ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_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: 0.7890
• Qwk: 0.6645
• Mse: 0.7890
• Rmse: 0.8882

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	5.0832	0.0003	5.0832	2.2546
No log	0.0396	4	3.7208	0.0447	3.7208	1.9289
No log	0.0594	6	2.2306	0.1250	2.2306	1.4935
No log	0.0792	8	1.5918	0.0112	1.5918	1.2617
No log	0.0990	10	1.2825	0.1466	1.2825	1.1325
No log	0.1188	12	1.2605	0.1638	1.2605	1.1227
No log	0.1386	14	1.3459	0.1236	1.3459	1.1601
No log	0.1584	16	1.3672	0.1848	1.3672	1.1693
No log	0.1782	18	1.2390	0.2554	1.2390	1.1131
No log	0.1980	20	1.1357	0.2783	1.1357	1.0657
No log	0.2178	22	1.1302	0.2554	1.1302	1.0631
No log	0.2376	24	1.0938	0.2452	1.0938	1.0458
No log	0.2574	26	1.1808	0.2764	1.1808	1.0866
No log	0.2772	28	1.1933	0.3196	1.1933	1.0924
No log	0.2970	30	1.4101	0.2110	1.4101	1.1875
No log	0.3168	32	1.1638	0.3389	1.1638	1.0788
No log	0.3366	34	0.9315	0.4864	0.9315	0.9651
No log	0.3564	36	1.0043	0.4924	1.0043	1.0021
No log	0.3762	38	1.0397	0.4885	1.0397	1.0197
No log	0.3960	40	1.0177	0.3676	1.0177	1.0088
No log	0.4158	42	1.0530	0.4196	1.0530	1.0262
No log	0.4356	44	1.0651	0.4196	1.0651	1.0320
No log	0.4554	46	1.0944	0.3688	1.0944	1.0462
No log	0.4752	48	1.0903	0.3627	1.0903	1.0442
No log	0.4950	50	1.0181	0.4066	1.0181	1.0090
No log	0.5149	52	1.0123	0.4330	1.0123	1.0061
No log	0.5347	54	1.3587	0.2906	1.3587	1.1656
No log	0.5545	56	1.1441	0.3591	1.1441	1.0696
No log	0.5743	58	0.8238	0.5582	0.8238	0.9076
No log	0.5941	60	0.9746	0.5281	0.9746	0.9872
No log	0.6139	62	1.0976	0.5600	1.0976	1.0477
No log	0.6337	64	1.0935	0.5678	1.0935	1.0457
No log	0.6535	66	1.0160	0.6112	1.0160	1.0080
No log	0.6733	68	0.8836	0.6230	0.8836	0.9400
No log	0.6931	70	0.8544	0.6358	0.8544	0.9243
No log	0.7129	72	0.8224	0.6515	0.8224	0.9068
No log	0.7327	74	0.7639	0.6641	0.7639	0.8740
No log	0.7525	76	0.7628	0.6282	0.7628	0.8734
No log	0.7723	78	0.7951	0.6512	0.7951	0.8917
No log	0.7921	80	0.7989	0.6674	0.7989	0.8938
No log	0.8119	82	0.7625	0.6520	0.7625	0.8732
No log	0.8317	84	0.8722	0.6431	0.8722	0.9339
No log	0.8515	86	1.1995	0.5433	1.1995	1.0952
No log	0.8713	88	0.9853	0.5999	0.9853	0.9926
No log	0.8911	90	0.7578	0.5942	0.7578	0.8705
No log	0.9109	92	0.8205	0.5942	0.8205	0.9058
No log	0.9307	94	0.7898	0.6160	0.7898	0.8887
No log	0.9505	96	0.7787	0.6347	0.7787	0.8825
No log	0.9703	98	0.7623	0.6428	0.7623	0.8731
No log	0.9901	100	0.7934	0.6870	0.7934	0.8907
No log	1.0099	102	0.7890	0.6985	0.7890	0.8882
No log	1.0297	104	0.9216	0.6586	0.9216	0.9600
No log	1.0495	106	1.0852	0.6109	1.0852	1.0417
No log	1.0693	108	0.9294	0.6512	0.9294	0.9641
No log	1.0891	110	0.7485	0.6939	0.7485	0.8652
No log	1.1089	112	0.8158	0.6723	0.8158	0.9032
No log	1.1287	114	1.2102	0.5847	1.2102	1.1001
No log	1.1485	116	1.2194	0.5894	1.2194	1.1043
No log	1.1683	118	0.8276	0.6441	0.8276	0.9097
No log	1.1881	120	0.7070	0.6365	0.7070	0.8408
No log	1.2079	122	0.7219	0.6341	0.7219	0.8497
No log	1.2277	124	0.7518	0.6585	0.7518	0.8670
No log	1.2475	126	0.7751	0.6568	0.7751	0.8804
No log	1.2673	128	1.0005	0.6291	1.0005	1.0003
No log	1.2871	130	0.9463	0.6535	0.9463	0.9728
No log	1.3069	132	0.9716	0.6620	0.9716	0.9857
No log	1.3267	134	1.2348	0.5706	1.2348	1.1112
No log	1.3465	136	1.4300	0.5422	1.4300	1.1958
No log	1.3663	138	1.0419	0.6249	1.0419	1.0208
No log	1.3861	140	0.7693	0.6145	0.7693	0.8771
No log	1.4059	142	0.9464	0.6204	0.9464	0.9728
No log	1.4257	144	0.7966	0.6694	0.7966	0.8925
No log	1.4455	146	0.7498	0.6260	0.7498	0.8659
No log	1.4653	148	0.9587	0.6123	0.9587	0.9791
No log	1.4851	150	0.8842	0.6510	0.8842	0.9403
No log	1.5050	152	0.7261	0.6196	0.7261	0.8521
No log	1.5248	154	0.7850	0.6491	0.7850	0.8860
No log	1.5446	156	0.7104	0.6543	0.7104	0.8429
No log	1.5644	158	0.7111	0.6582	0.7111	0.8433
No log	1.5842	160	0.6614	0.6878	0.6614	0.8133
No log	1.6040	162	0.6647	0.7000	0.6647	0.8153
No log	1.6238	164	0.8084	0.6695	0.8084	0.8991
No log	1.6436	166	0.9141	0.6427	0.9141	0.9561
No log	1.6634	168	0.8702	0.6427	0.8702	0.9329
No log	1.6832	170	0.7008	0.7022	0.7008	0.8371
No log	1.7030	172	0.6353	0.6976	0.6353	0.7971
No log	1.7228	174	0.7057	0.7020	0.7057	0.8401
No log	1.7426	176	0.9934	0.6197	0.9934	0.9967
No log	1.7624	178	1.2545	0.5665	1.2545	1.1201
No log	1.7822	180	1.0153	0.6095	1.0153	1.0076
No log	1.8020	182	0.7465	0.6468	0.7465	0.8640
No log	1.8218	184	0.6387	0.6788	0.6387	0.7992
No log	1.8416	186	0.6978	0.6577	0.6978	0.8353
No log	1.8614	188	0.6869	0.6708	0.6869	0.8288
No log	1.8812	190	0.7772	0.6468	0.7772	0.8816
No log	1.9010	192	0.7892	0.6581	0.7892	0.8883
No log	1.9208	194	0.7080	0.6809	0.7080	0.8414
No log	1.9406	196	0.6970	0.6973	0.6970	0.8349
No log	1.9604	198	0.6791	0.7073	0.6791	0.8241
No log	1.9802	200	0.7146	0.6919	0.7146	0.8454
No log	2.0	202	0.9458	0.6407	0.9458	0.9725
No log	2.0198	204	1.2957	0.5814	1.2957	1.1383
No log	2.0396	206	1.3195	0.5919	1.3195	1.1487
No log	2.0594	208	1.0410	0.6300	1.0410	1.0203
No log	2.0792	210	0.7675	0.7067	0.7675	0.8761
No log	2.0990	212	0.7164	0.7145	0.7164	0.8464
No log	2.1188	214	0.8052	0.6747	0.8052	0.8973
No log	2.1386	216	0.9382	0.6144	0.9382	0.9686
No log	2.1584	218	0.8731	0.6555	0.8731	0.9344
No log	2.1782	220	0.8597	0.6280	0.8597	0.9272
No log	2.1980	222	0.7674	0.6618	0.7674	0.8760
No log	2.2178	224	0.7699	0.6099	0.7699	0.8774
No log	2.2376	226	0.8431	0.6464	0.8431	0.9182
No log	2.2574	228	0.8636	0.6152	0.8636	0.9293
No log	2.2772	230	0.7548	0.6693	0.7548	0.8688
No log	2.2970	232	0.6972	0.6635	0.6972	0.8350
No log	2.3168	234	0.6840	0.6768	0.6840	0.8270
No log	2.3366	236	0.7904	0.6488	0.7904	0.8890
No log	2.3564	238	1.1746	0.5721	1.1746	1.0838
No log	2.3762	240	1.3455	0.5281	1.3455	1.1600
No log	2.3960	242	1.1568	0.5951	1.1568	1.0756
No log	2.4158	244	0.8156	0.6336	0.8156	0.9031
No log	2.4356	246	0.6629	0.6658	0.6629	0.8142
No log	2.4554	248	0.6637	0.6674	0.6637	0.8147
No log	2.4752	250	0.7354	0.6664	0.7354	0.8576
No log	2.4950	252	0.9639	0.6351	0.9639	0.9818
No log	2.5149	254	1.1812	0.5623	1.1812	1.0868
No log	2.5347	256	1.1870	0.5586	1.1870	1.0895
No log	2.5545	258	1.0040	0.6050	1.0040	1.0020
No log	2.5743	260	0.8265	0.6065	0.8265	0.9091
No log	2.5941	262	0.8222	0.6120	0.8222	0.9067
No log	2.6139	264	0.8766	0.6095	0.8766	0.9363
No log	2.6337	266	0.9287	0.5871	0.9287	0.9637
No log	2.6535	268	0.8703	0.6147	0.8703	0.9329
No log	2.6733	270	0.7610	0.6638	0.7610	0.8723
No log	2.6931	272	0.7535	0.6462	0.7535	0.8680
No log	2.7129	274	0.7053	0.6783	0.7053	0.8398
No log	2.7327	276	0.6825	0.6985	0.6825	0.8261
No log	2.7525	278	0.7757	0.6231	0.7757	0.8807
No log	2.7723	280	0.8944	0.6622	0.8944	0.9457
No log	2.7921	282	1.0628	0.6402	1.0628	1.0309
No log	2.8119	284	0.9988	0.6549	0.9988	0.9994
No log	2.8317	286	0.7794	0.6821	0.7794	0.8828
No log	2.8515	288	0.6870	0.7041	0.6870	0.8288
No log	2.8713	290	0.6964	0.7009	0.6964	0.8345
No log	2.8911	292	0.7048	0.7204	0.7048	0.8395
No log	2.9109	294	0.7539	0.6796	0.7539	0.8683
No log	2.9307	296	0.8522	0.6458	0.8522	0.9231
No log	2.9505	298	0.8695	0.6297	0.8695	0.9325
No log	2.9703	300	0.7761	0.6671	0.7761	0.8810
No log	2.9901	302	0.7796	0.6467	0.7796	0.8830
No log	3.0099	304	0.7940	0.6536	0.7940	0.8911
No log	3.0297	306	0.6841	0.6838	0.6841	0.8271
No log	3.0495	308	0.6450	0.7322	0.6450	0.8031
No log	3.0693	310	0.6883	0.7286	0.6883	0.8296
No log	3.0891	312	0.8039	0.6827	0.8039	0.8966
No log	3.1089	314	1.0818	0.6599	1.0818	1.0401
No log	3.1287	316	1.3603	0.5549	1.3603	1.1663
No log	3.1485	318	1.3257	0.5453	1.3257	1.1514
No log	3.1683	320	1.1548	0.6005	1.1548	1.0746
No log	3.1881	322	1.0868	0.6016	1.0868	1.0425
No log	3.2079	324	0.9849	0.6369	0.9849	0.9924
No log	3.2277	326	0.8764	0.6612	0.8764	0.9362
No log	3.2475	328	0.7632	0.6818	0.7632	0.8736
No log	3.2673	330	0.7140	0.7054	0.7140	0.8450
No log	3.2871	332	0.7393	0.7265	0.7393	0.8598
No log	3.3069	334	0.7767	0.6763	0.7767	0.8813
No log	3.3267	336	0.9117	0.6247	0.9117	0.9548
No log	3.3465	338	1.0165	0.6263	1.0165	1.0082
No log	3.3663	340	0.9152	0.6223	0.9152	0.9566
No log	3.3861	342	0.7168	0.6761	0.7168	0.8466
No log	3.4059	344	0.6285	0.6710	0.6285	0.7928
No log	3.4257	346	0.6057	0.6903	0.6057	0.7782
No log	3.4455	348	0.6222	0.7479	0.6222	0.7888
No log	3.4653	350	0.6740	0.7281	0.6740	0.8210
No log	3.4851	352	0.7033	0.7070	0.7033	0.8386
No log	3.5050	354	0.6997	0.7021	0.6997	0.8365
No log	3.5248	356	0.6379	0.7330	0.6379	0.7987
No log	3.5446	358	0.6731	0.7154	0.6731	0.8204
No log	3.5644	360	0.8040	0.6920	0.8040	0.8967
No log	3.5842	362	0.8870	0.6570	0.8870	0.9418
No log	3.6040	364	0.7719	0.6792	0.7719	0.8786
No log	3.6238	366	0.6699	0.6710	0.6699	0.8185
No log	3.6436	368	0.6229	0.7056	0.6229	0.7893
No log	3.6634	370	0.6244	0.7007	0.6244	0.7902
No log	3.6832	372	0.6645	0.6945	0.6645	0.8151
No log	3.7030	374	0.7270	0.6859	0.7270	0.8526
No log	3.7228	376	0.7575	0.6873	0.7575	0.8703
No log	3.7426	378	0.8266	0.6343	0.8266	0.9092
No log	3.7624	380	0.8877	0.6272	0.8877	0.9422
No log	3.7822	382	0.8866	0.6454	0.8866	0.9416
No log	3.8020	384	0.7717	0.6905	0.7717	0.8785
No log	3.8218	386	0.6747	0.7024	0.6747	0.8214
No log	3.8416	388	0.6567	0.7001	0.6567	0.8104
No log	3.8614	390	0.6777	0.7017	0.6777	0.8232
No log	3.8812	392	0.7354	0.6646	0.7354	0.8575
No log	3.9010	394	0.7725	0.6391	0.7725	0.8789
No log	3.9208	396	0.8246	0.6101	0.8246	0.9081
No log	3.9406	398	0.7985	0.6485	0.7985	0.8936
No log	3.9604	400	0.7601	0.6511	0.7601	0.8718
No log	3.9802	402	0.7440	0.6841	0.7440	0.8626
No log	4.0	404	0.7236	0.6939	0.7236	0.8507
No log	4.0198	406	0.6979	0.7152	0.6979	0.8354
No log	4.0396	408	0.6992	0.6952	0.6992	0.8362
No log	4.0594	410	0.6965	0.7038	0.6965	0.8346
No log	4.0792	412	0.7695	0.6698	0.7695	0.8772
No log	4.0990	414	0.8114	0.6279	0.8114	0.9008
No log	4.1188	416	0.8364	0.6424	0.8364	0.9145
No log	4.1386	418	0.7655	0.6504	0.7655	0.8749
No log	4.1584	420	0.6563	0.7097	0.6563	0.8101
No log	4.1782	422	0.6367	0.6773	0.6367	0.7980
No log	4.1980	424	0.6493	0.6851	0.6493	0.8058
No log	4.2178	426	0.6805	0.7082	0.6805	0.8249
No log	4.2376	428	0.7707	0.6345	0.7707	0.8779
No log	4.2574	430	0.9424	0.6215	0.9424	0.9708
No log	4.2772	432	0.9521	0.6221	0.9521	0.9757
No log	4.2970	434	0.8751	0.6224	0.8751	0.9355
No log	4.3168	436	0.8076	0.6156	0.8076	0.8987
No log	4.3366	438	0.7009	0.6758	0.7009	0.8372
No log	4.3564	440	0.6758	0.7205	0.6758	0.8221
No log	4.3762	442	0.7595	0.6747	0.7595	0.8715
No log	4.3960	444	0.9336	0.6640	0.9336	0.9662
No log	4.4158	446	1.1112	0.6231	1.1112	1.0542
No log	4.4356	448	1.1210	0.6299	1.1210	1.0588
No log	4.4554	450	0.9507	0.6475	0.9507	0.9750
No log	4.4752	452	0.7415	0.6868	0.7415	0.8611
No log	4.4950	454	0.6894	0.6893	0.6894	0.8303
No log	4.5149	456	0.6997	0.6840	0.6997	0.8365
No log	4.5347	458	0.7496	0.6674	0.7496	0.8658
No log	4.5545	460	0.8496	0.6750	0.8496	0.9217
No log	4.5743	462	0.8310	0.6559	0.8310	0.9116
No log	4.5941	464	0.7264	0.6492	0.7264	0.8523
No log	4.6139	466	0.6659	0.6755	0.6659	0.8160
No log	4.6337	468	0.6720	0.6724	0.6720	0.8198
No log	4.6535	470	0.7357	0.6432	0.7357	0.8577
No log	4.6733	472	0.8355	0.6359	0.8355	0.9141
No log	4.6931	474	0.8523	0.6359	0.8523	0.9232
No log	4.7129	476	0.8279	0.6181	0.8279	0.9099
No log	4.7327	478	0.7364	0.6326	0.7364	0.8581
No log	4.7525	480	0.7071	0.6819	0.7071	0.8409
No log	4.7723	482	0.7210	0.6849	0.7210	0.8491
No log	4.7921	484	0.7920	0.6282	0.7920	0.8899
No log	4.8119	486	0.8810	0.6239	0.8810	0.9386
No log	4.8317	488	0.9494	0.6445	0.9494	0.9744
No log	4.8515	490	1.0356	0.6184	1.0356	1.0176
No log	4.8713	492	0.9961	0.6313	0.9961	0.9981
No log	4.8911	494	0.9891	0.6051	0.9891	0.9945
No log	4.9109	496	0.8672	0.6132	0.8672	0.9312
No log	4.9307	498	0.7714	0.6150	0.7714	0.8783
0.4627	4.9505	500	0.7295	0.6433	0.7295	0.8541
0.4627	4.9703	502	0.7207	0.6507	0.7207	0.8489
0.4627	4.9901	504	0.7712	0.6363	0.7712	0.8782
0.4627	5.0099	506	0.8800	0.6023	0.8800	0.9381
0.4627	5.0297	508	0.9310	0.6199	0.9310	0.9649
0.4627	5.0495	510	0.8749	0.6119	0.8749	0.9353
0.4627	5.0693	512	0.8676	0.6003	0.8676	0.9315
0.4627	5.0891	514	0.8633	0.6064	0.8633	0.9291
0.4627	5.1089	516	0.8252	0.6329	0.8252	0.9084
0.4627	5.1287	518	0.7897	0.6424	0.7897	0.8887
0.4627	5.1485	520	0.7575	0.6420	0.7575	0.8703
0.4627	5.1683	522	0.7783	0.6252	0.7783	0.8822
0.4627	5.1881	524	0.8634	0.6056	0.8634	0.9292
0.4627	5.2079	526	0.9618	0.5841	0.9618	0.9807
0.4627	5.2277	528	1.0080	0.5704	1.0080	1.0040
0.4627	5.2475	530	1.0217	0.5603	1.0217	1.0108
0.4627	5.2673	532	0.8980	0.5908	0.8980	0.9476
0.4627	5.2871	534	0.7874	0.6265	0.7874	0.8873
0.4627	5.3069	536	0.7692	0.6504	0.7692	0.8771
0.4627	5.3267	538	0.7812	0.6279	0.7812	0.8838
0.4627	5.3465	540	0.8425	0.6167	0.8425	0.9179
0.4627	5.3663	542	0.9437	0.5744	0.9437	0.9715
0.4627	5.3861	544	0.9881	0.5753	0.9881	0.9940
0.4627	5.4059	546	0.9246	0.5935	0.9246	0.9615
0.4627	5.4257	548	0.7862	0.6339	0.7862	0.8867
0.4627	5.4455	550	0.7251	0.6383	0.7251	0.8515
0.4627	5.4653	552	0.7240	0.6284	0.7240	0.8509
0.4627	5.4851	554	0.7579	0.6449	0.7579	0.8706
0.4627	5.5050	556	0.8418	0.6274	0.8418	0.9175
0.4627	5.5248	558	0.9672	0.5736	0.9672	0.9835
0.4627	5.5446	560	1.0083	0.5761	1.0083	1.0042
0.4627	5.5644	562	0.9304	0.6017	0.9304	0.9646
0.4627	5.5842	564	0.8164	0.6688	0.8164	0.9035
0.4627	5.6040	566	0.7250	0.6598	0.7250	0.8514
0.4627	5.6238	568	0.7005	0.6598	0.7005	0.8370
0.4627	5.6436	570	0.7155	0.6810	0.7155	0.8459
0.4627	5.6634	572	0.7993	0.6518	0.7993	0.8940
0.4627	5.6832	574	0.9101	0.5923	0.9101	0.9540
0.4627	5.7030	576	0.9774	0.5826	0.9774	0.9886
0.4627	5.7228	578	1.0074	0.5758	1.0074	1.0037
0.4627	5.7426	580	0.9910	0.5600	0.9910	0.9955
0.4627	5.7624	582	0.9353	0.5356	0.9353	0.9671
0.4627	5.7822	584	0.8395	0.5948	0.8395	0.9163
0.4627	5.8020	586	0.7974	0.6048	0.7974	0.8930
0.4627	5.8218	588	0.7805	0.6008	0.7805	0.8835
0.4627	5.8416	590	0.7870	0.6123	0.7870	0.8871
0.4627	5.8614	592	0.8195	0.5997	0.8195	0.9053
0.4627	5.8812	594	0.8510	0.5970	0.8510	0.9225
0.4627	5.9010	596	0.8460	0.6195	0.8460	0.9198
0.4627	5.9208	598	0.8239	0.6379	0.8239	0.9077
0.4627	5.9406	600	0.7913	0.6454	0.7913	0.8895
0.4627	5.9604	602	0.7824	0.6454	0.7824	0.8845
0.4627	5.9802	604	0.7880	0.6363	0.7880	0.8877
0.4627	6.0	606	0.7971	0.6363	0.7971	0.8928
0.4627	6.0198	608	0.8567	0.6050	0.8567	0.9256
0.4627	6.0396	610	0.8848	0.5956	0.8848	0.9406
0.4627	6.0594	612	0.8749	0.6050	0.8749	0.9354
0.4627	6.0792	614	0.8458	0.6054	0.8458	0.9197
0.4627	6.0990	616	0.8269	0.6136	0.8269	0.9094
0.4627	6.1188	618	0.8174	0.6113	0.8174	0.9041
0.4627	6.1386	620	0.8316	0.6227	0.8316	0.9119
0.4627	6.1584	622	0.8864	0.6107	0.8864	0.9415
0.4627	6.1782	624	0.9420	0.6129	0.9420	0.9706
0.4627	6.1980	626	0.9300	0.6293	0.9300	0.9643
0.4627	6.2178	628	0.8829	0.6293	0.8829	0.9397
0.4627	6.2376	630	0.7816	0.6798	0.7816	0.8841
0.4627	6.2574	632	0.6890	0.6996	0.6890	0.8300
0.4627	6.2772	634	0.6678	0.7086	0.6678	0.8172
0.4627	6.2970	636	0.6803	0.7055	0.6803	0.8248
0.4627	6.3168	638	0.7465	0.6958	0.7465	0.8640
0.4627	6.3366	640	0.8922	0.6620	0.8922	0.9446
0.4627	6.3564	642	1.0252	0.6322	1.0252	1.0125
0.4627	6.3762	644	1.0722	0.6053	1.0722	1.0355
0.4627	6.3960	646	1.0429	0.6095	1.0429	1.0212
0.4627	6.4158	648	0.9670	0.6303	0.9670	0.9833
0.4627	6.4356	650	0.8596	0.6384	0.8596	0.9271
0.4627	6.4554	652	0.7679	0.6328	0.7679	0.8763
0.4627	6.4752	654	0.7197	0.6473	0.7197	0.8484
0.4627	6.4950	656	0.7058	0.6546	0.7058	0.8401
0.4627	6.5149	658	0.6992	0.6637	0.6992	0.8362
0.4627	6.5347	660	0.7113	0.6412	0.7113	0.8434
0.4627	6.5545	662	0.7618	0.6237	0.7618	0.8728
0.4627	6.5743	664	0.7927	0.6038	0.7927	0.8903
0.4627	6.5941	666	0.7914	0.5840	0.7914	0.8896
0.4627	6.6139	668	0.7742	0.5850	0.7742	0.8799
0.4627	6.6337	670	0.7751	0.5850	0.7751	0.8804
0.4627	6.6535	672	0.8071	0.5653	0.8071	0.8984
0.4627	6.6733	674	0.8625	0.5847	0.8625	0.9287
0.4627	6.6931	676	0.8728	0.5929	0.8728	0.9342
0.4627	6.7129	678	0.8439	0.6108	0.8439	0.9187
0.4627	6.7327	680	0.7911	0.6180	0.7911	0.8895
0.4627	6.7525	682	0.7338	0.6259	0.7338	0.8566
0.4627	6.7723	684	0.7163	0.6306	0.7163	0.8464
0.4627	6.7921	686	0.7103	0.6367	0.7103	0.8428
0.4627	6.8119	688	0.7123	0.6478	0.7123	0.8440
0.4627	6.8317	690	0.7464	0.6739	0.7464	0.8639
0.4627	6.8515	692	0.8227	0.6408	0.8227	0.9070
0.4627	6.8713	694	0.9163	0.6073	0.9163	0.9572
0.4627	6.8911	696	0.9575	0.6040	0.9575	0.9785
0.4627	6.9109	698	0.9354	0.6028	0.9354	0.9672
0.4627	6.9307	700	0.8611	0.6334	0.8611	0.9280
0.4627	6.9505	702	0.7922	0.6628	0.7922	0.8900
0.4627	6.9703	704	0.7509	0.6896	0.7509	0.8666
0.4627	6.9901	706	0.7526	0.6944	0.7526	0.8675
0.4627	7.0099	708	0.7711	0.6979	0.7711	0.8781
0.4627	7.0297	710	0.7781	0.7068	0.7781	0.8821
0.4627	7.0495	712	0.7681	0.7061	0.7681	0.8764
0.4627	7.0693	714	0.7623	0.7004	0.7623	0.8731
0.4627	7.0891	716	0.7717	0.6963	0.7717	0.8785
0.4627	7.1089	718	0.7853	0.6998	0.7853	0.8862
0.4627	7.1287	720	0.7970	0.6998	0.7970	0.8928
0.4627	7.1485	722	0.7892	0.7023	0.7892	0.8884
0.4627	7.1683	724	0.7558	0.6940	0.7558	0.8694
0.4627	7.1881	726	0.7306	0.6891	0.7306	0.8547
0.4627	7.2079	728	0.7130	0.6866	0.7130	0.8444
0.4627	7.2277	730	0.7219	0.6644	0.7219	0.8496
0.4627	7.2475	732	0.7427	0.6547	0.7427	0.8618
0.4627	7.2673	734	0.7561	0.6531	0.7561	0.8696
0.4627	7.2871	736	0.7774	0.6486	0.7774	0.8817
0.4627	7.3069	738	0.8097	0.6483	0.8097	0.8998
0.4627	7.3267	740	0.8012	0.6762	0.8012	0.8951
0.4627	7.3465	742	0.7681	0.6892	0.7681	0.8764
0.4627	7.3663	744	0.7401	0.6881	0.7401	0.8603
0.4627	7.3861	746	0.7189	0.6941	0.7189	0.8479
0.4627	7.4059	748	0.6852	0.6795	0.6852	0.8278
0.4627	7.4257	750	0.6607	0.7011	0.6607	0.8128
0.4627	7.4455	752	0.6732	0.6850	0.6732	0.8205
0.4627	7.4653	754	0.7156	0.6923	0.7156	0.8459
0.4627	7.4851	756	0.7660	0.6805	0.7660	0.8752
0.4627	7.5050	758	0.8285	0.6480	0.8285	0.9102
0.4627	7.5248	760	0.8714	0.6293	0.8714	0.9335
0.4627	7.5446	762	0.8798	0.6293	0.8798	0.9380
0.4627	7.5644	764	0.8705	0.6414	0.8705	0.9330
0.4627	7.5842	766	0.8633	0.6414	0.8633	0.9291
0.4627	7.6040	768	0.8325	0.6475	0.8325	0.9124
0.4627	7.6238	770	0.8002	0.6674	0.8002	0.8945
0.4627	7.6436	772	0.7833	0.6786	0.7833	0.8851
0.4627	7.6634	774	0.7919	0.6579	0.7919	0.8899
0.4627	7.6832	776	0.8056	0.6489	0.8056	0.8975
0.4627	7.7030	778	0.8163	0.6422	0.8163	0.9035
0.4627	7.7228	780	0.8445	0.6285	0.8445	0.9190
0.4627	7.7426	782	0.8615	0.6127	0.8615	0.9282
0.4627	7.7624	784	0.8805	0.6106	0.8805	0.9384
0.4627	7.7822	786	0.8452	0.6420	0.8452	0.9193
0.4627	7.8020	788	0.7962	0.6681	0.7962	0.8923
0.4627	7.8218	790	0.7684	0.6534	0.7684	0.8766
0.4627	7.8416	792	0.7557	0.6561	0.7557	0.8693
0.4627	7.8614	794	0.7415	0.6647	0.7415	0.8611
0.4627	7.8812	796	0.7198	0.6603	0.7198	0.8484
0.4627	7.9010	798	0.7189	0.6603	0.7189	0.8479
0.4627	7.9208	800	0.7404	0.6572	0.7404	0.8605
0.4627	7.9406	802	0.7815	0.6642	0.7815	0.8840
0.4627	7.9604	804	0.8223	0.6637	0.8223	0.9068
0.4627	7.9802	806	0.8551	0.6337	0.8551	0.9247
0.4627	8.0	808	0.8667	0.6309	0.8667	0.9309
0.4627	8.0198	810	0.8848	0.6350	0.8848	0.9406
0.4627	8.0396	812	0.9202	0.6440	0.9202	0.9593
0.4627	8.0594	814	0.9718	0.6197	0.9718	0.9858
0.4627	8.0792	816	1.0180	0.6079	1.0180	1.0090
0.4627	8.0990	818	1.0421	0.6096	1.0421	1.0208
0.4627	8.1188	820	1.0218	0.6079	1.0218	1.0109
0.4627	8.1386	822	0.9565	0.6239	0.9565	0.9780
0.4627	8.1584	824	0.8701	0.6492	0.8701	0.9328
0.4627	8.1782	826	0.8070	0.6582	0.8070	0.8983
0.4627	8.1980	828	0.7625	0.6834	0.7625	0.8732
0.4627	8.2178	830	0.7546	0.6765	0.7546	0.8687
0.4627	8.2376	832	0.7788	0.6795	0.7788	0.8825
0.4627	8.2574	834	0.8131	0.6511	0.8131	0.9017
0.4627	8.2772	836	0.8270	0.6495	0.8270	0.9094
0.4627	8.2970	838	0.8434	0.6492	0.8434	0.9184
0.4627	8.3168	840	0.8725	0.6492	0.8725	0.9341
0.4627	8.3366	842	0.8809	0.6492	0.8809	0.9386
0.4627	8.3564	844	0.8571	0.6492	0.8571	0.9258
0.4627	8.3762	846	0.8387	0.6487	0.8387	0.9158
0.4627	8.3960	848	0.8057	0.6551	0.8057	0.8976
0.4627	8.4158	850	0.8010	0.6577	0.8010	0.8950
0.4627	8.4356	852	0.7797	0.6811	0.7797	0.8830
0.4627	8.4554	854	0.7702	0.6855	0.7702	0.8776
0.4627	8.4752	856	0.7560	0.6905	0.7560	0.8695
0.4627	8.4950	858	0.7411	0.6654	0.7411	0.8608
0.4627	8.5149	860	0.7441	0.6654	0.7441	0.8626
0.4627	8.5347	862	0.7464	0.6905	0.7464	0.8640
0.4627	8.5545	864	0.7530	0.6905	0.7530	0.8678
0.4627	8.5743	866	0.7747	0.6833	0.7747	0.8802
0.4627	8.5941	868	0.8001	0.6861	0.8001	0.8945
0.4627	8.6139	870	0.8117	0.6778	0.8117	0.9010
0.4627	8.6337	872	0.8348	0.6685	0.8348	0.9136
0.4627	8.6535	874	0.8663	0.6518	0.8663	0.9307
0.4627	8.6733	876	0.9077	0.6462	0.9077	0.9527
0.4627	8.6931	878	0.9277	0.6462	0.9277	0.9632
0.4627	8.7129	880	0.9414	0.6405	0.9414	0.9703
0.4627	8.7327	882	0.9205	0.6523	0.9205	0.9594
0.4627	8.7525	884	0.8905	0.6462	0.8905	0.9437
0.4627	8.7723	886	0.8733	0.6379	0.8733	0.9345
0.4627	8.7921	888	0.8570	0.6379	0.8570	0.9258
0.4627	8.8119	890	0.8364	0.6644	0.8364	0.9146
0.4627	8.8317	892	0.8199	0.6737	0.8199	0.9055
0.4627	8.8515	894	0.7955	0.6820	0.7955	0.8919
0.4627	8.8713	896	0.7717	0.6921	0.7717	0.8785
0.4627	8.8911	898	0.7558	0.7000	0.7558	0.8693
0.4627	8.9109	900	0.7480	0.6843	0.7480	0.8649
0.4627	8.9307	902	0.7564	0.7000	0.7564	0.8697
0.4627	8.9505	904	0.7800	0.6809	0.7800	0.8832
0.4627	8.9703	906	0.8069	0.6820	0.8069	0.8983
0.4627	8.9901	908	0.8282	0.6576	0.8282	0.9101
0.4627	9.0099	910	0.8453	0.6560	0.8453	0.9194
0.4627	9.0297	912	0.8546	0.6560	0.8546	0.9245
0.4627	9.0495	914	0.8536	0.6560	0.8536	0.9239
0.4627	9.0693	916	0.8344	0.6576	0.8344	0.9135
0.4627	9.0891	918	0.8245	0.6576	0.8245	0.9080
0.4627	9.1089	920	0.8114	0.6650	0.8114	0.9008
0.4627	9.1287	922	0.7932	0.6647	0.7932	0.8906
0.4627	9.1485	924	0.7668	0.6791	0.7668	0.8757
0.4627	9.1683	926	0.7388	0.6880	0.7388	0.8596
0.4627	9.1881	928	0.7259	0.6923	0.7259	0.8520
0.4627	9.2079	930	0.7277	0.6923	0.7277	0.8530
0.4627	9.2277	932	0.7385	0.6880	0.7385	0.8593
0.4627	9.2475	934	0.7553	0.6791	0.7553	0.8691
0.4627	9.2673	936	0.7754	0.6844	0.7754	0.8805
0.4627	9.2871	938	0.8012	0.6809	0.8012	0.8951
0.4627	9.3069	940	0.8259	0.6549	0.8259	0.9088
0.4627	9.3267	942	0.8425	0.6549	0.8425	0.9179
0.4627	9.3465	944	0.8627	0.6454	0.8627	0.9288
0.4627	9.3663	946	0.8786	0.6454	0.8786	0.9373
0.4627	9.3861	948	0.8755	0.6454	0.8755	0.9357
0.4627	9.4059	950	0.8686	0.6454	0.8686	0.9320
0.4627	9.4257	952	0.8603	0.6379	0.8603	0.9275
0.4627	9.4455	954	0.8587	0.6379	0.8587	0.9267
0.4627	9.4653	956	0.8518	0.6422	0.8518	0.9229
0.4627	9.4851	958	0.8452	0.6464	0.8452	0.9194
0.4627	9.5050	960	0.8425	0.6480	0.8425	0.9179
0.4627	9.5248	962	0.8478	0.6464	0.8478	0.9207
0.4627	9.5446	964	0.8494	0.6344	0.8494	0.9216
0.4627	9.5644	966	0.8443	0.6358	0.8443	0.9188
0.4627	9.5842	968	0.8345	0.6416	0.8345	0.9135
0.4627	9.6040	970	0.8203	0.6482	0.8203	0.9057
0.4627	9.6238	972	0.8117	0.6577	0.8117	0.9009
0.4627	9.6436	974	0.8045	0.6637	0.8045	0.8969
0.4627	9.6634	976	0.7963	0.6637	0.7963	0.8924
0.4627	9.6832	978	0.7877	0.6637	0.7877	0.8875
0.4627	9.7030	980	0.7806	0.6637	0.7806	0.8835
0.4627	9.7228	982	0.7782	0.6637	0.7782	0.8822
0.4627	9.7426	984	0.7793	0.6637	0.7793	0.8828
0.4627	9.7624	986	0.7800	0.6637	0.7800	0.8832
0.4627	9.7822	988	0.7815	0.6574	0.7815	0.8840
0.4627	9.8020	990	0.7855	0.6574	0.7855	0.8863
0.4627	9.8218	992	0.7903	0.6574	0.7903	0.8890
0.4627	9.8416	994	0.7925	0.6574	0.7925	0.8902
0.4627	9.8614	996	0.7929	0.6574	0.7929	0.8905
0.4627	9.8812	998	0.7931	0.6574	0.7931	0.8906
0.068	9.9010	1000	0.7924	0.6574	0.7924	0.8902
0.068	9.9208	1002	0.7909	0.6645	0.7909	0.8893
0.068	9.9406	1004	0.7895	0.6645	0.7895	0.8885
0.068	9.9604	1006	0.7892	0.6645	0.7892	0.8884
0.068	9.9802	1008	0.7890	0.6645	0.7890	0.8883
0.068	10.0	1010	0.7890	0.6645	0.7890	0.8882

Framework versions

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