ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k18_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: 0.6471
• Qwk: 0.3297
• Mse: 0.6471
• Rmse: 0.8044

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	0.0220	2	4.3262	0.0086	4.3262	2.0800
No log	0.0440	4	1.6987	-0.0370	1.6987	1.3033
No log	0.0659	6	0.8472	0.0798	0.8472	0.9204
No log	0.0879	8	0.6064	0.0388	0.6064	0.7787
No log	0.1099	10	0.6172	-0.0732	0.6172	0.7856
No log	0.1319	12	0.9652	-0.0450	0.9652	0.9825
No log	0.1538	14	0.9586	-0.0295	0.9586	0.9791
No log	0.1758	16	0.5761	0.0725	0.5761	0.7590
No log	0.1978	18	0.6849	0.0569	0.6849	0.8276
No log	0.2198	20	0.6731	-0.0303	0.6731	0.8204
No log	0.2418	22	0.6543	-0.0612	0.6543	0.8089
No log	0.2637	24	0.6179	-0.0496	0.6179	0.7861
No log	0.2857	26	0.6126	-0.0081	0.6126	0.7827
No log	0.3077	28	0.6813	0.0720	0.6813	0.8254
No log	0.3297	30	0.5886	0.1145	0.5886	0.7672
No log	0.3516	32	0.6354	0.0270	0.6354	0.7971
No log	0.3736	34	1.0075	0.0915	1.0075	1.0037
No log	0.3956	36	0.9223	0.1579	0.9223	0.9604
No log	0.4176	38	0.7462	0.1414	0.7462	0.8639
No log	0.4396	40	0.8511	0.1795	0.8511	0.9225
No log	0.4615	42	1.1919	0.0909	1.1919	1.0918
No log	0.4835	44	1.1155	0.1126	1.1155	1.0562
No log	0.5055	46	0.7297	0.1489	0.7297	0.8542
No log	0.5275	48	0.6519	0.2000	0.6519	0.8074
No log	0.5495	50	0.8770	0.1515	0.8770	0.9365
No log	0.5714	52	1.0290	0.1818	1.0290	1.0144
No log	0.5934	54	0.6701	0.0968	0.6701	0.8186
No log	0.6154	56	0.7721	0.1652	0.7721	0.8787
No log	0.6374	58	2.3709	0.0807	2.3709	1.5398
No log	0.6593	60	2.8361	0.0819	2.8361	1.6841
No log	0.6813	62	1.5746	0.1672	1.5746	1.2548
No log	0.7033	64	1.2167	0.1892	1.2167	1.1030
No log	0.7253	66	0.9926	0.2058	0.9926	0.9963
No log	0.7473	68	1.3703	0.1182	1.3703	1.1706
No log	0.7692	70	1.2318	0.1419	1.2318	1.1099
No log	0.7912	72	0.7540	0.2000	0.7540	0.8683
No log	0.8132	74	0.6992	0.1610	0.6992	0.8362
No log	0.8352	76	1.0976	0.1714	1.0976	1.0476
No log	0.8571	78	2.0790	0.0756	2.0790	1.4419
No log	0.8791	80	1.7746	0.1702	1.7746	1.3321
No log	0.9011	82	1.8303	0.0881	1.8303	1.3529
No log	0.9231	84	1.0006	0.1347	1.0006	1.0003
No log	0.9451	86	0.7446	0.3035	0.7446	0.8629
No log	0.9670	88	0.6626	0.2281	0.6626	0.8140
No log	0.9890	90	0.7770	0.1351	0.7770	0.8815
No log	1.0110	92	1.2590	0.1834	1.2590	1.1220
No log	1.0330	94	2.1108	0.0420	2.1108	1.4529
No log	1.0549	96	1.5802	0.1207	1.5802	1.2571
No log	1.0769	98	0.7566	0.2442	0.7566	0.8698
No log	1.0989	100	0.5831	0.1605	0.5831	0.7636
No log	1.1209	102	0.6001	0.2195	0.6001	0.7747
No log	1.1429	104	0.6507	0.1628	0.6507	0.8067
No log	1.1648	106	1.4262	0.0750	1.4262	1.1942
No log	1.1868	108	2.0009	0.0160	2.0009	1.4145
No log	1.2088	110	1.5219	0.0769	1.5219	1.2336
No log	1.2308	112	0.6482	0.2787	0.6482	0.8051
No log	1.2527	114	0.5832	0.2889	0.5832	0.7637
No log	1.2747	116	0.5898	0.2360	0.5898	0.7680
No log	1.2967	118	1.1144	0.1942	1.1144	1.0557
No log	1.3187	120	1.7276	0.0980	1.7276	1.3144
No log	1.3407	122	1.4589	0.1667	1.4589	1.2079
No log	1.3626	124	0.9546	0.2171	0.9546	0.9770
No log	1.3846	126	1.2399	0.1899	1.2399	1.1135
No log	1.4066	128	1.0108	0.2168	1.0108	1.0054
No log	1.4286	130	0.6943	0.25	0.6943	0.8332
No log	1.4505	132	1.0971	0.2425	1.0971	1.0474
No log	1.4725	134	2.0758	0.0811	2.0758	1.4407
No log	1.4945	136	1.8330	0.1016	1.8330	1.3539
No log	1.5165	138	0.9823	0.1886	0.9823	0.9911
No log	1.5385	140	0.7023	0.2075	0.7023	0.8380
No log	1.5604	142	0.9027	0.2291	0.9027	0.9501
No log	1.5824	144	1.4389	0.1214	1.4389	1.1996
No log	1.6044	146	1.1663	0.1515	1.1663	1.0800
No log	1.6264	148	0.7007	0.3274	0.7007	0.8371
No log	1.6484	150	0.7200	0.3559	0.7200	0.8485
No log	1.6703	152	0.7752	0.2667	0.7752	0.8805
No log	1.6923	154	1.1681	0.2055	1.1681	1.0808
No log	1.7143	156	1.1906	0.2055	1.1906	1.0911
No log	1.7363	158	0.9405	0.2672	0.9405	0.9698
No log	1.7582	160	1.0119	0.2340	1.0119	1.0059
No log	1.7802	162	0.8836	0.2996	0.8836	0.9400
No log	1.8022	164	1.0854	0.2055	1.0854	1.0418
No log	1.8242	166	0.9223	0.2296	0.9223	0.9604
No log	1.8462	168	1.0756	0.1834	1.0756	1.0371
No log	1.8681	170	1.1509	0.1565	1.1509	1.0728
No log	1.8901	172	1.0334	0.2113	1.0334	1.0166
No log	1.9121	174	0.7954	0.2759	0.7954	0.8918
No log	1.9341	176	0.8863	0.1554	0.8863	0.9414
No log	1.9560	178	0.7995	0.2793	0.7995	0.8941
No log	1.9780	180	0.6028	0.2289	0.6028	0.7764
No log	2.0	182	0.6270	0.3708	0.6270	0.7918
No log	2.0220	184	0.7658	0.3613	0.7658	0.8751
No log	2.0440	186	1.9556	0.1261	1.9556	1.3984
No log	2.0659	188	1.9871	0.1290	1.9871	1.4097
No log	2.0879	190	0.9477	0.1825	0.9477	0.9735
No log	2.1099	192	0.6023	0.1899	0.6023	0.7761
No log	2.1319	194	0.6165	0.2329	0.6165	0.7852
No log	2.1538	196	1.0543	0.1825	1.0543	1.0268
No log	2.1758	198	1.3439	0.1139	1.3439	1.1593
No log	2.1978	200	0.8957	0.1864	0.8957	0.9464
No log	2.2198	202	0.6023	0.2448	0.6023	0.7760
No log	2.2418	204	0.5892	0.2329	0.5892	0.7676
No log	2.2637	206	0.6440	0.1163	0.6440	0.8025
No log	2.2857	208	0.7236	0.2227	0.7236	0.8507
No log	2.3077	210	0.8043	0.2222	0.8043	0.8968
No log	2.3297	212	1.0054	0.2340	1.0054	1.0027
No log	2.3516	214	0.8963	0.2713	0.8963	0.9467
No log	2.3736	216	0.6874	0.3846	0.6874	0.8291
No log	2.3956	218	0.6539	0.3301	0.6539	0.8086
No log	2.4176	220	0.6266	0.3814	0.6266	0.7916
No log	2.4396	222	1.0143	0.2908	1.0143	1.0071
No log	2.4615	224	1.0709	0.2593	1.0709	1.0348
No log	2.4835	226	0.7637	0.2072	0.7637	0.8739
No log	2.5055	228	0.6599	0.2086	0.6599	0.8123
No log	2.5275	230	0.6416	0.2096	0.6416	0.8010
No log	2.5495	232	0.6760	0.2090	0.6760	0.8222
No log	2.5714	234	0.9057	0.2203	0.9057	0.9517
No log	2.5934	236	1.1222	0.1828	1.1222	1.0593
No log	2.6154	238	0.9669	0.2117	0.9669	0.9833
No log	2.6374	240	0.6410	0.2558	0.6410	0.8006
No log	2.6593	242	0.6337	0.1818	0.6337	0.7960
No log	2.6813	244	0.7373	0.2157	0.7373	0.8586
No log	2.7033	246	0.9091	0.1870	0.9091	0.9535
No log	2.7253	248	0.7574	0.2536	0.7574	0.8703
No log	2.7473	250	0.6224	0.3054	0.6224	0.7889
No log	2.7692	252	0.6315	0.3054	0.6315	0.7947
No log	2.7912	254	0.7764	0.2536	0.7764	0.8811
No log	2.8132	256	0.8616	0.1481	0.8616	0.9282
No log	2.8352	258	0.8126	0.2442	0.8126	0.9015
No log	2.8571	260	0.7793	0.2661	0.7793	0.8828
No log	2.8791	262	1.1458	0.1471	1.1458	1.0704
No log	2.9011	264	1.2102	0.1191	1.2102	1.1001
No log	2.9231	266	0.9279	0.2000	0.9279	0.9633
No log	2.9451	268	0.7425	0.3242	0.7425	0.8617
No log	2.9670	270	0.7743	0.3028	0.7743	0.8799
No log	2.9890	272	1.0346	0.1506	1.0346	1.0171
No log	3.0110	274	1.0213	0.1506	1.0213	1.0106
No log	3.0330	276	0.8115	0.2711	0.8115	0.9008
No log	3.0549	278	0.8688	0.1730	0.8688	0.9321
No log	3.0769	280	0.8723	0.1795	0.8723	0.9339
No log	3.0989	282	0.7836	0.2074	0.7836	0.8852
No log	3.1209	284	0.8237	0.2489	0.8237	0.9076
No log	3.1429	286	0.8676	0.1803	0.8676	0.9315
No log	3.1648	288	0.8155	0.2489	0.8155	0.9030
No log	3.1868	290	0.9604	0.1506	0.9604	0.9800
No log	3.2088	292	1.2646	0.2104	1.2646	1.1245
No log	3.2308	294	1.2172	0.2105	1.2172	1.1033
No log	3.2527	296	0.9112	0.1807	0.9112	0.9546
No log	3.2747	298	0.7468	0.3004	0.7468	0.8642
No log	3.2967	300	0.7392	0.3004	0.7392	0.8597
No log	3.3187	302	0.9438	0.1756	0.9438	0.9715
No log	3.3407	304	1.0193	0.1769	1.0193	1.0096
No log	3.3626	306	0.7750	0.1786	0.7750	0.8803
No log	3.3846	308	0.5943	0.2704	0.5943	0.7709
No log	3.4066	310	0.5891	0.2102	0.5891	0.7675
No log	3.4286	312	0.6562	0.1628	0.6562	0.8100
No log	3.4505	314	0.8709	0.0979	0.8709	0.9332
No log	3.4725	316	1.2096	0.1238	1.2096	1.0998
No log	3.4945	318	1.1108	0.1429	1.1108	1.0539
No log	3.5165	320	0.7616	0.2549	0.7616	0.8727
No log	3.5385	322	0.6760	0.2746	0.6760	0.8222
No log	3.5604	324	0.7757	0.2811	0.7757	0.8808
No log	3.5824	326	0.9007	0.1525	0.9007	0.9490
No log	3.6044	328	0.9177	0.1525	0.9177	0.9580
No log	3.6264	330	0.7540	0.3427	0.7540	0.8683
No log	3.6484	332	0.6616	0.2967	0.6616	0.8134
No log	3.6703	334	0.6762	0.2965	0.6762	0.8223
No log	3.6923	336	0.8621	0.2333	0.8621	0.9285
No log	3.7143	338	0.9644	0.2000	0.9644	0.9820
No log	3.7363	340	0.8201	0.2340	0.8201	0.9056
No log	3.7582	342	0.6424	0.3402	0.6424	0.8015
No log	3.7802	344	0.6551	0.3089	0.6551	0.8094
No log	3.8022	346	0.7771	0.2432	0.7771	0.8815
No log	3.8242	348	0.7529	0.2227	0.7529	0.8677
No log	3.8462	350	0.7377	0.2233	0.7377	0.8589
No log	3.8681	352	0.5975	0.3054	0.5975	0.7730
No log	3.8901	354	0.6573	0.2527	0.6573	0.8107
No log	3.9121	356	0.6400	0.2265	0.6400	0.8000
No log	3.9341	358	0.5993	0.2994	0.5993	0.7741
No log	3.9560	360	0.8626	0.1861	0.8626	0.9288
No log	3.9780	362	0.9316	0.0938	0.9316	0.9652
No log	4.0	364	0.6794	0.1828	0.6794	0.8243
No log	4.0220	366	0.5691	0.3054	0.5691	0.7544
No log	4.0440	368	0.5835	0.2795	0.5835	0.7639
No log	4.0659	370	0.6282	0.3778	0.6282	0.7926
No log	4.0879	372	0.5929	0.3023	0.5929	0.7700
No log	4.1099	374	0.6074	0.2994	0.6074	0.7793
No log	4.1319	376	0.6887	0.1739	0.6887	0.8299
No log	4.1538	378	0.6856	0.1195	0.6856	0.8280
No log	4.1758	380	0.6313	0.1807	0.6313	0.7946
No log	4.1978	382	0.6236	0.2471	0.6236	0.7897
No log	4.2198	384	0.6254	0.1220	0.6254	0.7908
No log	4.2418	386	0.6693	0.0728	0.6693	0.8181
No log	4.2637	388	0.6426	0.1500	0.6426	0.8016
No log	4.2857	390	0.6351	0.2370	0.6351	0.7970
No log	4.3077	392	0.6508	0.1648	0.6508	0.8067
No log	4.3297	394	0.6711	0.1515	0.6711	0.8192
No log	4.3516	396	0.7266	0.1264	0.7266	0.8524
No log	4.3736	398	0.7177	0.1138	0.7177	0.8471
No log	4.3956	400	0.6626	0.0843	0.6626	0.8140
No log	4.4176	402	0.6576	0.0807	0.6576	0.8109
No log	4.4396	404	0.7170	0.0692	0.7170	0.8467
No log	4.4615	406	0.7575	0.1398	0.7575	0.8703
No log	4.4835	408	0.7834	0.1845	0.7834	0.8851
No log	4.5055	410	0.6769	0.1500	0.6769	0.8227
No log	4.5275	412	0.6691	0.2393	0.6691	0.8180
No log	4.5495	414	0.7330	0.25	0.7330	0.8562
No log	4.5714	416	0.8575	0.1203	0.8575	0.9260
No log	4.5934	418	0.8068	0.1712	0.8068	0.8982
No log	4.6154	420	0.7999	0.1712	0.7999	0.8944
No log	4.6374	422	0.7812	0.2464	0.7812	0.8838
No log	4.6593	424	0.7246	0.2842	0.7246	0.8513
No log	4.6813	426	0.7602	0.2081	0.7602	0.8719
No log	4.7033	428	0.7836	0.1698	0.7836	0.8852
No log	4.7253	430	0.7003	0.2093	0.7003	0.8369
No log	4.7473	432	0.6467	0.2405	0.6467	0.8042
No log	4.7692	434	0.6786	0.1707	0.6786	0.8238
No log	4.7912	436	0.6482	0.2405	0.6482	0.8051
No log	4.8132	438	0.6823	0.1429	0.6823	0.8260
No log	4.8352	440	0.9094	0.1867	0.9094	0.9536
No log	4.8571	442	1.0594	0.1886	1.0594	1.0293
No log	4.8791	444	0.9618	0.1873	0.9618	0.9807
No log	4.9011	446	0.7296	0.1667	0.7296	0.8542
No log	4.9231	448	0.6673	0.2405	0.6673	0.8169
No log	4.9451	450	0.6973	0.2000	0.6973	0.8351
No log	4.9670	452	0.6701	0.2000	0.6701	0.8186
No log	4.9890	454	0.7914	0.1691	0.7914	0.8896
No log	5.0110	456	1.1409	0.1065	1.1409	1.0681
No log	5.0330	458	1.2445	0.1083	1.2445	1.1156
No log	5.0549	460	1.0401	0.1571	1.0401	1.0198
No log	5.0769	462	0.7842	0.2146	0.7842	0.8856
No log	5.0989	464	0.7393	0.2251	0.7393	0.8598
No log	5.1209	466	0.7715	0.28	0.7715	0.8783
No log	5.1429	468	0.9469	0.2000	0.9469	0.9731
No log	5.1648	470	1.0608	0.0882	1.0608	1.0300
No log	5.1868	472	0.9791	0.1405	0.9791	0.9895
No log	5.2088	474	0.8490	0.2356	0.8490	0.9214
No log	5.2308	476	0.7628	0.2150	0.7628	0.8734
No log	5.2527	478	0.7587	0.2621	0.7587	0.8710
No log	5.2747	480	0.7730	0.2000	0.7730	0.8792
No log	5.2967	482	0.8646	0.2143	0.8646	0.9298
No log	5.3187	484	0.8912	0.1486	0.8912	0.9440
No log	5.3407	486	0.8043	0.2153	0.8043	0.8968
No log	5.3626	488	0.6763	0.1605	0.6763	0.8224
No log	5.3846	490	0.6152	0.2727	0.6152	0.7843
No log	5.4066	492	0.6047	0.2752	0.6047	0.7776
No log	5.4286	494	0.6211	0.2298	0.6211	0.7881
No log	5.4505	496	0.6955	0.25	0.6955	0.8339
No log	5.4725	498	0.6965	0.25	0.6965	0.8346
0.4181	5.4945	500	0.6500	0.2093	0.6500	0.8062
0.4181	5.5165	502	0.6568	0.2542	0.6568	0.8104
0.4181	5.5385	504	0.6405	0.2096	0.6405	0.8003
0.4181	5.5604	506	0.6040	0.2308	0.6040	0.7772
0.4181	5.5824	508	0.5873	0.2727	0.5873	0.7664
0.4181	5.6044	510	0.5831	0.2318	0.5831	0.7636
0.4181	5.6264	512	0.6094	0.1579	0.6094	0.7806
0.4181	5.6484	514	0.6181	0.2096	0.6181	0.7862
0.4181	5.6703	516	0.5875	0.2308	0.5875	0.7665
0.4181	5.6923	518	0.5921	0.2704	0.5921	0.7695
0.4181	5.7143	520	0.6159	0.2393	0.6159	0.7848
0.4181	5.7363	522	0.7124	0.2871	0.7124	0.8440
0.4181	5.7582	524	0.7965	0.1481	0.7965	0.8925
0.4181	5.7802	526	0.7678	0.2549	0.7678	0.8763
0.4181	5.8022	528	0.7364	0.2850	0.7364	0.8581
0.4181	5.8242	530	0.6819	0.3831	0.6819	0.8257
0.4181	5.8462	532	0.6403	0.2749	0.6403	0.8002
0.4181	5.8681	534	0.6622	0.3508	0.6622	0.8137
0.4181	5.8901	536	0.7207	0.2670	0.7207	0.8490
0.4181	5.9121	538	0.7672	0.1845	0.7672	0.8759
0.4181	5.9341	540	0.7750	0.1845	0.7750	0.8803
0.4181	5.9560	542	0.7305	0.2239	0.7305	0.8547
0.4181	5.9780	544	0.6480	0.1913	0.6480	0.8050
0.4181	6.0	546	0.6321	0.2771	0.6321	0.7950
0.4181	6.0220	548	0.6248	0.2298	0.6248	0.7905
0.4181	6.0440	550	0.6571	0.1913	0.6571	0.8106
0.4181	6.0659	552	0.6754	0.2265	0.6754	0.8218
0.4181	6.0879	554	0.6437	0.1515	0.6437	0.8023
0.4181	6.1099	556	0.6234	0.2308	0.6234	0.7895
0.4181	6.1319	558	0.6316	0.2000	0.6316	0.7947
0.4181	6.1538	560	0.6285	0.1579	0.6285	0.7928
0.4181	6.1758	562	0.6533	0.1141	0.6533	0.8083
0.4181	6.1978	564	0.7344	0.1828	0.7344	0.8570
0.4181	6.2198	566	0.7643	0.1429	0.7643	0.8742
0.4181	6.2418	568	0.7042	0.2273	0.7042	0.8392
0.4181	6.2637	570	0.6415	0.1579	0.6415	0.8010
0.4181	6.2857	572	0.6364	0.1579	0.6364	0.7977
0.4181	6.3077	574	0.6246	0.2571	0.6246	0.7903
0.4181	6.3297	576	0.6242	0.2571	0.6242	0.7900
0.4181	6.3516	578	0.6313	0.1111	0.6313	0.7946
0.4181	6.3736	580	0.6664	0.1707	0.6664	0.8163
0.4181	6.3956	582	0.7209	0.2265	0.7209	0.8491
0.4181	6.4176	584	0.7058	0.2609	0.7058	0.8401
0.4181	6.4396	586	0.6565	0.2914	0.6565	0.8102
0.4181	6.4615	588	0.6720	0.3333	0.6720	0.8197
0.4181	6.4835	590	0.7222	0.2577	0.7222	0.8498
0.4181	6.5055	592	0.7442	0.2161	0.7442	0.8627
0.4181	6.5275	594	0.7254	0.2577	0.7254	0.8517
0.4181	6.5495	596	0.7343	0.2161	0.7343	0.8569
0.4181	6.5714	598	0.8088	0.1068	0.8088	0.8993
0.4181	6.5934	600	0.8771	0.1861	0.8771	0.9366
0.4181	6.6154	602	0.8853	0.1861	0.8853	0.9409
0.4181	6.6374	604	0.7920	0.1443	0.7920	0.8900
0.4181	6.6593	606	0.6931	0.1195	0.6931	0.8326
0.4181	6.6813	608	0.6418	0.2533	0.6418	0.8011
0.4181	6.7033	610	0.6318	0.2552	0.6318	0.7949
0.4181	6.7253	612	0.6503	0.2533	0.6503	0.8064
0.4181	6.7473	614	0.7418	0.1832	0.7418	0.8613
0.4181	6.7692	616	0.8078	0.1469	0.8078	0.8988
0.4181	6.7912	618	0.7744	0.1469	0.7744	0.8800
0.4181	6.8132	620	0.7296	0.2161	0.7296	0.8541
0.4181	6.8352	622	0.7153	0.3641	0.7153	0.8458
0.4181	6.8571	624	0.7242	0.3143	0.7242	0.8510
0.4181	6.8791	626	0.7348	0.2744	0.7348	0.8572
0.4181	6.9011	628	0.7116	0.3561	0.7116	0.8435
0.4181	6.9231	630	0.7191	0.3143	0.7191	0.8480
0.4181	6.9451	632	0.7901	0.1469	0.7901	0.8889
0.4181	6.9670	634	0.8577	0.1504	0.8577	0.9261
0.4181	6.9890	636	0.8603	0.1504	0.8603	0.9275
0.4181	7.0110	638	0.8336	0.1493	0.8336	0.9130
0.4181	7.0330	640	0.7592	0.1456	0.7592	0.8713
0.4181	7.0549	642	0.7243	0.1837	0.7243	0.8510
0.4181	7.0769	644	0.6580	0.1592	0.6580	0.8112
0.4181	7.0989	646	0.6280	0.2432	0.6280	0.7924
0.4181	7.1209	648	0.6298	0.2418	0.6298	0.7936
0.4181	7.1429	650	0.6626	0.1605	0.6626	0.8140
0.4181	7.1648	652	0.7330	0.1770	0.7330	0.8562
0.4181	7.1868	654	0.8166	0.1493	0.8166	0.9037
0.4181	7.2088	656	0.8236	0.1493	0.8236	0.9075
0.4181	7.2308	658	0.7617	0.1770	0.7617	0.8728
0.4181	7.2527	660	0.7190	0.2464	0.7190	0.8480
0.4181	7.2747	662	0.7095	0.2464	0.7095	0.8423
0.4181	7.2967	664	0.6996	0.2157	0.6996	0.8364
0.4181	7.3187	666	0.6721	0.2917	0.6721	0.8198
0.4181	7.3407	668	0.6476	0.3333	0.6476	0.8047
0.4181	7.3626	670	0.6329	0.3371	0.6329	0.7956
0.4181	7.3846	672	0.6590	0.2609	0.6590	0.8118
0.4181	7.4066	674	0.6861	0.2670	0.6861	0.8283
0.4181	7.4286	676	0.7573	0.1852	0.7573	0.8702
0.4181	7.4505	678	0.7925	0.1852	0.7925	0.8902
0.4181	7.4725	680	0.7399	0.1852	0.7399	0.8602
0.4181	7.4945	682	0.7033	0.2150	0.7033	0.8386
0.4181	7.5165	684	0.6986	0.3091	0.6986	0.8358
0.4181	7.5385	686	0.7203	0.3091	0.7203	0.8487
0.4181	7.5604	688	0.7114	0.3091	0.7114	0.8434
0.4181	7.5824	690	0.6804	0.3803	0.6804	0.8249
0.4181	7.6044	692	0.6615	0.4123	0.6615	0.8133
0.4181	7.6264	694	0.6328	0.3508	0.6328	0.7955
0.4181	7.6484	696	0.6220	0.3149	0.6220	0.7886
0.4181	7.6703	698	0.6263	0.3730	0.6263	0.7914
0.4181	7.6923	700	0.6430	0.4051	0.6430	0.8019
0.4181	7.7143	702	0.6484	0.3333	0.6484	0.8052
0.4181	7.7363	704	0.6358	0.2967	0.6358	0.7974
0.4181	7.7582	706	0.6343	0.2967	0.6343	0.7964
0.4181	7.7802	708	0.6231	0.2542	0.6231	0.7894
0.4181	7.8022	710	0.5952	0.2485	0.5952	0.7715
0.4181	7.8242	712	0.5842	0.2418	0.5842	0.7643
0.4181	7.8462	714	0.5885	0.2393	0.5885	0.7671
0.4181	7.8681	716	0.6081	0.2485	0.6081	0.7798
0.4181	7.8901	718	0.6424	0.3730	0.6424	0.8015
0.4181	7.9121	720	0.6771	0.3267	0.6771	0.8229
0.4181	7.9341	722	0.6574	0.3730	0.6574	0.8108
0.4181	7.9560	724	0.6418	0.2941	0.6418	0.8011
0.4181	7.9780	726	0.6213	0.2393	0.6213	0.7882
0.4181	8.0	728	0.6121	0.2771	0.6121	0.7824
0.4181	8.0220	730	0.6196	0.2771	0.6196	0.7871
0.4181	8.0440	732	0.6510	0.3575	0.6510	0.8068
0.4181	8.0659	734	0.7002	0.3488	0.7002	0.8368
0.4181	8.0879	736	0.7112	0.3091	0.7112	0.8433
0.4181	8.1099	738	0.6822	0.3488	0.6822	0.8260
0.4181	8.1319	740	0.6528	0.4105	0.6528	0.8080
0.4181	8.1538	742	0.6426	0.3730	0.6426	0.8016
0.4181	8.1758	744	0.6356	0.3333	0.6356	0.7972
0.4181	8.1978	746	0.6257	0.2941	0.6257	0.7910
0.4181	8.2198	748	0.6214	0.2485	0.6214	0.7883
0.4181	8.2418	750	0.6223	0.2485	0.6223	0.7889
0.4181	8.2637	752	0.6351	0.3778	0.6351	0.7969
0.4181	8.2857	754	0.6341	0.3778	0.6341	0.7963
0.4181	8.3077	756	0.6332	0.3778	0.6332	0.7958
0.4181	8.3297	758	0.6529	0.4051	0.6529	0.8080
0.4181	8.3516	760	0.6571	0.4	0.6571	0.8106
0.4181	8.3736	762	0.6510	0.4051	0.6510	0.8069
0.4181	8.3956	764	0.6641	0.4	0.6641	0.8149
0.4181	8.4176	766	0.6918	0.3951	0.6918	0.8318
0.4181	8.4396	768	0.7501	0.2150	0.7501	0.8661
0.4181	8.4615	770	0.7815	0.2146	0.7815	0.8840
0.4181	8.4835	772	0.7896	0.2146	0.7896	0.8886
0.4181	8.5055	774	0.7586	0.2150	0.7586	0.8710
0.4181	8.5275	776	0.7545	0.2150	0.7545	0.8686
0.4181	8.5495	778	0.7626	0.2150	0.7626	0.8732
0.4181	8.5714	780	0.7485	0.2150	0.7485	0.8652
0.4181	8.5934	782	0.7434	0.2150	0.7434	0.8622
0.4181	8.6154	784	0.7162	0.2150	0.7162	0.8463
0.4181	8.6374	786	0.6878	0.2487	0.6878	0.8293
0.4181	8.6593	788	0.6795	0.2941	0.6795	0.8243
0.4181	8.6813	790	0.6538	0.3684	0.6538	0.8086
0.4181	8.7033	792	0.6520	0.3684	0.6520	0.8075
0.4181	8.7253	794	0.6460	0.3730	0.6460	0.8037
0.4181	8.7473	796	0.6598	0.2941	0.6598	0.8123
0.4181	8.7692	798	0.7031	0.2563	0.7031	0.8385
0.4181	8.7912	800	0.7525	0.1848	0.7525	0.8675
0.4181	8.8132	802	0.7614	0.2222	0.7614	0.8726
0.4181	8.8352	804	0.7562	0.2222	0.7562	0.8696
0.4181	8.8571	806	0.7295	0.2150	0.7295	0.8541
0.4181	8.8791	808	0.6840	0.2487	0.6840	0.8270
0.4181	8.9011	810	0.6555	0.3684	0.6555	0.8096
0.4181	8.9231	812	0.6397	0.3333	0.6397	0.7998
0.4181	8.9451	814	0.6349	0.2381	0.6349	0.7968
0.4181	8.9670	816	0.6450	0.3191	0.6450	0.8031
0.4181	8.9890	818	0.6491	0.3191	0.6491	0.8057
0.4181	9.0110	820	0.6590	0.3684	0.6590	0.8118
0.4181	9.0330	822	0.6682	0.3684	0.6682	0.8174
0.4181	9.0549	824	0.6831	0.3200	0.6831	0.8265
0.4181	9.0769	826	0.6873	0.3200	0.6873	0.8290
0.4181	9.0989	828	0.6769	0.3641	0.6769	0.8227
0.4181	9.1209	830	0.6551	0.3575	0.6551	0.8094
0.4181	9.1429	832	0.6486	0.2809	0.6486	0.8054
0.4181	9.1648	834	0.6556	0.3684	0.6556	0.8097
0.4181	9.1868	836	0.6764	0.3641	0.6764	0.8224
0.4181	9.2088	838	0.6971	0.2871	0.6971	0.8349
0.4181	9.2308	840	0.7036	0.2871	0.7036	0.8388
0.4181	9.2527	842	0.6982	0.2871	0.6982	0.8356
0.4181	9.2747	844	0.6888	0.2871	0.6888	0.8300
0.4181	9.2967	846	0.6740	0.2941	0.6740	0.8210
0.4181	9.3187	848	0.6535	0.3297	0.6535	0.8084
0.4181	9.3407	850	0.6368	0.2381	0.6368	0.7980
0.4181	9.3626	852	0.6287	0.2393	0.6287	0.7929
0.4181	9.3846	854	0.6283	0.2393	0.6283	0.7927
0.4181	9.4066	856	0.6255	0.2393	0.6255	0.7909
0.4181	9.4286	858	0.6270	0.2393	0.6270	0.7918
0.4181	9.4505	860	0.6322	0.2485	0.6322	0.7951
0.4181	9.4725	862	0.6367	0.2941	0.6367	0.7980
0.4181	9.4945	864	0.6428	0.2941	0.6428	0.8018
0.4181	9.5165	866	0.6528	0.3297	0.6528	0.8080
0.4181	9.5385	868	0.6624	0.2941	0.6624	0.8139
0.4181	9.5604	870	0.6654	0.2941	0.6654	0.8157
0.4181	9.5824	872	0.6734	0.2941	0.6734	0.8206
0.4181	9.6044	874	0.6737	0.2941	0.6737	0.8208
0.4181	9.6264	876	0.6761	0.2917	0.6761	0.8222
0.4181	9.6484	878	0.6816	0.2487	0.6816	0.8256
0.4181	9.6703	880	0.6870	0.2871	0.6870	0.8288
0.4181	9.6923	882	0.6853	0.2871	0.6853	0.8278
0.4181	9.7143	884	0.6859	0.2871	0.6859	0.8282
0.4181	9.7363	886	0.6831	0.2871	0.6831	0.8265
0.4181	9.7582	888	0.6757	0.2917	0.6757	0.8220
0.4181	9.7802	890	0.6653	0.3684	0.6653	0.8157
0.4181	9.8022	892	0.6569	0.3684	0.6569	0.8105
0.4181	9.8242	894	0.6548	0.3684	0.6548	0.8092
0.4181	9.8462	896	0.6534	0.3297	0.6534	0.8083
0.4181	9.8681	898	0.6515	0.3297	0.6515	0.8072
0.4181	9.8901	900	0.6505	0.3297	0.6505	0.8065
0.4181	9.9121	902	0.6498	0.3297	0.6498	0.8061
0.4181	9.9341	904	0.6491	0.3297	0.6491	0.8057
0.4181	9.9560	906	0.6480	0.3297	0.6480	0.8050
0.4181	9.9780	908	0.6475	0.3297	0.6475	0.8047
0.4181	10.0	910	0.6471	0.3297	0.6471	0.8044

Framework versions

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