ArabicNewSplits6_FineTuningAraBERT_run2_AugV5_k20_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: 0.6780
• Qwk: 0.6859
• Mse: 0.6780
• Rmse: 0.8234

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	0.02	2	5.3790	-0.0193	5.3790	2.3193
No log	0.04	4	3.0357	0.0616	3.0357	1.7423
No log	0.06	6	1.8964	0.0494	1.8964	1.3771
No log	0.08	8	1.4389	0.1616	1.4389	1.1995
No log	0.1	10	1.7869	-0.0029	1.7869	1.3368
No log	0.12	12	1.4868	0.0112	1.4868	1.2194
No log	0.14	14	1.2901	0.2433	1.2901	1.1358
No log	0.16	16	1.3618	0.1327	1.3618	1.1669
No log	0.18	18	1.3428	0.1467	1.3428	1.1588
No log	0.2	20	1.5329	0.0841	1.5329	1.2381
No log	0.22	22	1.5455	0.0811	1.5455	1.2432
No log	0.24	24	1.3430	0.1410	1.3430	1.1589
No log	0.26	26	1.3824	0.1205	1.3824	1.1758
No log	0.28	28	1.6129	0.0892	1.6129	1.2700
No log	0.3	30	1.6825	0.1112	1.6825	1.2971
No log	0.32	32	1.6920	0.1222	1.6920	1.3008
No log	0.34	34	1.7500	0.1436	1.7500	1.3229
No log	0.36	36	1.6844	0.1347	1.6844	1.2979
No log	0.38	38	1.6143	0.1396	1.6143	1.2705
No log	0.4	40	1.4616	0.1589	1.4616	1.2090
No log	0.42	42	1.1949	0.2778	1.1949	1.0931
No log	0.44	44	1.0621	0.3369	1.0621	1.0306
No log	0.46	46	1.0561	0.3805	1.0561	1.0277
No log	0.48	48	1.1411	0.3571	1.1411	1.0682
No log	0.5	50	1.4126	0.2609	1.4126	1.1885
No log	0.52	52	1.7239	0.2608	1.7239	1.3130
No log	0.54	54	1.5913	0.2816	1.5913	1.2614
No log	0.56	56	1.7418	0.3126	1.7418	1.3198
No log	0.58	58	1.7022	0.2962	1.7022	1.3047
No log	0.6	60	1.7840	0.2954	1.7840	1.3357
No log	0.62	62	1.9229	0.2743	1.9229	1.3867
No log	0.64	64	2.0757	0.2578	2.0757	1.4407
No log	0.66	66	2.3101	0.2543	2.3101	1.5199
No log	0.68	68	1.9638	0.2542	1.9638	1.4014
No log	0.7	70	1.4055	0.3296	1.4055	1.1855
No log	0.72	72	1.0077	0.4630	1.0077	1.0038
No log	0.74	74	0.8816	0.5011	0.8816	0.9389
No log	0.76	76	0.9418	0.4997	0.9418	0.9705
No log	0.78	78	1.1129	0.4527	1.1129	1.0550
No log	0.8	80	1.0800	0.4572	1.0800	1.0392
No log	0.82	82	0.9239	0.4869	0.9239	0.9612
No log	0.84	84	0.8674	0.5158	0.8674	0.9313
No log	0.86	86	0.9087	0.4829	0.9087	0.9532
No log	0.88	88	1.0929	0.3512	1.0929	1.0454
No log	0.9	90	1.1662	0.3145	1.1662	1.0799
No log	0.92	92	1.0850	0.3161	1.0850	1.0416
No log	0.94	94	0.9006	0.4782	0.9006	0.9490
No log	0.96	96	0.8811	0.4886	0.8811	0.9387
No log	0.98	98	0.8768	0.4692	0.8768	0.9364
No log	1.0	100	1.0526	0.4218	1.0526	1.0259
No log	1.02	102	1.4178	0.3320	1.4178	1.1907
No log	1.04	104	1.4141	0.3236	1.4141	1.1892
No log	1.06	106	1.1665	0.4221	1.1665	1.0800
No log	1.08	108	0.9544	0.5172	0.9544	0.9770
No log	1.1	110	0.7869	0.5801	0.7869	0.8871
No log	1.12	112	0.9218	0.5710	0.9218	0.9601
No log	1.1400	114	0.9642	0.5456	0.9642	0.9819
No log	1.16	116	0.8387	0.6034	0.8387	0.9158
No log	1.18	118	0.8338	0.6352	0.8338	0.9131
No log	1.2	120	0.8115	0.6317	0.8115	0.9008
No log	1.22	122	0.7962	0.6671	0.7962	0.8923
No log	1.24	124	0.8869	0.5687	0.8869	0.9418
No log	1.26	126	1.1083	0.5141	1.1083	1.0528
No log	1.28	128	1.2832	0.4552	1.2832	1.1328
No log	1.3	130	1.2136	0.4524	1.2136	1.1016
No log	1.32	132	0.9202	0.5646	0.9202	0.9593
No log	1.34	134	0.7371	0.6230	0.7371	0.8586
No log	1.3600	136	0.7396	0.5722	0.7396	0.8600
No log	1.38	138	0.7717	0.6174	0.7717	0.8784
No log	1.4	140	0.8466	0.5588	0.8466	0.9201
No log	1.42	142	0.8199	0.5671	0.8199	0.9055
No log	1.44	144	0.8455	0.5902	0.8455	0.9195
No log	1.46	146	0.8414	0.5845	0.8414	0.9173
No log	1.48	148	0.9140	0.5473	0.9140	0.9560
No log	1.5	150	0.9176	0.5264	0.9176	0.9579
No log	1.52	152	0.8797	0.5770	0.8797	0.9379
No log	1.54	154	0.8609	0.6210	0.8609	0.9278
No log	1.56	156	0.8072	0.6564	0.8072	0.8985
No log	1.58	158	0.8536	0.6112	0.8536	0.9239
No log	1.6	160	0.8416	0.5884	0.8416	0.9174
No log	1.62	162	0.7861	0.6313	0.7861	0.8866
No log	1.6400	164	0.8174	0.6457	0.8174	0.9041
No log	1.6600	166	0.7991	0.6038	0.7991	0.8939
No log	1.6800	168	0.8088	0.4878	0.8088	0.8994
No log	1.7	170	0.9154	0.5100	0.9154	0.9568
No log	1.72	172	0.9636	0.5297	0.9636	0.9816
No log	1.74	174	0.9001	0.5605	0.9001	0.9487
No log	1.76	176	0.7639	0.5537	0.7639	0.8740
No log	1.78	178	0.7479	0.5910	0.7479	0.8648
No log	1.8	180	0.7455	0.6229	0.7455	0.8634
No log	1.8200	182	0.7339	0.5975	0.7339	0.8567
No log	1.8400	184	0.7225	0.5738	0.7225	0.8500
No log	1.8600	186	0.7478	0.5202	0.7478	0.8648
No log	1.88	188	0.7679	0.5383	0.7679	0.8763
No log	1.9	190	0.7547	0.5220	0.7547	0.8687
No log	1.92	192	0.7871	0.5380	0.7871	0.8872
No log	1.94	194	0.8086	0.5690	0.8086	0.8992
No log	1.96	196	0.7891	0.5321	0.7891	0.8883
No log	1.98	198	0.9687	0.5485	0.9687	0.9842
No log	2.0	200	1.0552	0.5291	1.0552	1.0272
No log	2.02	202	0.8970	0.5496	0.8970	0.9471
No log	2.04	204	0.7526	0.5925	0.7526	0.8675
No log	2.06	206	1.0520	0.5463	1.0520	1.0257
No log	2.08	208	1.3123	0.4949	1.3123	1.1455
No log	2.1	210	1.2475	0.5153	1.2475	1.1169
No log	2.12	212	0.9627	0.5717	0.9627	0.9812
No log	2.14	214	0.8171	0.6595	0.8171	0.9039
No log	2.16	216	0.8114	0.6648	0.8114	0.9008
No log	2.18	218	0.8748	0.6058	0.8748	0.9353
No log	2.2	220	0.9957	0.6090	0.9957	0.9978
No log	2.22	222	0.9735	0.6157	0.9735	0.9867
No log	2.24	224	0.8829	0.6152	0.8829	0.9396
No log	2.26	226	0.7645	0.6713	0.7645	0.8744
No log	2.2800	228	0.7077	0.6611	0.7077	0.8413
No log	2.3	230	0.7060	0.6572	0.7060	0.8402
No log	2.32	232	0.7019	0.6682	0.7019	0.8378
No log	2.34	234	0.7623	0.6481	0.7623	0.8731
No log	2.36	236	0.8468	0.6406	0.8468	0.9202
No log	2.38	238	0.9193	0.6110	0.9193	0.9588
No log	2.4	240	0.8660	0.6236	0.8660	0.9306
No log	2.42	242	0.7672	0.6359	0.7672	0.8759
No log	2.44	244	0.7531	0.6215	0.7531	0.8678
No log	2.46	246	0.7805	0.5905	0.7805	0.8835
No log	2.48	248	0.7906	0.6125	0.7906	0.8892
No log	2.5	250	0.7718	0.5980	0.7718	0.8785
No log	2.52	252	0.7661	0.6258	0.7661	0.8752
No log	2.54	254	0.7546	0.5924	0.7546	0.8687
No log	2.56	256	0.8006	0.5937	0.8006	0.8948
No log	2.58	258	0.9425	0.5665	0.9425	0.9708
No log	2.6	260	0.9500	0.5576	0.9500	0.9747
No log	2.62	262	0.7762	0.6415	0.7762	0.8810
No log	2.64	264	0.6757	0.6536	0.6757	0.8220
No log	2.66	266	0.7920	0.5888	0.7920	0.8900
No log	2.68	268	0.9884	0.5820	0.9884	0.9942
No log	2.7	270	0.9925	0.5756	0.9925	0.9963
No log	2.7200	272	0.8406	0.5852	0.8406	0.9169
No log	2.74	274	0.7202	0.6442	0.7202	0.8487
No log	2.76	276	0.6766	0.6795	0.6766	0.8225
No log	2.7800	278	0.6664	0.6695	0.6664	0.8164
No log	2.8	280	0.6798	0.6501	0.6798	0.8245
No log	2.82	282	0.7008	0.6683	0.7008	0.8371
No log	2.84	284	0.7138	0.6683	0.7138	0.8449
No log	2.86	286	0.7196	0.6727	0.7196	0.8483
No log	2.88	288	0.7287	0.6518	0.7287	0.8536
No log	2.9	290	0.7222	0.6406	0.7222	0.8498
No log	2.92	292	0.7287	0.6279	0.7287	0.8536
No log	2.94	294	0.7550	0.6127	0.7550	0.8689
No log	2.96	296	0.8377	0.6085	0.8377	0.9153
No log	2.98	298	0.9269	0.6038	0.9269	0.9628
No log	3.0	300	0.9593	0.5652	0.9593	0.9794
No log	3.02	302	0.9473	0.5862	0.9473	0.9733
No log	3.04	304	0.8138	0.6247	0.8138	0.9021
No log	3.06	306	0.7477	0.6437	0.7477	0.8647
No log	3.08	308	0.7696	0.6457	0.7696	0.8772
No log	3.1	310	0.7665	0.6213	0.7665	0.8755
No log	3.12	312	0.7166	0.6080	0.7166	0.8465
No log	3.14	314	0.6905	0.5968	0.6905	0.8309
No log	3.16	316	0.6965	0.5905	0.6965	0.8346
No log	3.18	318	0.6886	0.5978	0.6886	0.8298
No log	3.2	320	0.6949	0.6280	0.6949	0.8336
No log	3.22	322	0.6972	0.6448	0.6972	0.8350
No log	3.24	324	0.6988	0.6507	0.6988	0.8360
No log	3.26	326	0.7366	0.6281	0.7366	0.8583
No log	3.2800	328	0.7166	0.6540	0.7166	0.8465
No log	3.3	330	0.7180	0.6443	0.7180	0.8474
No log	3.32	332	0.7357	0.6272	0.7357	0.8578
No log	3.34	334	0.7334	0.6280	0.7334	0.8564
No log	3.36	336	0.6492	0.6904	0.6492	0.8058
No log	3.38	338	0.6087	0.6887	0.6087	0.7802
No log	3.4	340	0.6217	0.7055	0.6217	0.7885
No log	3.42	342	0.7049	0.6523	0.7049	0.8396
No log	3.44	344	0.7068	0.6710	0.7068	0.8407
No log	3.46	346	0.6605	0.6944	0.6605	0.8127
No log	3.48	348	0.6647	0.6944	0.6647	0.8153
No log	3.5	350	0.7103	0.6687	0.7103	0.8428
No log	3.52	352	0.7642	0.6476	0.7642	0.8742
No log	3.54	354	0.7836	0.6737	0.7836	0.8852
No log	3.56	356	0.7615	0.6615	0.7615	0.8726
No log	3.58	358	0.8144	0.6711	0.8144	0.9025
No log	3.6	360	0.8929	0.5890	0.8929	0.9449
No log	3.62	362	0.9446	0.5662	0.9446	0.9719
No log	3.64	364	0.9241	0.5845	0.9241	0.9613
No log	3.66	366	0.9458	0.5731	0.9458	0.9725
No log	3.68	368	0.8727	0.5896	0.8727	0.9342
No log	3.7	370	0.7718	0.6426	0.7718	0.8785
No log	3.7200	372	0.6814	0.6726	0.6814	0.8255
No log	3.74	374	0.6831	0.6411	0.6831	0.8265
No log	3.76	376	0.6749	0.6635	0.6749	0.8216
No log	3.7800	378	0.6991	0.6913	0.6991	0.8361
No log	3.8	380	0.7904	0.6323	0.7904	0.8891
No log	3.82	382	0.8120	0.6270	0.8120	0.9011
No log	3.84	384	0.7857	0.6384	0.7857	0.8864
No log	3.86	386	0.8235	0.6322	0.8235	0.9074
No log	3.88	388	0.8050	0.6299	0.8050	0.8972
No log	3.9	390	0.7689	0.6443	0.7689	0.8768
No log	3.92	392	0.7736	0.6451	0.7736	0.8796
No log	3.94	394	0.7916	0.6307	0.7916	0.8897
No log	3.96	396	0.7586	0.6499	0.7586	0.8710
No log	3.98	398	0.7752	0.6395	0.7752	0.8805
No log	4.0	400	0.8286	0.6189	0.8286	0.9103
No log	4.02	402	0.8487	0.6245	0.8487	0.9213
No log	4.04	404	0.8000	0.6422	0.8000	0.8944
No log	4.06	406	0.7771	0.6339	0.7771	0.8815
No log	4.08	408	0.7733	0.6472	0.7733	0.8794
No log	4.1	410	0.7179	0.6656	0.7179	0.8473
No log	4.12	412	0.6843	0.7128	0.6843	0.8272
No log	4.14	414	0.6841	0.6910	0.6841	0.8271
No log	4.16	416	0.7025	0.6732	0.7025	0.8382
No log	4.18	418	0.8108	0.6452	0.8108	0.9005
No log	4.2	420	0.9380	0.6143	0.9380	0.9685
No log	4.22	422	1.0106	0.5746	1.0106	1.0053
No log	4.24	424	0.9558	0.6107	0.9558	0.9777
No log	4.26	426	0.8556	0.6574	0.8556	0.9250
No log	4.28	428	0.8096	0.6607	0.8096	0.8998
No log	4.3	430	0.8028	0.6575	0.8028	0.8960
No log	4.32	432	0.8314	0.6354	0.8314	0.9118
No log	4.34	434	0.8330	0.6346	0.8330	0.9127
No log	4.36	436	0.8261	0.6514	0.8261	0.9089
No log	4.38	438	0.7799	0.6684	0.7799	0.8831
No log	4.4	440	0.7357	0.6661	0.7357	0.8577
No log	4.42	442	0.7608	0.6457	0.7608	0.8723
No log	4.44	444	0.8100	0.6178	0.8100	0.9000
No log	4.46	446	0.7778	0.6286	0.7778	0.8819
No log	4.48	448	0.7034	0.6635	0.7034	0.8387
No log	4.5	450	0.6742	0.6946	0.6742	0.8211
No log	4.52	452	0.6873	0.7097	0.6873	0.8291
No log	4.54	454	0.6710	0.7064	0.6710	0.8192
No log	4.5600	456	0.6498	0.6607	0.6498	0.8061
No log	4.58	458	0.6768	0.6663	0.6768	0.8227
No log	4.6	460	0.7017	0.6526	0.7017	0.8377
No log	4.62	462	0.6833	0.6646	0.6833	0.8266
No log	4.64	464	0.6461	0.6700	0.6461	0.8038
No log	4.66	466	0.6415	0.6785	0.6415	0.8009
No log	4.68	468	0.6427	0.6869	0.6427	0.8017
No log	4.7	470	0.6509	0.6829	0.6509	0.8068
No log	4.72	472	0.6674	0.6922	0.6674	0.8169
No log	4.74	474	0.6919	0.6839	0.6919	0.8318
No log	4.76	476	0.6886	0.6851	0.6886	0.8298
No log	4.78	478	0.6806	0.6508	0.6806	0.8250
No log	4.8	480	0.6772	0.6389	0.6772	0.8229
No log	4.82	482	0.6881	0.6835	0.6881	0.8295
No log	4.84	484	0.7470	0.6608	0.7470	0.8643
No log	4.86	486	0.7861	0.5851	0.7861	0.8866
No log	4.88	488	0.7654	0.6185	0.7654	0.8749
No log	4.9	490	0.7122	0.6870	0.7122	0.8439
No log	4.92	492	0.6931	0.6877	0.6931	0.8325
No log	4.9400	494	0.6976	0.6898	0.6976	0.8352
No log	4.96	496	0.7128	0.6243	0.7128	0.8443
No log	4.98	498	0.7250	0.6291	0.7250	0.8514
0.46	5.0	500	0.7478	0.6290	0.7478	0.8648
0.46	5.02	502	0.7785	0.5997	0.7785	0.8823
0.46	5.04	504	0.7518	0.6168	0.7518	0.8670
0.46	5.06	506	0.7067	0.6655	0.7067	0.8406
0.46	5.08	508	0.6704	0.6512	0.6704	0.8188
0.46	5.1	510	0.6578	0.6298	0.6578	0.8110
0.46	5.12	512	0.6465	0.6264	0.6465	0.8041
0.46	5.14	514	0.6389	0.6917	0.6389	0.7993
0.46	5.16	516	0.6440	0.7003	0.6440	0.8025
0.46	5.18	518	0.6748	0.6653	0.6748	0.8215
0.46	5.2	520	0.7471	0.6401	0.7471	0.8644
0.46	5.22	522	0.7882	0.6590	0.7882	0.8878
0.46	5.24	524	0.7622	0.6566	0.7622	0.8730
0.46	5.26	526	0.6967	0.6611	0.6967	0.8347
0.46	5.28	528	0.6512	0.6805	0.6512	0.8070
0.46	5.3	530	0.6345	0.6766	0.6345	0.7965
0.46	5.32	532	0.6399	0.6914	0.6399	0.7999
0.46	5.34	534	0.6886	0.6733	0.6886	0.8298
0.46	5.36	536	0.7470	0.6280	0.7470	0.8643
0.46	5.38	538	0.7644	0.6089	0.7644	0.8743
0.46	5.4	540	0.7238	0.6403	0.7238	0.8507
0.46	5.42	542	0.6610	0.6716	0.6610	0.8130
0.46	5.44	544	0.6336	0.6666	0.6336	0.7960
0.46	5.46	546	0.6361	0.6435	0.6361	0.7976
0.46	5.48	548	0.6422	0.6677	0.6422	0.8014
0.46	5.5	550	0.6688	0.6941	0.6688	0.8178
0.46	5.52	552	0.7113	0.6475	0.7113	0.8434
0.46	5.54	554	0.7098	0.6475	0.7098	0.8425
0.46	5.5600	556	0.6816	0.6962	0.6816	0.8256
0.46	5.58	558	0.6635	0.6849	0.6635	0.8146
0.46	5.6	560	0.6630	0.7002	0.6630	0.8143
0.46	5.62	562	0.6576	0.7050	0.6576	0.8109
0.46	5.64	564	0.6706	0.6874	0.6706	0.8189
0.46	5.66	566	0.7023	0.6945	0.7023	0.8381
0.46	5.68	568	0.7643	0.6602	0.7643	0.8743
0.46	5.7	570	0.8283	0.6506	0.8283	0.9101
0.46	5.72	572	0.8402	0.6418	0.8402	0.9166
0.46	5.74	574	0.8068	0.6586	0.8068	0.8982
0.46	5.76	576	0.7813	0.6600	0.7813	0.8839
0.46	5.78	578	0.7383	0.6871	0.7383	0.8592
0.46	5.8	580	0.7055	0.7150	0.7055	0.8400
0.46	5.82	582	0.7043	0.7043	0.7043	0.8392
0.46	5.84	584	0.7213	0.6771	0.7213	0.8493
0.46	5.86	586	0.7320	0.6645	0.7320	0.8556
0.46	5.88	588	0.7026	0.6905	0.7026	0.8382
0.46	5.9	590	0.6752	0.6920	0.6752	0.8217
0.46	5.92	592	0.6605	0.7043	0.6605	0.8127
0.46	5.9400	594	0.6541	0.6768	0.6541	0.8088
0.46	5.96	596	0.6563	0.6640	0.6563	0.8101
0.46	5.98	598	0.6528	0.6823	0.6528	0.8079
0.46	6.0	600	0.6509	0.6828	0.6509	0.8068
0.46	6.02	602	0.6671	0.7076	0.6671	0.8167
0.46	6.04	604	0.7110	0.6892	0.7110	0.8432
0.46	6.06	606	0.7484	0.6387	0.7484	0.8651
0.46	6.08	608	0.7832	0.6422	0.7832	0.8850
0.46	6.1	610	0.7987	0.6681	0.7987	0.8937
0.46	6.12	612	0.8057	0.6647	0.8057	0.8976
0.46	6.14	614	0.7887	0.6679	0.7887	0.8881
0.46	6.16	616	0.7465	0.6821	0.7465	0.8640
0.46	6.18	618	0.7125	0.6881	0.7125	0.8441
0.46	6.2	620	0.7111	0.6919	0.7111	0.8433
0.46	6.22	622	0.7057	0.6769	0.7057	0.8401
0.46	6.24	624	0.7166	0.6840	0.7166	0.8465
0.46	6.26	626	0.7298	0.6653	0.7298	0.8543
0.46	6.28	628	0.7203	0.6653	0.7203	0.8487
0.46	6.3	630	0.6976	0.6762	0.6976	0.8352
0.46	6.32	632	0.6831	0.6842	0.6831	0.8265
0.46	6.34	634	0.6724	0.6849	0.6724	0.8200
0.46	6.36	636	0.6790	0.6830	0.6790	0.8240
0.46	6.38	638	0.6998	0.6854	0.6998	0.8366
0.46	6.4	640	0.7139	0.6622	0.7139	0.8449
0.46	6.42	642	0.7120	0.6457	0.7120	0.8438
0.46	6.44	644	0.7271	0.6524	0.7271	0.8527
0.46	6.46	646	0.7333	0.6525	0.7333	0.8563
0.46	6.48	648	0.7214	0.6645	0.7214	0.8493
0.46	6.5	650	0.6930	0.6954	0.6930	0.8325
0.46	6.52	652	0.6688	0.6586	0.6688	0.8178
0.46	6.54	654	0.6592	0.6599	0.6592	0.8119
0.46	6.5600	656	0.6582	0.6889	0.6582	0.8113
0.46	6.58	658	0.6565	0.6937	0.6565	0.8103
0.46	6.6	660	0.6515	0.6804	0.6515	0.8072
0.46	6.62	662	0.6511	0.6807	0.6511	0.8069
0.46	6.64	664	0.6628	0.6900	0.6628	0.8142
0.46	6.66	666	0.6646	0.7125	0.6646	0.8152
0.46	6.68	668	0.6498	0.6900	0.6498	0.8061
0.46	6.7	670	0.6424	0.7176	0.6424	0.8015
0.46	6.72	672	0.6523	0.7220	0.6523	0.8077
0.46	6.74	674	0.6721	0.6940	0.6721	0.8198
0.46	6.76	676	0.6929	0.6772	0.6929	0.8324
0.46	6.78	678	0.6845	0.6772	0.6845	0.8273
0.46	6.8	680	0.6583	0.6893	0.6583	0.8113
0.46	6.82	682	0.6314	0.7036	0.6314	0.7946
0.46	6.84	684	0.6194	0.6985	0.6194	0.7870
0.46	6.86	686	0.6199	0.6985	0.6199	0.7874
0.46	6.88	688	0.6317	0.6975	0.6317	0.7948
0.46	6.9	690	0.6662	0.6844	0.6662	0.8162
0.46	6.92	692	0.7226	0.6753	0.7226	0.8501
0.46	6.9400	694	0.7632	0.6592	0.7632	0.8736
0.46	6.96	696	0.7735	0.6575	0.7735	0.8795
0.46	6.98	698	0.7595	0.6610	0.7595	0.8715
0.46	7.0	700	0.7344	0.6793	0.7344	0.8570
0.46	7.02	702	0.7059	0.6841	0.7059	0.8402
0.46	7.04	704	0.6893	0.6844	0.6893	0.8303
0.46	7.06	706	0.6854	0.6824	0.6854	0.8279
0.46	7.08	708	0.6770	0.6824	0.6770	0.8228
0.46	7.1	710	0.6612	0.6823	0.6612	0.8132
0.46	7.12	712	0.6664	0.6823	0.6664	0.8163
0.46	7.14	714	0.6695	0.6872	0.6695	0.8182
0.46	7.16	716	0.6962	0.6932	0.6962	0.8344
0.46	7.18	718	0.7296	0.6731	0.7296	0.8542
0.46	7.2	720	0.7662	0.6308	0.7662	0.8753
0.46	7.22	722	0.7872	0.6291	0.7872	0.8873
0.46	7.24	724	0.7839	0.6291	0.7839	0.8854
0.46	7.26	726	0.7484	0.6724	0.7484	0.8651
0.46	7.28	728	0.6941	0.6924	0.6941	0.8331
0.46	7.3	730	0.6477	0.6811	0.6477	0.8048
0.46	7.32	732	0.6360	0.7017	0.6360	0.7975
0.46	7.34	734	0.6443	0.6722	0.6443	0.8027
0.46	7.36	736	0.6524	0.6763	0.6524	0.8077
0.46	7.38	738	0.6866	0.6924	0.6866	0.8286
0.46	7.4	740	0.7359	0.6750	0.7359	0.8579
0.46	7.42	742	0.7755	0.6468	0.7755	0.8806
0.46	7.44	744	0.7772	0.6468	0.7772	0.8816
0.46	7.46	746	0.7560	0.6530	0.7560	0.8695
0.46	7.48	748	0.7250	0.6866	0.7250	0.8515
0.46	7.5	750	0.7037	0.6977	0.7037	0.8388
0.46	7.52	752	0.6789	0.6914	0.6789	0.8239
0.46	7.54	754	0.6549	0.7083	0.6549	0.8093
0.46	7.5600	756	0.6468	0.7290	0.6468	0.8042
0.46	7.58	758	0.6470	0.7328	0.6470	0.8043
0.46	7.6	760	0.6565	0.6895	0.6565	0.8102
0.46	7.62	762	0.6802	0.6893	0.6802	0.8248
0.46	7.64	764	0.7158	0.6809	0.7158	0.8461
0.46	7.66	766	0.7275	0.6692	0.7275	0.8529
0.46	7.68	768	0.7148	0.6809	0.7148	0.8455
0.46	7.7	770	0.6936	0.6997	0.6936	0.8328
0.46	7.72	772	0.6786	0.6958	0.6786	0.8238
0.46	7.74	774	0.6665	0.6900	0.6665	0.8164
0.46	7.76	776	0.6664	0.6900	0.6664	0.8163
0.46	7.78	778	0.6709	0.6919	0.6709	0.8191
0.46	7.8	780	0.6743	0.6859	0.6743	0.8211
0.46	7.82	782	0.6926	0.6924	0.6926	0.8322
0.46	7.84	784	0.7081	0.6769	0.7081	0.8415
0.46	7.86	786	0.7108	0.6741	0.7108	0.8431
0.46	7.88	788	0.7013	0.6701	0.7013	0.8374
0.46	7.9	790	0.6832	0.6808	0.6832	0.8265
0.46	7.92	792	0.6736	0.6905	0.6736	0.8207
0.46	7.9400	794	0.6753	0.6828	0.6753	0.8218
0.46	7.96	796	0.6814	0.6828	0.6814	0.8255
0.46	7.98	798	0.6853	0.6828	0.6853	0.8279
0.46	8.0	800	0.6919	0.6829	0.6919	0.8318
0.46	8.02	802	0.6869	0.6849	0.6869	0.8288
0.46	8.04	804	0.6770	0.6779	0.6770	0.8228
0.46	8.06	806	0.6677	0.6737	0.6677	0.8171
0.46	8.08	808	0.6646	0.6688	0.6646	0.8152
0.46	8.1	810	0.6715	0.6688	0.6715	0.8195
0.46	8.12	812	0.6785	0.6739	0.6785	0.8237
0.46	8.14	814	0.6915	0.6739	0.6915	0.8315
0.46	8.16	816	0.7195	0.6583	0.7195	0.8482
0.46	8.18	818	0.7446	0.6338	0.7446	0.8629
0.46	8.2	820	0.7695	0.6236	0.7695	0.8772
0.46	8.22	822	0.7820	0.6275	0.7820	0.8843
0.46	8.24	824	0.7813	0.6353	0.7813	0.8839
0.46	8.26	826	0.7849	0.6422	0.7849	0.8860
0.46	8.28	828	0.7868	0.6422	0.7868	0.8870
0.46	8.3	830	0.7873	0.6497	0.7873	0.8873
0.46	8.32	832	0.7643	0.6568	0.7643	0.8743
0.46	8.34	834	0.7426	0.6677	0.7426	0.8618
0.46	8.36	836	0.7102	0.6797	0.7102	0.8427
0.46	8.38	838	0.6836	0.6788	0.6836	0.8268
0.46	8.4	840	0.6695	0.6779	0.6695	0.8182
0.46	8.42	842	0.6621	0.6779	0.6621	0.8137
0.46	8.44	844	0.6678	0.6779	0.6678	0.8172
0.46	8.46	846	0.6863	0.6792	0.6863	0.8284
0.46	8.48	848	0.7185	0.6656	0.7185	0.8476
0.46	8.5	850	0.7623	0.6513	0.7623	0.8731
0.46	8.52	852	0.8000	0.6352	0.8000	0.8944
0.46	8.54	854	0.8154	0.6300	0.8154	0.9030
0.46	8.56	856	0.8189	0.6374	0.8189	0.9049
0.46	8.58	858	0.8032	0.6470	0.8032	0.8962
0.46	8.6	860	0.7947	0.6644	0.7947	0.8915
0.46	8.62	862	0.7805	0.6706	0.7805	0.8834
0.46	8.64	864	0.7692	0.6706	0.7692	0.8771
0.46	8.66	866	0.7496	0.6641	0.7496	0.8658
0.46	8.68	868	0.7319	0.6632	0.7319	0.8555
0.46	8.7	870	0.7157	0.6666	0.7157	0.8460
0.46	8.72	872	0.7077	0.6764	0.7077	0.8412
0.46	8.74	874	0.7032	0.6699	0.7032	0.8386
0.46	8.76	876	0.7043	0.6737	0.7043	0.8392
0.46	8.78	878	0.7056	0.6821	0.7056	0.8400
0.46	8.8	880	0.7093	0.6821	0.7093	0.8422
0.46	8.82	882	0.7074	0.6786	0.7074	0.8411
0.46	8.84	884	0.7007	0.6640	0.7007	0.8371
0.46	8.86	886	0.6945	0.6640	0.6945	0.8334
0.46	8.88	888	0.6887	0.6792	0.6887	0.8299
0.46	8.9	890	0.6911	0.6792	0.6911	0.8313
0.46	8.92	892	0.6933	0.6601	0.6933	0.8326
0.46	8.94	894	0.6949	0.6601	0.6949	0.8336
0.46	8.96	896	0.7022	0.6774	0.7022	0.8380
0.46	8.98	898	0.7094	0.6774	0.7094	0.8423
0.46	9.0	900	0.7198	0.6636	0.7198	0.8484
0.46	9.02	902	0.7323	0.6554	0.7323	0.8557
0.46	9.04	904	0.7337	0.6554	0.7337	0.8566
0.46	9.06	906	0.7270	0.6545	0.7270	0.8526
0.46	9.08	908	0.7189	0.6646	0.7189	0.8479
0.46	9.1	910	0.7150	0.6833	0.7150	0.8456
0.46	9.12	912	0.7144	0.6833	0.7144	0.8452
0.46	9.14	914	0.7124	0.6833	0.7124	0.8441
0.46	9.16	916	0.7105	0.6845	0.7105	0.8429
0.46	9.18	918	0.7131	0.6554	0.7131	0.8444
0.46	9.2	920	0.7211	0.6554	0.7211	0.8492
0.46	9.22	922	0.7285	0.6554	0.7285	0.8535
0.46	9.24	924	0.7278	0.6554	0.7278	0.8531
0.46	9.26	926	0.7238	0.6554	0.7238	0.8508
0.46	9.28	928	0.7203	0.6554	0.7203	0.8487
0.46	9.3	930	0.7156	0.6545	0.7156	0.8459
0.46	9.32	932	0.7086	0.6833	0.7086	0.8418
0.46	9.34	934	0.7071	0.6833	0.7071	0.8409
0.46	9.36	936	0.7082	0.6833	0.7082	0.8415
0.46	9.38	938	0.7134	0.6646	0.7134	0.8446
0.46	9.4	940	0.7192	0.6646	0.7192	0.8480
0.46	9.42	942	0.7232	0.6545	0.7232	0.8504
0.46	9.44	944	0.7295	0.6545	0.7295	0.8541
0.46	9.46	946	0.7339	0.6545	0.7339	0.8567
0.46	9.48	948	0.7350	0.6583	0.7350	0.8573
0.46	9.5	950	0.7365	0.6583	0.7365	0.8582
0.46	9.52	952	0.7341	0.6583	0.7341	0.8568
0.46	9.54	954	0.7306	0.6545	0.7306	0.8547
0.46	9.56	956	0.7300	0.6545	0.7300	0.8544
0.46	9.58	958	0.7254	0.6545	0.7254	0.8517
0.46	9.6	960	0.7215	0.6545	0.7215	0.8494
0.46	9.62	962	0.7150	0.6545	0.7150	0.8456
0.46	9.64	964	0.7075	0.6833	0.7075	0.8411
0.46	9.66	966	0.6991	0.6813	0.6991	0.8361
0.46	9.68	968	0.6928	0.6813	0.6928	0.8323
0.46	9.7	970	0.6885	0.6813	0.6885	0.8298
0.46	9.72	972	0.6846	0.6813	0.6846	0.8274
0.46	9.74	974	0.6809	0.6835	0.6809	0.8252
0.46	9.76	976	0.6773	0.6893	0.6773	0.8230
0.46	9.78	978	0.6742	0.6854	0.6742	0.8211
0.46	9.8	980	0.6730	0.6926	0.6730	0.8204
0.46	9.82	982	0.6730	0.6926	0.6730	0.8203
0.46	9.84	984	0.6741	0.6893	0.6741	0.8210
0.46	9.86	986	0.6745	0.6893	0.6745	0.8213
0.46	9.88	988	0.6753	0.6893	0.6753	0.8218
0.46	9.9	990	0.6763	0.6847	0.6763	0.8224
0.46	9.92	992	0.6771	0.6859	0.6771	0.8229
0.46	9.94	994	0.6774	0.6859	0.6774	0.8231
0.46	9.96	996	0.6777	0.6859	0.6777	0.8233
0.46	9.98	998	0.6780	0.6859	0.6780	0.8234
0.0726	10.0	1000	0.6780	0.6859	0.6780	0.8234

Framework versions

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