0.9209
0.4448	9.1111	820	0.8442	0.6399	0.8442	0.9188
0.4448	9.1333	822	0.8254	0.6427	0.8254	0.9085
0.4448	9.1556	824	0.8060	0.6518	0.8060	0.8978
0.4448	9.1778	826	0.7815	0.6534	0.7815	0.8840
0.4448	9.2	828	0.7747	0.6541	0.7747	0.8802
0.4448	9.2222	830	0.7741	0.6541	0.7741	0.8798
0.4448	9.2444	832	0.7894	0.6534	0.7894	0.8885
0.4448	9.2667	834	0.8108	0.6534	0.8108	0.9004
0.4448	9.2889	836	0.8383	0.6399	0.8383	0.9156
0.4448	9.3111	838	0.8602	0.6357	0.8602	0.9275
0.4448	9.3333	840	0.8716	0.6330	0.8716	0.9336
0.4448	9.3556	842	0.8842	0.6330	0.8842	0.9403
0.4448	9.3778	844	0.8871	0.6330	0.8871	0.9419
0.4448	9.4	846	0.8843	0.6330	0.8843	0.9404
0.4448	9.4222	848	0.8733	0.6457	0.8733	0.9345
0.4448	9.4444	850	0.8558	0.6385	0.8558	0.9251
0.4448	9.4667	852	0.8509	0.6474	0.8509	0.9225
0.4448	9.4889	854	0.8483	0.6474	0.8483	0.9210
0.4448	9.5111	856	0.8454	0.6474	0.8454	0.9195
0.4448	9.5333	858	0.8446	0.6488	0.8446	0.9190
0.4448	9.5556	860	0.8437	0.6488	0.8437	0.9185
0.4448	9.5778	862	0.8392	0.6488	0.8392	0.9161
0.4448	9.6	864	0.8292	0.6496	0.8292	0.9106
0.4448	9.6222	866	0.8214	0.6496	0.8214	0.9063
0.4448	9.6444	868	0.8167	0.6510	0.8167	0.9037
0.4448	9.6667	870	0.8115	0.6552	0.8115	0.9008
0.4448	9.6889	872	0.8101	0.6526	0.8101	0.9001
0.4448	9.7111	874	0.8076	0.6541	0.8076	0.8987
0.4448	9.7333	876	0.8086	0.6541	0.8086	0.8992
0.4448	9.7556	878	0.8133	0.6526	0.8133	0.9018
0.4448	9.7778	880	0.8178	0.6510	0.8178	0.9043
0.4448	9.8	882	0.8204	0.6510	0.8204	0.9057
0.4448	9.8222	884	0.8233	0.6496	0.8233	0.9074
0.4448	9.8444	886	0.8254	0.6496	0.8254	0.9085
0.4448	9.8667	888	0.8298	0.6530	0.8298	0.9109
0.4448	9.8889	890	0.8327	0.6530	0.8327	0.9125
0.4448	9.9111	892	0.8333	0.6530	0.8333	0.9128
0.4448	9.9333	894	0.8338	0.6530	0.8338	0.9132
0.4448	9.9556	896	0.8335	0.6530	0.8335	0.9130
0.4448	9.9778	898	0.8331	0.6530	0.8331	0.9127
0.4448	10.0	900	0.8329	0.6530	0.8329	0.9126

Framework versions

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