ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run3_AugV5_k19_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: 0.7756
• Qwk: 0.7009
• Mse: 0.7756
• Rmse: 0.8807

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	0.0202	2	5.2608	-0.0042	5.2608	2.2936
No log	0.0404	4	3.2723	0.0685	3.2723	1.8089
No log	0.0606	6	2.0947	0.0411	2.0947	1.4473
No log	0.0808	8	1.8029	0.0984	1.8029	1.3427
No log	0.1010	10	1.2545	0.1742	1.2545	1.1201
No log	0.1212	12	1.1637	0.2004	1.1637	1.0787
No log	0.1414	14	1.2511	0.1528	1.2511	1.1185
No log	0.1616	16	1.2949	0.2220	1.2949	1.1380
No log	0.1818	18	1.1849	0.1418	1.1849	1.0885
No log	0.2020	20	1.1317	0.0899	1.1317	1.0638
No log	0.2222	22	1.1011	0.1497	1.1011	1.0493
No log	0.2424	24	1.0558	0.1981	1.0558	1.0275
No log	0.2626	26	1.0281	0.2545	1.0281	1.0140
No log	0.2828	28	1.1239	0.1964	1.1239	1.0602
No log	0.3030	30	1.5615	0.0854	1.5615	1.2496
No log	0.3232	32	1.6454	0.1218	1.6454	1.2827
No log	0.3434	34	1.4274	0.2264	1.4274	1.1947
No log	0.3636	36	1.0414	0.3845	1.0414	1.0205
No log	0.3838	38	0.9052	0.4487	0.9052	0.9514
No log	0.4040	40	0.9090	0.4874	0.9090	0.9534
No log	0.4242	42	0.8653	0.4928	0.8653	0.9302
No log	0.4444	44	0.8738	0.4813	0.8738	0.9347
No log	0.4646	46	0.9348	0.4742	0.9348	0.9669
No log	0.4848	48	0.9397	0.4561	0.9397	0.9694
No log	0.5051	50	0.9857	0.4440	0.9857	0.9928
No log	0.5253	52	1.0033	0.4636	1.0033	1.0017
No log	0.5455	54	0.8787	0.5678	0.8787	0.9374
No log	0.5657	56	0.8674	0.5665	0.8674	0.9314
No log	0.5859	58	1.1136	0.4420	1.1136	1.0553
No log	0.6061	60	1.3803	0.4046	1.3803	1.1749
No log	0.6263	62	1.3867	0.4190	1.3867	1.1776
No log	0.6465	64	1.1254	0.4559	1.1254	1.0608
No log	0.6667	66	1.0060	0.4869	1.0060	1.0030
No log	0.6869	68	1.2632	0.4823	1.2632	1.1239
No log	0.7071	70	1.2730	0.4871	1.2730	1.1283
No log	0.7273	72	1.1094	0.5036	1.1094	1.0533
No log	0.7475	74	0.9760	0.5626	0.9760	0.9879
No log	0.7677	76	1.1850	0.4890	1.1850	1.0886
No log	0.7879	78	1.1946	0.4890	1.1946	1.0930
No log	0.8081	80	1.1152	0.4865	1.1152	1.0560
No log	0.8283	82	0.9690	0.5020	0.9690	0.9844
No log	0.8485	84	0.9843	0.5283	0.9843	0.9921
No log	0.8687	86	1.0380	0.5504	1.0380	1.0188
No log	0.8889	88	1.2826	0.4665	1.2826	1.1325
No log	0.9091	90	1.3877	0.4331	1.3877	1.1780
No log	0.9293	92	1.1696	0.5113	1.1696	1.0815
No log	0.9495	94	0.8464	0.5633	0.8464	0.9200
No log	0.9697	96	0.8294	0.5943	0.8294	0.9107
No log	0.9899	98	1.0167	0.5469	1.0167	1.0083
No log	1.0101	100	1.1986	0.4971	1.1986	1.0948
No log	1.0303	102	1.4124	0.4690	1.4124	1.1884
No log	1.0505	104	1.5071	0.4216	1.5071	1.2276
No log	1.0707	106	1.3898	0.4377	1.3898	1.1789
No log	1.0909	108	1.1954	0.4967	1.1954	1.0934
No log	1.1111	110	1.1572	0.5146	1.1572	1.0758
No log	1.1313	112	1.0843	0.5250	1.0843	1.0413
No log	1.1515	114	1.3559	0.5203	1.3559	1.1644
No log	1.1717	116	1.6303	0.4602	1.6303	1.2768
No log	1.1919	118	1.4196	0.4931	1.4196	1.1915
No log	1.2121	120	1.1794	0.5430	1.1794	1.0860
No log	1.2323	122	1.1294	0.5464	1.1294	1.0627
No log	1.2525	124	0.9621	0.5708	0.9621	0.9809
No log	1.2727	126	0.8897	0.6408	0.8897	0.9432
No log	1.2929	128	0.9993	0.6236	0.9993	0.9997
No log	1.3131	130	0.9807	0.6158	0.9807	0.9903
No log	1.3333	132	0.9386	0.6143	0.9386	0.9688
No log	1.3535	134	1.1561	0.5959	1.1561	1.0752
No log	1.3737	136	1.4959	0.4740	1.4959	1.2231
No log	1.3939	138	1.4350	0.5019	1.4350	1.1979
No log	1.4141	140	1.0335	0.6021	1.0335	1.0166
No log	1.4343	142	0.7080	0.6943	0.7080	0.8414
No log	1.4545	144	0.6795	0.7160	0.6795	0.8243
No log	1.4747	146	0.7015	0.6742	0.7015	0.8376
No log	1.4949	148	0.8490	0.6358	0.8490	0.9214
No log	1.5152	150	1.1642	0.5765	1.1642	1.0790
No log	1.5354	152	1.4599	0.5145	1.4599	1.2082
No log	1.5556	154	1.4085	0.5097	1.4085	1.1868
No log	1.5758	156	1.0684	0.5951	1.0684	1.0336
No log	1.5960	158	0.9397	0.6013	0.9397	0.9694
No log	1.6162	160	1.0218	0.5956	1.0218	1.0108
No log	1.6364	162	0.9713	0.6032	0.9713	0.9856
No log	1.6566	164	1.0895	0.5792	1.0895	1.0438
No log	1.6768	166	1.3519	0.5222	1.3519	1.1627
No log	1.6970	168	1.4053	0.4989	1.4053	1.1854
No log	1.7172	170	1.3452	0.4641	1.3452	1.1598
No log	1.7374	172	1.1496	0.4999	1.1496	1.0722
No log	1.7576	174	0.8778	0.5943	0.8778	0.9369
No log	1.7778	176	0.8108	0.6150	0.8108	0.9004
No log	1.7980	178	0.9031	0.5816	0.9031	0.9503
No log	1.8182	180	1.0647	0.5534	1.0647	1.0318
No log	1.8384	182	1.2509	0.5187	1.2509	1.1184
No log	1.8586	184	1.1719	0.5598	1.1719	1.0825
No log	1.8788	186	0.9753	0.5974	0.9753	0.9876
No log	1.8990	188	0.9482	0.6081	0.9482	0.9738
No log	1.9192	190	0.8734	0.5829	0.8734	0.9345
No log	1.9394	192	0.7452	0.6231	0.7452	0.8632
No log	1.9596	194	0.6619	0.7074	0.6619	0.8136
No log	1.9798	196	0.6690	0.7146	0.6690	0.8179
No log	2.0	198	0.7266	0.6935	0.7266	0.8524
No log	2.0202	200	0.8698	0.6931	0.8698	0.9326
No log	2.0404	202	1.0115	0.6429	1.0115	1.0057
No log	2.0606	204	0.9417	0.6552	0.9417	0.9704
No log	2.0808	206	0.8487	0.6656	0.8487	0.9212
No log	2.1010	208	0.7532	0.6667	0.7532	0.8679
No log	2.1212	210	0.6389	0.7274	0.6389	0.7993
No log	2.1414	212	0.6305	0.7222	0.6305	0.7940
No log	2.1616	214	0.6592	0.7054	0.6592	0.8119
No log	2.1818	216	0.7063	0.7064	0.7063	0.8404
No log	2.2020	218	0.7596	0.6958	0.7596	0.8716
No log	2.2222	220	0.8121	0.6813	0.8121	0.9012
No log	2.2424	222	0.7800	0.6990	0.7800	0.8831
No log	2.2626	224	0.7413	0.7046	0.7413	0.8610
No log	2.2828	226	0.6548	0.7382	0.6548	0.8092
No log	2.3030	228	0.6404	0.7187	0.6404	0.8003
No log	2.3232	230	0.6943	0.7192	0.6943	0.8332
No log	2.3434	232	0.9151	0.6515	0.9151	0.9566
No log	2.3636	234	1.2310	0.5631	1.2310	1.1095
No log	2.3838	236	1.2040	0.5618	1.2040	1.0973
No log	2.4040	238	0.9366	0.6098	0.9366	0.9678
No log	2.4242	240	0.7365	0.6995	0.7365	0.8582
No log	2.4444	242	0.6937	0.7196	0.6937	0.8329
No log	2.4646	244	0.7166	0.6975	0.7166	0.8465
No log	2.4848	246	0.8452	0.6775	0.8452	0.9193
No log	2.5051	248	1.0365	0.6616	1.0365	1.0181
No log	2.5253	250	1.0655	0.6590	1.0655	1.0322
No log	2.5455	252	1.1900	0.6262	1.1900	1.0909
No log	2.5657	254	1.1899	0.6184	1.1899	1.0908
No log	2.5859	256	1.0785	0.6150	1.0785	1.0385
No log	2.6061	258	0.9480	0.6310	0.9480	0.9736
No log	2.6263	260	0.9128	0.6288	0.9128	0.9554
No log	2.6465	262	0.8758	0.6494	0.8758	0.9358
No log	2.6667	264	0.8253	0.6801	0.8253	0.9084
No log	2.6869	266	0.7991	0.6951	0.7991	0.8939
No log	2.7071	268	0.9135	0.6298	0.9135	0.9558
No log	2.7273	270	0.9839	0.6163	0.9839	0.9919
No log	2.7475	272	1.1263	0.5819	1.1263	1.0613
No log	2.7677	274	1.1839	0.5852	1.1839	1.0881
No log	2.7879	276	1.1037	0.5696	1.1037	1.0506
No log	2.8081	278	1.0235	0.5808	1.0235	1.0117
No log	2.8283	280	1.0305	0.5775	1.0305	1.0151
No log	2.8485	282	0.9862	0.6151	0.9862	0.9931
No log	2.8687	284	0.8576	0.6240	0.8576	0.9261
No log	2.8889	286	0.8928	0.6248	0.8928	0.9449
No log	2.9091	288	1.0785	0.5803	1.0785	1.0385
No log	2.9293	290	1.3129	0.5598	1.3129	1.1458
No log	2.9495	292	1.2496	0.5678	1.2496	1.1178
No log	2.9697	294	0.9700	0.6064	0.9700	0.9849
No log	2.9899	296	0.7317	0.6927	0.7317	0.8554
No log	3.0101	298	0.6732	0.7017	0.6732	0.8205
No log	3.0303	300	0.7023	0.6629	0.7023	0.8380
No log	3.0505	302	0.7988	0.6351	0.7988	0.8938
No log	3.0707	304	1.0130	0.6021	1.0130	1.0065
No log	3.0909	306	1.0581	0.6063	1.0581	1.0287
No log	3.1111	308	0.8702	0.6530	0.8702	0.9329
No log	3.1313	310	0.6772	0.7251	0.6772	0.8229
No log	3.1515	312	0.6340	0.7441	0.6340	0.7963
No log	3.1717	314	0.6370	0.7350	0.6370	0.7981
No log	3.1919	316	0.6726	0.7327	0.6726	0.8201
No log	3.2121	318	0.7302	0.7230	0.7302	0.8545
No log	3.2323	320	0.7186	0.7230	0.7186	0.8477
No log	3.2525	322	0.7615	0.7072	0.7615	0.8726
No log	3.2727	324	0.9078	0.6467	0.9078	0.9528
No log	3.2929	326	0.9088	0.6116	0.9088	0.9533
No log	3.3131	328	0.8310	0.6221	0.8310	0.9116
No log	3.3333	330	0.7603	0.6707	0.7603	0.8719
No log	3.3535	332	0.7377	0.7189	0.7377	0.8589
No log	3.3737	334	0.7381	0.7217	0.7381	0.8591
No log	3.3939	336	0.8443	0.6842	0.8443	0.9188
No log	3.4141	338	0.9240	0.6831	0.9240	0.9612
No log	3.4343	340	0.8244	0.7174	0.8244	0.9080
No log	3.4545	342	0.7135	0.7292	0.7135	0.8447
No log	3.4747	344	0.7073	0.7289	0.7073	0.8410
No log	3.4949	346	0.7574	0.7052	0.7574	0.8703
No log	3.5152	348	0.8032	0.6846	0.8032	0.8962
No log	3.5354	350	0.7432	0.6804	0.7432	0.8621
No log	3.5556	352	0.7317	0.6804	0.7317	0.8554
No log	3.5758	354	0.8042	0.6742	0.8042	0.8968
No log	3.5960	356	0.8415	0.6760	0.8415	0.9173
No log	3.6162	358	0.7873	0.6802	0.7873	0.8873
No log	3.6364	360	0.7831	0.6957	0.7831	0.8849
No log	3.6566	362	0.8664	0.6162	0.8664	0.9308
No log	3.6768	364	1.0241	0.6097	1.0241	1.0120
No log	3.6970	366	1.1272	0.6125	1.1272	1.0617
No log	3.7172	368	1.1288	0.6088	1.1288	1.0624
No log	3.7374	370	1.1008	0.6010	1.1008	1.0492
No log	3.7576	372	1.1252	0.6	1.1252	1.0608
No log	3.7778	374	1.1361	0.5959	1.1361	1.0659
No log	3.7980	376	1.0203	0.6109	1.0203	1.0101
No log	3.8182	378	0.8731	0.6258	0.8731	0.9344
No log	3.8384	380	0.7981	0.6861	0.7981	0.8934
No log	3.8586	382	0.7492	0.7100	0.7492	0.8655
No log	3.8788	384	0.7112	0.7202	0.7112	0.8433
No log	3.8990	386	0.7760	0.7062	0.7760	0.8809
No log	3.9192	388	0.9746	0.6273	0.9746	0.9872
No log	3.9394	390	1.0971	0.6070	1.0971	1.0474
No log	3.9596	392	1.0974	0.6146	1.0974	1.0476
No log	3.9798	394	1.1225	0.6217	1.1225	1.0595
No log	4.0	396	1.0342	0.6198	1.0342	1.0169
No log	4.0202	398	0.9695	0.6371	0.9695	0.9846
No log	4.0404	400	0.8574	0.6381	0.8574	0.9260
No log	4.0606	402	0.8281	0.6311	0.8281	0.9100
No log	4.0808	404	0.8643	0.6185	0.8643	0.9297
No log	4.1010	406	0.9996	0.6129	0.9996	0.9998
No log	4.1212	408	1.0741	0.5963	1.0741	1.0364
No log	4.1414	410	1.0399	0.6121	1.0399	1.0198
No log	4.1616	412	0.9152	0.6218	0.9152	0.9566
No log	4.1818	414	0.8741	0.6404	0.8741	0.9349
No log	4.2020	416	0.9332	0.6296	0.9332	0.9660
No log	4.2222	418	0.9668	0.6197	0.9668	0.9832
No log	4.2424	420	0.9262	0.6549	0.9262	0.9624
No log	4.2626	422	0.8459	0.6897	0.8459	0.9197
No log	4.2828	424	0.8415	0.6855	0.8415	0.9173
No log	4.3030	426	0.8410	0.6987	0.8410	0.9171
No log	4.3232	428	0.7987	0.6852	0.7987	0.8937
No log	4.3434	430	0.7563	0.6955	0.7563	0.8697
No log	4.3636	432	0.7215	0.7058	0.7215	0.8494
No log	4.3838	434	0.7050	0.6925	0.7050	0.8396
No log	4.4040	436	0.7280	0.6966	0.7280	0.8532
No log	4.4242	438	0.7589	0.6916	0.7589	0.8711
No log	4.4444	440	0.7710	0.6976	0.7710	0.8781
No log	4.4646	442	0.7587	0.6934	0.7587	0.8710
No log	4.4848	444	0.7857	0.6933	0.7857	0.8864
No log	4.5051	446	0.7488	0.6934	0.7488	0.8653
No log	4.5253	448	0.7194	0.6972	0.7194	0.8481
No log	4.5455	450	0.7663	0.6909	0.7663	0.8754
No log	4.5657	452	0.8176	0.6945	0.8176	0.9042
No log	4.5859	454	0.7945	0.6909	0.7945	0.8913
No log	4.6061	456	0.7523	0.6909	0.7523	0.8674
No log	4.6263	458	0.7803	0.7109	0.7803	0.8833
No log	4.6465	460	0.7960	0.7109	0.7960	0.8922
No log	4.6667	462	0.7541	0.7189	0.7541	0.8684
No log	4.6869	464	0.7233	0.7179	0.7233	0.8505
No log	4.7071	466	0.7352	0.7138	0.7352	0.8574
No log	4.7273	468	0.7604	0.7231	0.7604	0.8720
No log	4.7475	470	0.8170	0.7150	0.8170	0.9039
No log	4.7677	472	0.9028	0.6723	0.9028	0.9502
No log	4.7879	474	0.8977	0.6714	0.8977	0.9475
No log	4.8081	476	0.8245	0.6970	0.8245	0.9080
No log	4.8283	478	0.7755	0.7160	0.7755	0.8806
No log	4.8485	480	0.7558	0.7065	0.7558	0.8694
No log	4.8687	482	0.7837	0.7074	0.7837	0.8853
No log	4.8889	484	0.7849	0.7042	0.7849	0.8860
No log	4.9091	486	0.7939	0.7042	0.7939	0.8910
No log	4.9293	488	0.7702	0.7021	0.7702	0.8776
No log	4.9495	490	0.7560	0.7057	0.7560	0.8695
No log	4.9697	492	0.7272	0.7204	0.7272	0.8528
No log	4.9899	494	0.7275	0.7204	0.7275	0.8529
No log	5.0101	496	0.7429	0.7205	0.7429	0.8619
No log	5.0303	498	0.7606	0.7236	0.7606	0.8721
0.4499	5.0505	500	0.7468	0.7181	0.7468	0.8642
0.4499	5.0707	502	0.8002	0.7267	0.8002	0.8945
0.4499	5.0909	504	0.8346	0.7018	0.8346	0.9136
0.4499	5.1111	506	0.7880	0.6955	0.7880	0.8877
0.4499	5.1313	508	0.7442	0.7195	0.7442	0.8627
0.4499	5.1515	510	0.7484	0.7121	0.7484	0.8651
0.4499	5.1717	512	0.7446	0.7167	0.7446	0.8629
0.4499	5.1919	514	0.7450	0.7306	0.7450	0.8631
0.4499	5.2121	516	0.7701	0.6973	0.7701	0.8776
0.4499	5.2323	518	0.7963	0.7001	0.7963	0.8923
0.4499	5.2525	520	0.7581	0.7127	0.7581	0.8707
0.4499	5.2727	522	0.6984	0.7094	0.6984	0.8357
0.4499	5.2929	524	0.6578	0.7226	0.6578	0.8110
0.4499	5.3131	526	0.6439	0.7273	0.6439	0.8024
0.4499	5.3333	528	0.6520	0.7287	0.6520	0.8074
0.4499	5.3535	530	0.7142	0.7286	0.7142	0.8451
0.4499	5.3737	532	0.8390	0.6765	0.8390	0.9159
0.4499	5.3939	534	0.9032	0.6633	0.9032	0.9504
0.4499	5.4141	536	0.8739	0.6701	0.8739	0.9348
0.4499	5.4343	538	0.8107	0.7239	0.8107	0.9004
0.4499	5.4545	540	0.7441	0.7169	0.7441	0.8626
0.4499	5.4747	542	0.7120	0.7222	0.7120	0.8438
0.4499	5.4949	544	0.7183	0.7154	0.7183	0.8475
0.4499	5.5152	546	0.7464	0.7156	0.7464	0.8639
0.4499	5.5354	548	0.8098	0.7223	0.8098	0.8999
0.4499	5.5556	550	0.8237	0.6950	0.8237	0.9076
0.4499	5.5758	552	0.8212	0.6754	0.8212	0.9062
0.4499	5.5960	554	0.7577	0.6699	0.7577	0.8705
0.4499	5.6162	556	0.6663	0.7285	0.6663	0.8163
0.4499	5.6364	558	0.6370	0.7397	0.6370	0.7981
0.4499	5.6566	560	0.6495	0.7268	0.6495	0.8059
0.4499	5.6768	562	0.7151	0.7077	0.7151	0.8456
0.4499	5.6970	564	0.8389	0.6855	0.8389	0.9159
0.4499	5.7172	566	0.9316	0.6409	0.9316	0.9652
0.4499	5.7374	568	0.9188	0.6364	0.9188	0.9586
0.4499	5.7576	570	0.8750	0.6847	0.8750	0.9354
0.4499	5.7778	572	0.7921	0.7004	0.7921	0.8900
0.4499	5.7980	574	0.7095	0.7096	0.7095	0.8423
0.4499	5.8182	576	0.6693	0.7247	0.6693	0.8181
0.4499	5.8384	578	0.6766	0.7221	0.6766	0.8226
0.4499	5.8586	580	0.7211	0.7117	0.7211	0.8492
0.4499	5.8788	582	0.8199	0.6933	0.8199	0.9055
0.4499	5.8990	584	0.9111	0.6317	0.9111	0.9545
0.4499	5.9192	586	0.9959	0.6212	0.9959	0.9979
0.4499	5.9394	588	0.9779	0.6169	0.9779	0.9889
0.4499	5.9596	590	0.8984	0.6245	0.8984	0.9478
0.4499	5.9798	592	0.8358	0.6566	0.8358	0.9142
0.4499	6.0	594	0.8035	0.6859	0.8035	0.8964
0.4499	6.0202	596	0.7808	0.6990	0.7808	0.8836
0.4499	6.0404	598	0.8093	0.6933	0.8093	0.8996
0.4499	6.0606	600	0.8201	0.6870	0.8201	0.9056
0.4499	6.0808	602	0.8361	0.6756	0.8361	0.9144
0.4499	6.1010	604	0.8300	0.6740	0.8300	0.9110
0.4499	6.1212	606	0.8453	0.6834	0.8453	0.9194
0.4499	6.1414	608	0.8142	0.6834	0.8142	0.9023
0.4499	6.1616	610	0.7421	0.7116	0.7421	0.8615
0.4499	6.1818	612	0.7124	0.7031	0.7124	0.8441
0.4499	6.2020	614	0.7039	0.7027	0.7039	0.8390
0.4499	6.2222	616	0.6789	0.7317	0.6789	0.8240
0.4499	6.2424	618	0.7048	0.7031	0.7048	0.8395
0.4499	6.2626	620	0.7163	0.7044	0.7163	0.8464
0.4499	6.2828	622	0.7033	0.7208	0.7033	0.8386
0.4499	6.3030	624	0.7167	0.7077	0.7167	0.8466
0.4499	6.3232	626	0.7525	0.7081	0.7525	0.8675
0.4499	6.3434	628	0.7859	0.7124	0.7859	0.8865
0.4499	6.3636	630	0.8129	0.6937	0.8129	0.9016
0.4499	6.3838	632	0.8097	0.6977	0.8097	0.8998
0.4499	6.4040	634	0.7723	0.7053	0.7723	0.8788
0.4499	6.4242	636	0.7722	0.7053	0.7722	0.8788
0.4499	6.4444	638	0.7535	0.7201	0.7535	0.8680
0.4499	6.4646	640	0.7150	0.7338	0.7150	0.8456
0.4499	6.4848	642	0.7072	0.7338	0.7072	0.8410
0.4499	6.5051	644	0.6866	0.7403	0.6866	0.8286
0.4499	6.5253	646	0.6918	0.7403	0.6918	0.8318
0.4499	6.5455	648	0.7302	0.7364	0.7302	0.8545
0.4499	6.5657	650	0.7811	0.6951	0.7811	0.8838
0.4499	6.5859	652	0.8125	0.6950	0.8125	0.9014
0.4499	6.6061	654	0.8251	0.7033	0.8251	0.9084
0.4499	6.6263	656	0.7903	0.7040	0.7903	0.8890
0.4499	6.6465	658	0.7638	0.7072	0.7638	0.8740
0.4499	6.6667	660	0.7405	0.7072	0.7405	0.8605
0.4499	6.6869	662	0.7135	0.7229	0.7135	0.8447
0.4499	6.7071	664	0.7265	0.7069	0.7265	0.8523
0.4499	6.7273	666	0.7289	0.7069	0.7289	0.8538
0.4499	6.7475	668	0.7717	0.7069	0.7717	0.8785
0.4499	6.7677	670	0.8860	0.6807	0.8860	0.9413
0.4499	6.7879	672	0.9648	0.6277	0.9648	0.9823
0.4499	6.8081	674	1.0142	0.6036	1.0142	1.0071
0.4499	6.8283	676	1.0134	0.6117	1.0134	1.0067
0.4499	6.8485	678	0.9413	0.6377	0.9413	0.9702
0.4499	6.8687	680	0.8950	0.6386	0.8950	0.9461
0.4499	6.8889	682	0.9043	0.6385	0.9043	0.9510
0.4499	6.9091	684	0.9164	0.6452	0.9164	0.9573
0.4499	6.9293	686	0.9586	0.6396	0.9586	0.9791
0.4499	6.9495	688	0.9769	0.6210	0.9769	0.9884
0.4499	6.9697	690	0.9998	0.6196	0.9998	0.9999
0.4499	6.9899	692	1.0340	0.6136	1.0340	1.0169
0.4499	7.0101	694	1.0280	0.6184	1.0280	1.0139
0.4499	7.0303	696	0.9799	0.6245	0.9799	0.9899
0.4499	7.0505	698	0.9199	0.6555	0.9199	0.9591
0.4499	7.0707	700	0.8452	0.6948	0.8452	0.9194
0.4499	7.0909	702	0.7973	0.7179	0.7973	0.8929
0.4499	7.1111	704	0.7419	0.7096	0.7419	0.8614
0.4499	7.1313	706	0.7336	0.7014	0.7336	0.8565
0.4499	7.1515	708	0.7380	0.7109	0.7380	0.8591
0.4499	7.1717	710	0.7492	0.7136	0.7492	0.8656
0.4499	7.1919	712	0.7439	0.7136	0.7439	0.8625
0.4499	7.2121	714	0.7297	0.7136	0.7297	0.8542
0.4499	7.2323	716	0.7170	0.7077	0.7170	0.8468
0.4499	7.2525	718	0.7073	0.7159	0.7073	0.8410
0.4499	7.2727	720	0.6923	0.7132	0.6923	0.8320
0.4499	7.2929	722	0.7152	0.7159	0.7152	0.8457
0.4499	7.3131	724	0.7311	0.7219	0.7311	0.8551
0.4499	7.3333	726	0.7339	0.7218	0.7339	0.8567
0.4499	7.3535	728	0.7375	0.7232	0.7375	0.8588
0.4499	7.3737	730	0.7480	0.7084	0.7480	0.8649
0.4499	7.3939	732	0.7221	0.7090	0.7221	0.8498
0.4499	7.4141	734	0.7099	0.7090	0.7099	0.8425
0.4499	7.4343	736	0.6842	0.7117	0.6842	0.8272
0.4499	7.4545	738	0.6818	0.7083	0.6818	0.8257
0.4499	7.4747	740	0.6843	0.6990	0.6843	0.8272
0.4499	7.4949	742	0.7157	0.7203	0.7157	0.8460
0.4499	7.5152	744	0.7351	0.7282	0.7351	0.8574
0.4499	7.5354	746	0.7392	0.7070	0.7392	0.8598
0.4499	7.5556	748	0.7548	0.7087	0.7548	0.8688
0.4499	7.5758	750	0.7812	0.7037	0.7812	0.8838
0.4499	7.5960	752	0.8179	0.7037	0.8179	0.9044
0.4499	7.6162	754	0.8668	0.6908	0.8668	0.9310
0.4499	7.6364	756	0.8767	0.6908	0.8767	0.9363
0.4499	7.6566	758	0.8843	0.6844	0.8843	0.9404
0.4499	7.6768	760	0.8625	0.6908	0.8625	0.9287
0.4499	7.6970	762	0.8191	0.7041	0.8191	0.9050
0.4499	7.7172	764	0.7745	0.6968	0.7745	0.8800
0.4499	7.7374	766	0.7447	0.6850	0.7447	0.8630
0.4499	7.7576	768	0.7394	0.6995	0.7394	0.8599
0.4499	7.7778	770	0.7663	0.6850	0.7663	0.8754
0.4499	7.7980	772	0.8139	0.7001	0.8139	0.9022
0.4499	7.8182	774	0.8416	0.6908	0.8416	0.9174
0.4499	7.8384	776	0.8424	0.6908	0.8424	0.9178
0.4499	7.8586	778	0.8196	0.6914	0.8196	0.9053
0.4499	7.8788	780	0.7977	0.6955	0.7977	0.8931
0.4499	7.8990	782	0.7710	0.6933	0.7710	0.8781
0.4499	7.9192	784	0.7684	0.6933	0.7684	0.8766
0.4499	7.9394	786	0.7448	0.6850	0.7448	0.8630
0.4499	7.9596	788	0.7354	0.6850	0.7354	0.8575
0.4499	7.9798	790	0.7271	0.6840	0.7271	0.8527
0.4499	8.0	792	0.7287	0.6921	0.7287	0.8537
0.4499	8.0202	794	0.7358	0.6921	0.7358	0.8578
0.4499	8.0404	796	0.7646	0.6933	0.7646	0.8744
0.4499	8.0606	798	0.7825	0.6933	0.7825	0.8846
0.4499	8.0808	800	0.7791	0.7056	0.7791	0.8826
0.4499	8.1010	802	0.7976	0.7056	0.7976	0.8931
0.4499	8.1212	804	0.8203	0.6838	0.8203	0.9057
0.4499	8.1414	806	0.8130	0.6855	0.8130	0.9017
0.4499	8.1616	808	0.7941	0.6950	0.7941	0.8911
0.4499	8.1818	810	0.7622	0.7084	0.7622	0.8730
0.4499	8.2020	812	0.7441	0.7068	0.7441	0.8626
0.4499	8.2222	814	0.7357	0.7027	0.7357	0.8577
0.4499	8.2424	816	0.7369	0.7027	0.7369	0.8584
0.4499	8.2626	818	0.7603	0.7127	0.7603	0.8720
0.4499	8.2828	820	0.8000	0.6770	0.8000	0.8944
0.4499	8.3030	822	0.8241	0.6753	0.8241	0.9078
0.4499	8.3232	824	0.8624	0.6678	0.8624	0.9287
0.4499	8.3434	826	0.8853	0.6523	0.8853	0.9409
0.4499	8.3636	828	0.8860	0.6564	0.8860	0.9413
0.4499	8.3838	830	0.8879	0.6649	0.8879	0.9423
0.4499	8.4040	832	0.8895	0.6641	0.8895	0.9431
0.4499	8.4242	834	0.8712	0.6680	0.8712	0.9334
0.4499	8.4444	836	0.8595	0.6857	0.8595	0.9271
0.4499	8.4646	838	0.8323	0.6902	0.8323	0.9123
0.4499	8.4848	840	0.8112	0.6902	0.8112	0.9006
0.4499	8.5051	842	0.8096	0.6902	0.8096	0.8998
0.4499	8.5253	844	0.8195	0.6902	0.8195	0.9052
0.4499	8.5455	846	0.8375	0.6902	0.8375	0.9152
0.4499	8.5657	848	0.8395	0.6820	0.8395	0.9162
0.4499	8.5859	850	0.8298	0.6968	0.8298	0.9109
0.4499	8.6061	852	0.8307	0.6968	0.8307	0.9114
0.4499	8.6263	854	0.8383	0.6968	0.8383	0.9156
0.4499	8.6465	856	0.8290	0.6968	0.8290	0.9105
0.4499	8.6667	858	0.8086	0.6968	0.8086	0.8992
0.4499	8.6869	860	0.7972	0.7107	0.7972	0.8929
0.4499	8.7071	862	0.7822	0.7107	0.7822	0.8844
0.4499	8.7273	864	0.7718	0.7094	0.7718	0.8785
0.4499	8.7475	866	0.7781	0.6944	0.7781	0.8821
0.4499	8.7677	868	0.7792	0.6956	0.7792	0.8827
0.4499	8.7879	870	0.7741	0.6956	0.7741	0.8798
0.4499	8.8081	872	0.7635	0.6921	0.7635	0.8738
0.4499	8.8283	874	0.7616	0.6921	0.7616	0.8727
0.4499	8.8485	876	0.7521	0.7058	0.7521	0.8673
0.4499	8.8687	878	0.7389	0.7142	0.7389	0.8596
0.4499	8.8889	880	0.7429	0.7058	0.7429	0.8619
0.4499	8.9091	882	0.7554	0.7058	0.7554	0.8692
0.4499	8.9293	884	0.7745	0.6956	0.7745	0.8801
0.4499	8.9495	886	0.7844	0.6956	0.7844	0.8857
0.4499	8.9697	888	0.7878	0.6956	0.7878	0.8876
0.4499	8.9899	890	0.7917	0.6820	0.7917	0.8898
0.4499	9.0101	892	0.8037	0.6820	0.8037	0.8965
0.4499	9.0303	894	0.8112	0.6820	0.8112	0.9007
0.4499	9.0505	896	0.8207	0.6820	0.8207	0.9059
0.4499	9.0707	898	0.8172	0.6820	0.8172	0.9040
0.4499	9.0909	900	0.8019	0.6820	0.8019	0.8955
0.4499	9.1111	902	0.7891	0.6820	0.7891	0.8883
0.4499	9.1313	904	0.7806	0.6914	0.7806	0.8835
0.4499	9.1515	906	0.7821	0.6914	0.7821	0.8844
0.4499	9.1717	908	0.7880	0.6820	0.7880	0.8877
0.4499	9.1919	910	0.7987	0.6820	0.7987	0.8937
0.4499	9.2121	912	0.7980	0.6820	0.7980	0.8933
0.4499	9.2323	914	0.7916	0.6820	0.7916	0.8897
0.4499	9.2525	916	0.7788	0.6974	0.7788	0.8825
0.4499	9.2727	918	0.7727	0.6974	0.7727	0.8791
0.4499	9.2929	920	0.7717	0.6974	0.7717	0.8785
0.4499	9.3131	922	0.7670	0.6974	0.7670	0.8758
0.4499	9.3333	924	0.7656	0.6974	0.7656	0.8750
0.4499	9.3535	926	0.7722	0.6974	0.7722	0.8787
0.4499	9.3737	928	0.7853	0.6968	0.7853	0.8862
0.4499	9.3939	930	0.7986	0.6820	0.7986	0.8936
0.4499	9.4141	932	0.8107	0.6820	0.8107	0.9004
0.4499	9.4343	934	0.8263	0.6820	0.8263	0.9090
0.4499	9.4545	936	0.8358	0.6820	0.8358	0.9142
0.4499	9.4747	938	0.8393	0.6820	0.8393	0.9162
0.4499	9.4949	940	0.8347	0.6820	0.8347	0.9136
0.4499	9.5152	942	0.8293	0.6820	0.8293	0.9106
0.4499	9.5354	944	0.8189	0.6820	0.8189	0.9049
0.4499	9.5556	946	0.8059	0.6820	0.8059	0.8977
0.4499	9.5758	948	0.7926	0.6820	0.7926	0.8903
0.4499	9.5960	950	0.7799	0.6820	0.7799	0.8831
0.4499	9.6162	952	0.7709	0.7107	0.7709	0.8780
0.4499	9.6364	954	0.7606	0.7158	0.7606	0.8721
0.4499	9.6566	956	0.7527	0.7122	0.7527	0.8676
0.4499	9.6768	958	0.7500	0.7122	0.7500	0.8660
0.4499	9.6970	960	0.7470	0.7122	0.7470	0.8643
0.4499	9.7172	962	0.7474	0.7122	0.7474	0.8645
0.4499	9.7374	964	0.7489	0.7122	0.7489	0.8654
0.4499	9.7576	966	0.7523	0.7122	0.7523	0.8674
0.4499	9.7778	968	0.7548	0.6974	0.7548	0.8688
0.4499	9.7980	970	0.7557	0.6974	0.7557	0.8693
0.4499	9.8182	972	0.7576	0.6974	0.7576	0.8704
0.4499	9.8384	974	0.7586	0.6974	0.7586	0.8710
0.4499	9.8586	976	0.7614	0.6974	0.7614	0.8726
0.4499	9.8788	978	0.7646	0.6974	0.7646	0.8744
0.4499	9.8990	980	0.7681	0.6974	0.7681	0.8764
0.4499	9.9192	982	0.7712	0.7009	0.7712	0.8782
0.4499	9.9394	984	0.7730	0.7009	0.7730	0.8792
0.4499	9.9596	986	0.7746	0.7009	0.7746	0.8801
0.4499	9.9798	988	0.7755	0.7009	0.7755	0.8806
0.4499	10.0	990	0.7756	0.7009	0.7756	0.8807

Framework versions

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