arabert_augmented_only_k10_organization_task1_fold1

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: 0.7034
• Qwk: 0.3636
• Mse: 0.7034
• Rmse: 0.8387

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	4.1711	-0.0173	4.1711	2.0423
No log	0.0404	4	2.6601	0.0238	2.6602	1.6310
No log	0.0606	6	1.4641	-0.0672	1.4641	1.2100
No log	0.0808	8	1.2799	0.1119	1.2799	1.1313
No log	0.1010	10	1.0103	0.0	1.0103	1.0051
No log	0.1212	12	0.9283	0.0	0.9283	0.9635
No log	0.1414	14	1.0323	0.0	1.0323	1.0160
No log	0.1616	16	1.1691	0.1026	1.1691	1.0813
No log	0.1818	18	1.4997	-0.1089	1.4997	1.2246
No log	0.2020	20	1.6451	-0.0396	1.6451	1.2826
No log	0.2222	22	1.6875	-0.0615	1.6875	1.2990
No log	0.2424	24	1.5076	-0.0085	1.5076	1.2279
No log	0.2626	26	1.4980	0.0731	1.4980	1.2239
No log	0.2828	28	1.3974	0.0833	1.3974	1.1821
No log	0.3030	30	1.2290	0.0797	1.2290	1.1086
No log	0.3232	32	1.1581	0.0	1.1581	1.0761
No log	0.3434	34	1.0572	0.1026	1.0572	1.0282
No log	0.3636	36	1.2009	0.1870	1.2009	1.0959
No log	0.3838	38	1.1388	0.1676	1.1388	1.0671
No log	0.4040	40	0.8217	0.2164	0.8217	0.9065
No log	0.4242	42	0.7458	0.1818	0.7458	0.8636
No log	0.4444	44	0.9009	0.2164	0.9009	0.9492
No log	0.4646	46	1.0195	0.2164	1.0195	1.0097
No log	0.4848	48	1.3529	0.1076	1.3529	1.1632
No log	0.5051	50	1.4873	0.0308	1.4873	1.2196
No log	0.5253	52	1.7899	-0.0237	1.7899	1.3379
No log	0.5455	54	1.6787	-0.0237	1.6787	1.2956
No log	0.5657	56	1.3656	0.0417	1.3656	1.1686
No log	0.5859	58	0.9930	0.0	0.9930	0.9965
No log	0.6061	60	0.7907	0.0577	0.7907	0.8892
No log	0.6263	62	0.9519	0.0780	0.9519	0.9756
No log	0.6465	64	1.0779	-0.0096	1.0779	1.0382
No log	0.6667	66	1.0441	0.0	1.0441	1.0218
No log	0.6869	68	1.1416	0.0239	1.1416	1.0684
No log	0.7071	70	1.6577	0.0	1.6577	1.2875
No log	0.7273	72	1.8925	-0.0306	1.8925	1.3757
No log	0.7475	74	1.7539	0.0229	1.7539	1.3243
No log	0.7677	76	1.7276	0.0667	1.7276	1.3144
No log	0.7879	78	1.6222	0.1146	1.6222	1.2737
No log	0.8081	80	1.4612	0.0190	1.4612	1.2088
No log	0.8283	82	1.2463	0.1355	1.2463	1.1164
No log	0.8485	84	1.0803	0.1355	1.0803	1.0394
No log	0.8687	86	0.9549	0.1026	0.9549	0.9772
No log	0.8889	88	0.8650	0.0	0.8650	0.9301
No log	0.9091	90	0.8201	0.1923	0.8201	0.9056
No log	0.9293	92	0.8195	0.2391	0.8195	0.9053
No log	0.9495	94	0.8106	0.2888	0.8106	0.9003
No log	0.9697	96	0.8210	0.1206	0.8210	0.9061
No log	0.9899	98	0.9391	0.0427	0.9391	0.9691
No log	1.0101	100	1.0289	0.1003	1.0289	1.0144
No log	1.0303	102	1.1134	0.0919	1.1134	1.0552
No log	1.0505	104	1.0404	0.1442	1.0404	1.0200
No log	1.0707	106	0.9449	0.1119	0.9449	0.9721
No log	1.0909	108	0.8927	0.1119	0.8927	0.9448
No log	1.1111	110	0.8603	0.1656	0.8603	0.9275
No log	1.1313	112	0.8036	0.3226	0.8036	0.8965
No log	1.1515	114	0.7831	0.3984	0.7831	0.8849
No log	1.1717	116	0.7809	0.3590	0.7809	0.8837
No log	1.1919	118	0.7746	0.3438	0.7746	0.8801
No log	1.2121	120	0.7995	0.1895	0.7995	0.8942
No log	1.2323	122	0.8257	0.1895	0.8257	0.9087
No log	1.2525	124	0.8239	0.1895	0.8239	0.9077
No log	1.2727	126	0.8401	0.2222	0.8401	0.9165
No log	1.2929	128	0.8128	0.3364	0.8128	0.9015
No log	1.3131	130	0.7828	0.3902	0.7828	0.8847
No log	1.3333	132	0.7843	0.3970	0.7843	0.8856
No log	1.3535	134	0.8133	0.3592	0.8133	0.9018
No log	1.3737	136	0.8624	0.2956	0.8624	0.9287
No log	1.3939	138	0.8706	0.2956	0.8706	0.9331
No log	1.4141	140	0.9130	0.2687	0.9130	0.9555
No log	1.4343	142	0.9033	0.2804	0.9033	0.9504
No log	1.4545	144	0.9198	0.1895	0.9198	0.9591
No log	1.4747	146	0.9121	0.1895	0.9121	0.9550
No log	1.4949	148	0.8959	0.1355	0.8959	0.9465
No log	1.5152	150	0.8429	0.0968	0.8429	0.9181
No log	1.5354	152	0.8426	0.2286	0.8426	0.9179
No log	1.5556	154	0.8472	0.2286	0.8472	0.9204
No log	1.5758	156	0.8298	0.0606	0.8298	0.9109
No log	1.5960	158	0.8361	0.0427	0.8361	0.9144
No log	1.6162	160	0.8939	0.2164	0.8939	0.9454
No log	1.6364	162	0.9214	0.1404	0.9214	0.9599
No log	1.6566	164	0.9216	0.1404	0.9216	0.9600
No log	1.6768	166	0.8718	0.2164	0.8718	0.9337
No log	1.6970	168	0.8143	0.0841	0.8143	0.9024
No log	1.7172	170	0.7862	0.0	0.7862	0.8867
No log	1.7374	172	0.7881	0.0	0.7881	0.8878
No log	1.7576	174	0.8194	0.0	0.8194	0.9052
No log	1.7778	176	0.8543	0.2164	0.8543	0.9243
No log	1.7980	178	0.8776	0.1881	0.8776	0.9368
No log	1.8182	180	0.9307	0.1881	0.9307	0.9647
No log	1.8384	182	0.9446	0.1881	0.9446	0.9719
No log	1.8586	184	0.9885	0.1881	0.9885	0.9942
No log	1.8788	186	1.0869	0.1881	1.0869	1.0426
No log	1.8990	188	1.1700	0.1881	1.1700	1.0817
No log	1.9192	190	1.2473	0.1667	1.2473	1.1168
No log	1.9394	192	1.2317	0.1881	1.2317	1.1098
No log	1.9596	194	1.1784	0.2119	1.1784	1.0856
No log	1.9798	196	1.0924	0.2119	1.0924	1.0452
No log	2.0	198	1.0180	0.1881	1.0180	1.0090
No log	2.0202	200	0.9914	0.1076	0.9914	0.9957
No log	2.0404	202	0.9612	0.1076	0.9612	0.9804
No log	2.0606	204	0.9361	0.12	0.9361	0.9675
No log	2.0808	206	0.8826	0.2476	0.8826	0.9395
No log	2.1010	208	0.8129	0.3556	0.8129	0.9016
No log	2.1212	210	0.7598	0.4460	0.7598	0.8717
No log	2.1414	212	0.7276	0.5543	0.7276	0.8530
No log	2.1616	214	0.7048	0.5543	0.7048	0.8396
No log	2.1818	216	0.6963	0.4522	0.6963	0.8344
No log	2.2020	218	0.7231	0.4251	0.7231	0.8503
No log	2.2222	220	0.7173	0.3368	0.7173	0.8469
No log	2.2424	222	0.7783	0.3368	0.7783	0.8822
No log	2.2626	224	0.7508	0.3368	0.7508	0.8665
No log	2.2828	226	0.7269	0.3069	0.7269	0.8526
No log	2.3030	228	0.7538	0.1923	0.7538	0.8682
No log	2.3232	230	0.8103	0.1212	0.8103	0.9002
No log	2.3434	232	0.8437	0.0797	0.8437	0.9186
No log	2.3636	234	0.8966	0.1442	0.8966	0.9469
No log	2.3838	236	0.9169	0.1442	0.9169	0.9575
No log	2.4040	238	0.9186	0.1442	0.9186	0.9584
No log	2.4242	240	0.8878	0.1442	0.8878	0.9423
No log	2.4444	242	0.8585	0.0797	0.8585	0.9266
No log	2.4646	244	0.9032	0.0	0.9032	0.9504
No log	2.4848	246	0.9523	0.0	0.9523	0.9759
No log	2.5051	248	1.0030	0.0	1.0030	1.0015
No log	2.5253	250	0.9851	0.0	0.9851	0.9925
No log	2.5455	252	0.9664	0.0	0.9664	0.9830
No log	2.5657	254	0.9248	0.0	0.9248	0.9617
No log	2.5859	256	0.8979	0.0427	0.8979	0.9476
No log	2.6061	258	0.9318	0.1119	0.9318	0.9653
No log	2.6263	260	0.9922	0.1192	0.9922	0.9961
No log	2.6465	262	1.0159	0.1676	1.0159	1.0079
No log	2.6667	264	0.9813	0.1676	0.9813	0.9906
No log	2.6869	266	0.9023	0.1881	0.9023	0.9499
No log	2.7071	268	0.8120	0.2222	0.8120	0.9011
No log	2.7273	270	0.9093	0.2479	0.9093	0.9536
No log	2.7475	272	0.9929	0.0780	0.9929	0.9965
No log	2.7677	274	0.9043	-0.0316	0.9043	0.9510
No log	2.7879	276	0.7520	0.2899	0.7520	0.8672
No log	2.8081	278	0.6759	0.4522	0.6759	0.8221
No log	2.8283	280	0.6827	0.4615	0.6827	0.8262
No log	2.8485	282	0.7647	0.3549	0.7647	0.8745
No log	2.8687	284	0.8998	0.1881	0.8998	0.9486
No log	2.8889	286	1.1071	0.1676	1.1071	1.0522
No log	2.9091	288	1.2204	0.1499	1.2204	1.1047
No log	2.9293	290	1.1631	0.1676	1.1631	1.0785
No log	2.9495	292	0.9907	0.0728	0.9907	0.9953
No log	2.9697	294	0.9086	0.0797	0.9086	0.9532
No log	2.9899	296	0.8933	0.0427	0.8933	0.9451
No log	3.0101	298	0.8589	0.0427	0.8589	0.9268
No log	3.0303	300	0.8047	0.0427	0.8047	0.8971
No log	3.0505	302	0.7773	0.0797	0.7773	0.8817
No log	3.0707	304	0.7583	0.1642	0.7583	0.8708
No log	3.0909	306	0.7478	0.3053	0.7478	0.8648
No log	3.1111	308	0.7477	0.3590	0.7477	0.8647
No log	3.1313	310	0.7665	0.3778	0.7665	0.8755
No log	3.1515	312	0.7259	0.3970	0.7259	0.8520
No log	3.1717	314	0.6834	0.4481	0.6834	0.8267
No log	3.1919	316	0.6968	0.4569	0.6968	0.8348
No log	3.2121	318	0.7316	0.3814	0.7316	0.8553
No log	3.2323	320	0.7326	0.3814	0.7326	0.8559
No log	3.2525	322	0.7092	0.4569	0.7092	0.8422
No log	3.2727	324	0.6967	0.4031	0.6967	0.8347
No log	3.2929	326	0.7942	0.3240	0.7942	0.8912
No log	3.3131	328	0.8822	0.3352	0.8822	0.9392
No log	3.3333	330	0.9966	0.3467	0.9966	0.9983
No log	3.3535	332	0.9594	0.3467	0.9594	0.9795
No log	3.3737	334	0.8330	0.3213	0.8330	0.9127
No log	3.3939	336	0.7215	0.3549	0.7215	0.8494
No log	3.4141	338	0.6755	0.2891	0.6755	0.8219
No log	3.4343	340	0.6763	0.3243	0.6763	0.8223
No log	3.4545	342	0.6845	0.3927	0.6845	0.8274
No log	3.4747	344	0.6875	0.4167	0.6875	0.8291
No log	3.4949	346	0.6701	0.3063	0.6701	0.8186
No log	3.5152	348	0.6637	0.3984	0.6637	0.8147
No log	3.5354	350	0.6748	0.2340	0.6748	0.8214
No log	3.5556	352	0.6890	0.2724	0.6890	0.8301
No log	3.5758	354	0.6694	0.3077	0.6694	0.8182
No log	3.5960	356	0.6478	0.4190	0.6478	0.8049
No log	3.6162	358	0.6158	0.3475	0.6158	0.7847
No log	3.6364	360	0.6264	0.4413	0.6264	0.7915
No log	3.6566	362	0.6530	0.3317	0.6530	0.8081
No log	3.6768	364	0.6614	0.2857	0.6614	0.8133
No log	3.6970	366	0.6628	0.2648	0.6628	0.8141
No log	3.7172	368	0.6611	0.2881	0.6611	0.8131
No log	3.7374	370	0.6700	0.3636	0.6700	0.8185
No log	3.7576	372	0.6760	0.3902	0.6760	0.8222
No log	3.7778	374	0.7116	0.4201	0.7116	0.8436
No log	3.7980	376	0.7897	0.4201	0.7897	0.8886
No log	3.8182	378	0.9670	0.2308	0.9670	0.9833
No log	3.8384	380	1.0837	0.2180	1.0837	1.0410
No log	3.8586	382	1.0526	0.2180	1.0526	1.0259
No log	3.8788	384	0.9784	0.28	0.9784	0.9892
No log	3.8990	386	0.9121	0.2222	0.9121	0.9550
No log	3.9192	388	0.8774	0.2774	0.8774	0.9367
No log	3.9394	390	0.7794	0.3902	0.7794	0.8828
No log	3.9596	392	0.6758	0.3927	0.6758	0.8221
No log	3.9798	394	0.6648	0.3063	0.6648	0.8154
No log	4.0	396	0.6937	0.2648	0.6937	0.8329
No log	4.0202	398	0.7139	0.1683	0.7139	0.8449
No log	4.0404	400	0.6990	0.3368	0.6990	0.8360
No log	4.0606	402	0.6992	0.3636	0.6992	0.8362
No log	4.0808	404	0.6733	0.3913	0.6733	0.8206
No log	4.1010	406	0.6256	0.4862	0.6256	0.7910
No log	4.1212	408	0.6020	0.3982	0.6020	0.7759
No log	4.1414	410	0.5858	0.5227	0.5858	0.7654
No log	4.1616	412	0.6023	0.4769	0.6023	0.7761
No log	4.1818	414	0.6102	0.4769	0.6102	0.7812
No log	4.2020	416	0.6082	0.5019	0.6082	0.7798
No log	4.2222	418	0.6217	0.4390	0.6217	0.7885
No log	4.2424	420	0.6193	0.4390	0.6193	0.7869
No log	4.2626	422	0.6016	0.5019	0.6016	0.7756
No log	4.2828	424	0.6011	0.4400	0.6011	0.7753
No log	4.3030	426	0.6121	0.4190	0.6121	0.7823
No log	4.3232	428	0.6549	0.4190	0.6549	0.8092
No log	4.3434	430	0.6637	0.3984	0.6637	0.8147
No log	4.3636	432	0.6552	0.3984	0.6552	0.8095
No log	4.3838	434	0.6460	0.3984	0.6460	0.8037
No log	4.4040	436	0.6456	0.3984	0.6456	0.8035
No log	4.4242	438	0.6414	0.3984	0.6414	0.8009
No log	4.4444	440	0.6347	0.3264	0.6347	0.7967
No log	4.4646	442	0.6313	0.3475	0.6313	0.7945
No log	4.4848	444	0.6216	0.3691	0.6216	0.7884
No log	4.5051	446	0.6227	0.4190	0.6227	0.7891
No log	4.5253	448	0.6354	0.3778	0.6354	0.7971
No log	4.5455	450	0.6647	0.4207	0.6647	0.8153
No log	4.5657	452	0.6657	0.4207	0.6657	0.8159
No log	4.5859	454	0.6442	0.4390	0.6442	0.8026
No log	4.6061	456	0.6277	0.4190	0.6277	0.7923
No log	4.6263	458	0.6302	0.3691	0.6302	0.7939
No log	4.6465	460	0.6484	0.4522	0.6484	0.8052
No log	4.6667	462	0.6517	0.4522	0.6517	0.8073
No log	4.6869	464	0.6506	0.4522	0.6506	0.8066
No log	4.7071	466	0.6506	0.4413	0.6506	0.8066
No log	4.7273	468	0.6380	0.3691	0.6380	0.7988
No log	4.7475	470	0.6298	0.3691	0.6298	0.7936
No log	4.7677	472	0.6413	0.3984	0.6413	0.8008
No log	4.7879	474	0.6782	0.4207	0.6782	0.8235
No log	4.8081	476	0.7054	0.3378	0.7054	0.8399
No log	4.8283	478	0.7201	0.3378	0.7201	0.8486
No log	4.8485	480	0.6979	0.4420	0.6979	0.8354
No log	4.8687	482	0.6568	0.4615	0.6568	0.8104
No log	4.8889	484	0.6262	0.4615	0.6262	0.7913
No log	4.9091	486	0.6063	0.4815	0.6063	0.7787
No log	4.9293	488	0.5964	0.4400	0.5964	0.7723
No log	4.9495	490	0.5942	0.4400	0.5942	0.7708
No log	4.9697	492	0.5990	0.4400	0.5990	0.7739
No log	4.9899	494	0.6050	0.5019	0.6050	0.7778
No log	5.0101	496	0.6155	0.5019	0.6155	0.7845
No log	5.0303	498	0.6205	0.5019	0.6205	0.7877
0.7902	5.0505	500	0.6322	0.5019	0.6322	0.7951
0.7902	5.0707	502	0.6541	0.5758	0.6541	0.8087
0.7902	5.0909	504	0.6826	0.2696	0.6826	0.8262
0.7902	5.1111	506	0.7126	0.1910	0.7126	0.8442
0.7902	5.1313	508	0.7229	0.1683	0.7229	0.8502
0.7902	5.1515	510	0.7018	0.2441	0.7018	0.8378
0.7902	5.1717	512	0.6791	0.2881	0.6791	0.8241
0.7902	5.1919	514	0.6571	0.4400	0.6571	0.8106
0.7902	5.2121	516	0.6628	0.5019	0.6628	0.8141
0.7902	5.2323	518	0.6884	0.4577	0.6884	0.8297
0.7902	5.2525	520	0.7067	0.4577	0.7067	0.8407
0.7902	5.2727	522	0.6971	0.4577	0.6971	0.8349
0.7902	5.2929	524	0.6767	0.4577	0.6767	0.8226
0.7902	5.3131	526	0.6558	0.4615	0.6558	0.8098
0.7902	5.3333	528	0.6530	0.2500	0.6530	0.8081
0.7902	5.3535	530	0.6595	0.2936	0.6595	0.8121
0.7902	5.3737	532	0.6615	0.2687	0.6615	0.8133
0.7902	5.3939	534	0.6506	0.3137	0.6506	0.8066
0.7902	5.4141	536	0.6444	0.4375	0.6444	0.8028
0.7902	5.4343	538	0.6434	0.4262	0.6434	0.8021
0.7902	5.4545	540	0.6424	0.4262	0.6424	0.8015
0.7902	5.4747	542	0.6449	0.4615	0.6449	0.8031
0.7902	5.4949	544	0.6502	0.5019	0.6502	0.8064
0.7902	5.5152	546	0.6627	0.4577	0.6627	0.8140
0.7902	5.5354	548	0.6767	0.4577	0.6767	0.8226
0.7902	5.5556	550	0.6812	0.4390	0.6812	0.8253
0.7902	5.5758	552	0.6887	0.4390	0.6887	0.8299
0.7902	5.5960	554	0.6893	0.4390	0.6893	0.8302
0.7902	5.6162	556	0.6869	0.4390	0.6869	0.8288
0.7902	5.6364	558	0.6893	0.4390	0.6893	0.8302
0.7902	5.6566	560	0.6859	0.4390	0.6859	0.8282
0.7902	5.6768	562	0.6838	0.4390	0.6838	0.8269
0.7902	5.6970	564	0.6814	0.4296	0.6814	0.8255
0.7902	5.7172	566	0.6822	0.4296	0.6822	0.8260
0.7902	5.7374	568	0.6809	0.4296	0.6809	0.8252
0.7902	5.7576	570	0.6817	0.2881	0.6817	0.8257
0.7902	5.7778	572	0.6835	0.2881	0.6835	0.8267
0.7902	5.7980	574	0.6920	0.2648	0.6920	0.8319
0.7902	5.8182	576	0.6908	0.2648	0.6908	0.8311
0.7902	5.8384	578	0.6878	0.2881	0.6878	0.8293
0.7902	5.8586	580	0.6853	0.2881	0.6853	0.8278
0.7902	5.8788	582	0.6821	0.4296	0.6821	0.8259
0.7902	5.8990	584	0.6779	0.5019	0.6779	0.8233
0.7902	5.9192	586	0.6696	0.5019	0.6696	0.8183
0.7902	5.9394	588	0.6610	0.4400	0.6610	0.8130
0.7902	5.9596	590	0.6583	0.4400	0.6583	0.8113
0.7902	5.9798	592	0.6589	0.3691	0.6589	0.8118
0.7902	6.0	594	0.6576	0.3519	0.6576	0.8109
0.7902	6.0202	596	0.6523	0.3519	0.6523	0.8077
0.7902	6.0404	598	0.6534	0.3519	0.6534	0.8084
0.7902	6.0606	600	0.6545	0.3519	0.6545	0.8090
0.7902	6.0808	602	0.6455	0.3519	0.6455	0.8034
0.7902	6.1010	604	0.6398	0.4292	0.6398	0.7999
0.7902	6.1212	606	0.6358	0.4400	0.6358	0.7974
0.7902	6.1414	608	0.6377	0.3970	0.6377	0.7986
0.7902	6.1616	610	0.6506	0.3778	0.6506	0.8066
0.7902	6.1818	612	0.6606	0.3778	0.6606	0.8128
0.7902	6.2020	614	0.6696	0.3778	0.6696	0.8183
0.7902	6.2222	616	0.6740	0.3970	0.6740	0.8210
0.7902	6.2424	618	0.6761	0.3970	0.6761	0.8223
0.7902	6.2626	620	0.6804	0.4400	0.6804	0.8249
0.7902	6.2828	622	0.6804	0.4400	0.6804	0.8249
0.7902	6.3030	624	0.6776	0.4400	0.6776	0.8232
0.7902	6.3232	626	0.6762	0.3900	0.6762	0.8223
0.7902	6.3434	628	0.6747	0.4118	0.6747	0.8214
0.7902	6.3636	630	0.6693	0.3686	0.6693	0.8181
0.7902	6.3838	632	0.6637	0.3686	0.6637	0.8146
0.7902	6.4040	634	0.6667	0.3686	0.6667	0.8165
0.7902	6.4242	636	0.6703	0.3970	0.6703	0.8187
0.7902	6.4444	638	0.6738	0.3970	0.6738	0.8208
0.7902	6.4646	640	0.6753	0.3970	0.6753	0.8218
0.7902	6.4848	642	0.6751	0.3970	0.6751	0.8216
0.7902	6.5051	644	0.6825	0.4400	0.6825	0.8261
0.7902	6.5253	646	0.6978	0.3636	0.6978	0.8353
0.7902	6.5455	648	0.7137	0.3438	0.7137	0.8448
0.7902	6.5657	650	0.7273	0.3243	0.7273	0.8528
0.7902	6.5859	652	0.7285	0.3243	0.7285	0.8535
0.7902	6.6061	654	0.7122	0.3243	0.7122	0.8439
0.7902	6.6263	656	0.6940	0.3438	0.6940	0.8331
0.7902	6.6465	658	0.6876	0.3438	0.6876	0.8292
0.7902	6.6667	660	0.6838	0.3636	0.6838	0.8269
0.7902	6.6869	662	0.6836	0.3636	0.6836	0.8268
0.7902	6.7071	664	0.6839	0.3636	0.6839	0.8270
0.7902	6.7273	666	0.6854	0.3636	0.6854	0.8279
0.7902	6.7475	668	0.6901	0.3636	0.6901	0.8307
0.7902	6.7677	670	0.6935	0.3636	0.6935	0.8328
0.7902	6.7879	672	0.6972	0.3636	0.6972	0.8350
0.7902	6.8081	674	0.7028	0.3636	0.7028	0.8383
0.7902	6.8283	676	0.7027	0.3259	0.7027	0.8383
0.7902	6.8485	678	0.7066	0.3636	0.7066	0.8406
0.7902	6.8687	680	0.7138	0.3280	0.7138	0.8448
0.7902	6.8889	682	0.7217	0.3280	0.7217	0.8495
0.7902	6.9091	684	0.7274	0.3280	0.7274	0.8529
0.7902	6.9293	686	0.7222	0.4049	0.7222	0.8498
0.7902	6.9495	688	0.7219	0.2739	0.7219	0.8497
0.7902	6.9697	690	0.7157	0.2739	0.7157	0.8460
0.7902	6.9899	692	0.7022	0.3689	0.7022	0.8380
0.7902	7.0101	694	0.6850	0.3689	0.6850	0.8277
0.7902	7.0303	696	0.6699	0.3689	0.6699	0.8185
0.7902	7.0505	698	0.6663	0.3689	0.6663	0.8163
0.7902	7.0707	700	0.6709	0.3689	0.6709	0.8191
0.7902	7.0909	702	0.6688	0.3689	0.6688	0.8178
0.7902	7.1111	704	0.6631	0.3689	0.6631	0.8143
0.7902	7.1313	706	0.6631	0.3689	0.6631	0.8143
0.7902	7.1515	708	0.6678	0.3689	0.6678	0.8172
0.7902	7.1717	710	0.6777	0.4481	0.6777	0.8232
0.7902	7.1919	712	0.6814	0.3524	0.6814	0.8255
0.7902	7.2121	714	0.6772	0.3524	0.6772	0.8229
0.7902	7.2323	716	0.6705	0.3689	0.6705	0.8189
0.7902	7.2525	718	0.6641	0.3689	0.6641	0.8149
0.7902	7.2727	720	0.6600	0.3689	0.6600	0.8124
0.7902	7.2929	722	0.6607	0.2915	0.6607	0.8128
0.7902	7.3131	724	0.6570	0.3280	0.6570	0.8105
0.7902	7.3333	726	0.6542	0.3280	0.6542	0.8088
0.7902	7.3535	728	0.6534	0.3280	0.6534	0.8083
0.7902	7.3737	730	0.6551	0.3280	0.6551	0.8094
0.7902	7.3939	732	0.6600	0.3636	0.6600	0.8124
0.7902	7.4141	734	0.6675	0.3636	0.6675	0.8170
0.7902	7.4343	736	0.6725	0.3636	0.6725	0.8200
0.7902	7.4545	738	0.6789	0.3636	0.6789	0.8240
0.7902	7.4747	740	0.6856	0.3636	0.6856	0.8280
0.7902	7.4949	742	0.6836	0.3636	0.6836	0.8268
0.7902	7.5152	744	0.6741	0.2915	0.6741	0.8210
0.7902	7.5354	746	0.6654	0.3280	0.6654	0.8157
0.7902	7.5556	748	0.6624	0.3280	0.6624	0.8139
0.7902	7.5758	750	0.6612	0.2921	0.6612	0.8131
0.7902	7.5960	752	0.6631	0.2921	0.6631	0.8143
0.7902	7.6162	754	0.6704	0.2915	0.6704	0.8188
0.7902	7.6364	756	0.6799	0.2915	0.6799	0.8246
0.7902	7.6566	758	0.6872	0.2915	0.6872	0.8290
0.7902	7.6768	760	0.6933	0.3689	0.6933	0.8326
0.7902	7.6970	762	0.6989	0.3689	0.6989	0.8360
0.7902	7.7172	764	0.7052	0.3689	0.7052	0.8398
0.7902	7.7374	766	0.7058	0.3689	0.7058	0.8401
0.7902	7.7576	768	0.7061	0.3689	0.7061	0.8403
0.7902	7.7778	770	0.7064	0.4049	0.7064	0.8405
0.7902	7.7980	772	0.7034	0.4049	0.7034	0.8387
0.7902	7.8182	774	0.7019	0.4400	0.7019	0.8378
0.7902	7.8384	776	0.7026	0.3636	0.7026	0.8382
0.7902	7.8586	778	0.7040	0.3636	0.7040	0.8391
0.7902	7.8788	780	0.7061	0.3636	0.7061	0.8403
0.7902	7.8990	782	0.7062	0.3636	0.7062	0.8403
0.7902	7.9192	784	0.7084	0.3636	0.7084	0.8417
0.7902	7.9394	786	0.7107	0.3636	0.7107	0.8430
0.7902	7.9596	788	0.7113	0.3636	0.7113	0.8434
0.7902	7.9798	790	0.7102	0.3636	0.7102	0.8428
0.7902	8.0	792	0.7081	0.3636	0.7081	0.8415
0.7902	8.0202	794	0.7095	0.3636	0.7095	0.8423
0.7902	8.0404	796	0.7090	0.3636	0.7090	0.8420
0.7902	8.0606	798	0.7079	0.3636	0.7079	0.8414
0.7902	8.0808	800	0.7034	0.3636	0.7034	0.8387
0.7902	8.1010	802	0.7017	0.3636	0.7017	0.8377
0.7902	8.1212	804	0.7028	0.3636	0.7028	0.8383
0.7902	8.1414	806	0.7004	0.3636	0.7004	0.8369
0.7902	8.1616	808	0.7003	0.3636	0.7003	0.8368
0.7902	8.1818	810	0.7028	0.3636	0.7028	0.8383
0.7902	8.2020	812	0.7075	0.3636	0.7075	0.8411
0.7902	8.2222	814	0.7125	0.3636	0.7125	0.8441
0.7902	8.2424	816	0.7167	0.3280	0.7167	0.8466
0.7902	8.2626	818	0.7233	0.3280	0.7233	0.8504
0.7902	8.2828	820	0.7300	0.2348	0.7300	0.8544
0.7902	8.3030	822	0.7343	0.2348	0.7343	0.8569
0.7902	8.3232	824	0.7377	0.1478	0.7377	0.8589
0.7902	8.3434	826	0.7397	0.1478	0.7397	0.8600
0.7902	8.3636	828	0.7407	0.1478	0.7407	0.8606
0.7902	8.3838	830	0.7398	0.1478	0.7398	0.8601
0.7902	8.4040	832	0.7361	0.3280	0.7361	0.8579
0.7902	8.4242	834	0.7319	0.3280	0.7319	0.8555
0.7902	8.4444	836	0.7307	0.3280	0.7307	0.8548
0.7902	8.4646	838	0.7306	0.3280	0.7306	0.8548
0.7902	8.4848	840	0.7327	0.3280	0.7327	0.8560
0.7902	8.5051	842	0.7356	0.3280	0.7356	0.8577
0.7902	8.5253	844	0.7377	0.3636	0.7377	0.8589
0.7902	8.5455	846	0.7363	0.2881	0.7363	0.8581
0.7902	8.5657	848	0.7310	0.2881	0.7310	0.8550
0.7902	8.5859	850	0.7233	0.2489	0.7233	0.8505
0.7902	8.6061	852	0.7146	0.2489	0.7146	0.8453
0.7902	8.6263	854	0.7079	0.2489	0.7079	0.8414
0.7902	8.6465	856	0.7006	0.4049	0.7006	0.8370
0.7902	8.6667	858	0.6929	0.4049	0.6929	0.8324
0.7902	8.6869	860	0.6895	0.4262	0.6895	0.8304
0.7902	8.7071	862	0.6872	0.4262	0.6872	0.8290
0.7902	8.7273	864	0.6867	0.4262	0.6867	0.8287
0.7902	8.7475	866	0.6858	0.4262	0.6858	0.8281
0.7902	8.7677	868	0.6840	0.4262	0.6840	0.8270
0.7902	8.7879	870	0.6847	0.4262	0.6847	0.8275
0.7902	8.8081	872	0.6871	0.4262	0.6871	0.8289
0.7902	8.8283	874	0.6904	0.4262	0.6904	0.8309
0.7902	8.8485	876	0.6957	0.3900	0.6957	0.8341
0.7902	8.8687	878	0.6994	0.2081	0.6994	0.8363
0.7902	8.8889	880	0.7016	0.2081	0.7016	0.8376
0.7902	8.9091	882	0.7044	0.2081	0.7044	0.8393
0.7902	8.9293	884	0.7051	0.2081	0.7051	0.8397
0.7902	8.9495	886	0.7043	0.2081	0.7043	0.8392
0.7902	8.9697	888	0.7037	0.3125	0.7037	0.8388
0.7902	8.9899	890	0.7023	0.3125	0.7023	0.8380
0.7902	9.0101	892	0.7000	0.4262	0.7000	0.8367
0.7902	9.0303	894	0.6976	0.4262	0.6976	0.8352
0.7902	9.0505	896	0.6961	0.4262	0.6961	0.8343
0.7902	9.0707	898	0.6940	0.4049	0.6940	0.8331
0.7902	9.0909	900	0.6927	0.4049	0.6927	0.8323
0.7902	9.1111	902	0.6913	0.4049	0.6913	0.8314
0.7902	9.1313	904	0.6906	0.4049	0.6906	0.8310
0.7902	9.1515	906	0.6913	0.4049	0.6913	0.8315
0.7902	9.1717	908	0.6931	0.4049	0.6931	0.8325
0.7902	9.1919	910	0.6949	0.4049	0.6949	0.8336
0.7902	9.2121	912	0.6958	0.4049	0.6958	0.8341
0.7902	9.2323	914	0.6968	0.4049	0.6968	0.8347
0.7902	9.2525	916	0.6973	0.4049	0.6973	0.8351
0.7902	9.2727	918	0.6967	0.4049	0.6967	0.8347
0.7902	9.2929	920	0.6951	0.4049	0.6951	0.8337
0.7902	9.3131	922	0.6940	0.4049	0.6940	0.8331
0.7902	9.3333	924	0.6932	0.4049	0.6932	0.8326
0.7902	9.3535	926	0.6931	0.4049	0.6931	0.8325
0.7902	9.3737	928	0.6930	0.4049	0.6930	0.8325
0.7902	9.3939	930	0.6931	0.4400	0.6931	0.8325
0.7902	9.4141	932	0.6940	0.4400	0.6940	0.8331
0.7902	9.4343	934	0.6948	0.3636	0.6948	0.8335
0.7902	9.4545	936	0.6958	0.3636	0.6958	0.8341
0.7902	9.4747	938	0.6970	0.3636	0.6970	0.8349
0.7902	9.4949	940	0.6978	0.3636	0.6978	0.8353
0.7902	9.5152	942	0.6986	0.3636	0.6986	0.8358
0.7902	9.5354	944	0.6998	0.3636	0.6998	0.8365
0.7902	9.5556	946	0.7004	0.3636	0.7004	0.8369
0.7902	9.5758	948	0.7008	0.3636	0.7008	0.8371
0.7902	9.5960	950	0.7014	0.3636	0.7014	0.8375
0.7902	9.6162	952	0.7017	0.3636	0.7017	0.8377
0.7902	9.6364	954	0.7019	0.3636	0.7019	0.8378
0.7902	9.6566	956	0.7019	0.3636	0.7019	0.8378
0.7902	9.6768	958	0.7018	0.3636	0.7018	0.8377
0.7902	9.6970	960	0.7016	0.3636	0.7016	0.8376
0.7902	9.7172	962	0.7019	0.3636	0.7019	0.8378
0.7902	9.7374	964	0.7022	0.3636	0.7022	0.8380
0.7902	9.7576	966	0.7028	0.3636	0.7028	0.8383
0.7902	9.7778	968	0.7031	0.3636	0.7031	0.8385
0.7902	9.7980	970	0.7032	0.3636	0.7032	0.8386
0.7902	9.8182	972	0.7033	0.3636	0.7033	0.8386
0.7902	9.8384	974	0.7034	0.3636	0.7034	0.8387
0.7902	9.8586	976	0.7034	0.3636	0.7034	0.8387
0.7902	9.8788	978	0.7034	0.3636	0.7034	0.8387
0.7902	9.8990	980	0.7034	0.3636	0.7034	0.8387
0.7902	9.9192	982	0.7034	0.3636	0.7034	0.8387
0.7902	9.9394	984	0.7034	0.3636	0.7034	0.8387
0.7902	9.9596	986	0.7034	0.3636	0.7034	0.8387
0.7902	9.9798	988	0.7034	0.3636	0.7034	0.8387
0.7902	10.0	990	0.7034	0.3636	0.7034	0.8387

Framework versions

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