ArabicNewSplits5_FineTuningAraBERT_run2_AugV5_k20_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: 0.6001
• Qwk: 0.3016
• Mse: 0.6001
• Rmse: 0.7746

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	0.0172	2	2.9957	0.0044	2.9957	1.7308
No log	0.0345	4	1.4237	0.0168	1.4237	1.1932
No log	0.0517	6	1.0177	0.0722	1.0177	1.0088
No log	0.0690	8	1.1766	0.0255	1.1766	1.0847
No log	0.0862	10	0.9481	0.0431	0.9481	0.9737
No log	0.1034	12	0.8549	0.0476	0.8549	0.9246
No log	0.1207	14	1.0816	0.0	1.0816	1.0400
No log	0.1379	16	1.6586	0.0	1.6586	1.2879
No log	0.1552	18	1.8148	-0.0070	1.8148	1.3471
No log	0.1724	20	1.5528	0.0	1.5528	1.2461
No log	0.1897	22	0.9455	0.0	0.9455	0.9724
No log	0.2069	24	0.8553	0.0388	0.8553	0.9248
No log	0.2241	26	1.1533	0.0	1.1533	1.0739
No log	0.2414	28	1.4352	0.0	1.4352	1.1980
No log	0.2586	30	1.4890	0.0	1.4890	1.2202
No log	0.2759	32	1.1855	0.0	1.1855	1.0888
No log	0.2931	34	0.9617	0.0	0.9617	0.9807
No log	0.3103	36	0.8075	-0.0159	0.8075	0.8986
No log	0.3276	38	0.7927	0.0667	0.7927	0.8903
No log	0.3448	40	0.6851	0.1373	0.6851	0.8277
No log	0.3621	42	0.6175	0.0	0.6175	0.7858
No log	0.3793	44	0.6597	0.2970	0.6597	0.8122
No log	0.3966	46	0.8092	0.1000	0.8092	0.8996
No log	0.4138	48	1.0260	0.0345	1.0260	1.0129
No log	0.4310	50	1.0230	0.0698	1.0230	1.0115
No log	0.4483	52	0.8763	0.1165	0.8763	0.9361
No log	0.4655	54	0.6782	0.2889	0.6782	0.8235
No log	0.4828	56	0.6213	0.1895	0.6213	0.7882
No log	0.5	58	0.6396	0.1111	0.6396	0.7997
No log	0.5172	60	0.7145	0.1045	0.7145	0.8453
No log	0.5345	62	0.7647	0.0943	0.7647	0.8745
No log	0.5517	64	0.6267	0.0222	0.6267	0.7917
No log	0.5690	66	0.6221	0.0303	0.6221	0.7887
No log	0.5862	68	0.6286	-0.0370	0.6286	0.7928
No log	0.6034	70	0.7330	0.0703	0.7330	0.8562
No log	0.6207	72	0.7089	0.0769	0.7089	0.8420
No log	0.6379	74	0.6238	-0.0435	0.6238	0.7898
No log	0.6552	76	0.6544	0.0256	0.6544	0.8090
No log	0.6724	78	0.6754	0.0877	0.6754	0.8218
No log	0.6897	80	0.5868	0.1020	0.5868	0.7660
No log	0.7069	82	0.6543	0.1429	0.6543	0.8089
No log	0.7241	84	0.7185	0.2637	0.7185	0.8477
No log	0.7414	86	0.6937	0.25	0.6937	0.8329
No log	0.7586	88	0.7092	0.2727	0.7092	0.8421
No log	0.7759	90	0.5406	0.0933	0.5406	0.7352
No log	0.7931	92	0.5588	0.0850	0.5588	0.7475
No log	0.8103	94	1.2379	0.0929	1.2379	1.1126
No log	0.8276	96	1.6314	0.0345	1.6314	1.2773
No log	0.8448	98	1.0477	0.1165	1.0477	1.0236
No log	0.8621	100	0.5335	0.0569	0.5335	0.7304
No log	0.8793	102	0.6843	0.0720	0.6843	0.8272
No log	0.8966	104	0.5693	0.0569	0.5693	0.7545
No log	0.9138	106	0.6023	0.1556	0.6023	0.7761
No log	0.9310	108	1.1321	0.2061	1.1321	1.0640
No log	0.9483	110	1.0430	0.2068	1.0430	1.0213
No log	0.9655	112	0.5673	0.1813	0.5673	0.7532
No log	0.9828	114	0.6323	0.2973	0.6323	0.7952
No log	1.0	116	0.7343	0.2883	0.7343	0.8569
No log	1.0172	118	0.6757	0.3374	0.6757	0.8220
No log	1.0345	120	0.5772	0.3191	0.5772	0.7598
No log	1.0517	122	0.6617	0.2081	0.6617	0.8134
No log	1.0690	124	0.5577	0.3831	0.5577	0.7468
No log	1.0862	126	0.5735	0.3661	0.5735	0.7573
No log	1.1034	128	0.5445	0.4286	0.5445	0.7379
No log	1.1207	130	0.6664	0.2637	0.6664	0.8163
No log	1.1379	132	0.5832	0.2000	0.5832	0.7637
No log	1.1552	134	0.6025	0.3333	0.6025	0.7762
No log	1.1724	136	0.8950	0.2191	0.8950	0.9461
No log	1.1897	138	0.6397	0.3367	0.6397	0.7998
No log	1.2069	140	1.0134	0.1939	1.0134	1.0067
No log	1.2241	142	1.7117	0.1778	1.7117	1.3083
No log	1.2414	144	1.1083	0.1655	1.1083	1.0528
No log	1.2586	146	0.5849	0.3797	0.5849	0.7648
No log	1.2759	148	0.9363	0.1347	0.9363	0.9676
No log	1.2931	150	0.8148	0.2390	0.8148	0.9027
No log	1.3103	152	0.6548	0.2090	0.6548	0.8092
No log	1.3276	154	1.3546	0.0769	1.3546	1.1639
No log	1.3448	156	1.3994	0.1010	1.3994	1.1830
No log	1.3621	158	0.8966	0.1174	0.8966	0.9469
No log	1.3793	160	0.6284	0.0604	0.6284	0.7927
No log	1.3966	162	0.8048	0.2000	0.8048	0.8971
No log	1.4138	164	0.7152	0.2000	0.7152	0.8457
No log	1.4310	166	0.5856	0.2632	0.5856	0.7653
No log	1.4483	168	0.8510	0.1111	0.8510	0.9225
No log	1.4655	170	1.0105	0.0877	1.0105	1.0053
No log	1.4828	172	0.9115	0.1588	0.9115	0.9547
No log	1.5	174	0.5968	0.2000	0.5968	0.7725
No log	1.5172	176	0.7193	0.2670	0.7193	0.8481
No log	1.5345	178	0.8166	0.2000	0.8166	0.9037
No log	1.5517	180	0.7130	0.2688	0.7130	0.8444
No log	1.5690	182	0.6161	0.2289	0.6161	0.7849
No log	1.5862	184	0.5554	0.2727	0.5554	0.7453
No log	1.6034	186	0.5901	0.2663	0.5901	0.7682
No log	1.6207	188	0.6335	0.1818	0.6335	0.7959
No log	1.6379	190	0.5811	0.2967	0.5811	0.7623
No log	1.6552	192	0.6078	0.3575	0.6078	0.7796
No log	1.6724	194	0.6190	0.3508	0.6190	0.7868
No log	1.6897	196	0.6291	0.3433	0.6291	0.7932
No log	1.7069	198	0.5936	0.3862	0.5936	0.7704
No log	1.7241	200	0.5680	0.2096	0.5680	0.7536
No log	1.7414	202	0.6308	0.2088	0.6308	0.7943
No log	1.7586	204	0.5785	0.2000	0.5785	0.7606
No log	1.7759	206	0.6540	0.3575	0.6540	0.8087
No log	1.7931	208	1.0467	0.1389	1.0467	1.0231
No log	1.8103	210	0.8960	0.1875	0.8960	0.9466
No log	1.8276	212	0.7771	0.2489	0.7771	0.8815
No log	1.8448	214	0.6186	0.3267	0.6186	0.7865
No log	1.8621	216	0.6180	0.4019	0.6180	0.7861
No log	1.8793	218	0.7266	0.2000	0.7266	0.8524
No log	1.8966	220	0.6524	0.2897	0.6524	0.8077
No log	1.9138	222	0.5859	0.3617	0.5859	0.7654
No log	1.9310	224	0.6211	0.2239	0.6211	0.7881
No log	1.9483	226	0.5717	0.2179	0.5717	0.7561
No log	1.9655	228	0.6365	0.3706	0.6365	0.7978
No log	1.9828	230	0.6733	0.3498	0.6733	0.8205
No log	2.0	232	0.6132	0.4051	0.6132	0.7831
No log	2.0172	234	0.7117	0.2676	0.7117	0.8436
No log	2.0345	236	0.7492	0.2593	0.7492	0.8656
No log	2.0517	238	0.7643	0.2511	0.7643	0.8742
No log	2.0690	240	0.7409	0.3367	0.7409	0.8607
No log	2.0862	242	0.8447	0.1366	0.8447	0.9191
No log	2.1034	244	0.8012	0.1712	0.8012	0.8951
No log	2.1207	246	0.6777	0.2086	0.6777	0.8232
No log	2.1379	248	0.7432	0.1357	0.7432	0.8621
No log	2.1552	250	0.6174	0.2281	0.6174	0.7857
No log	2.1724	252	0.6146	0.2970	0.6146	0.7840
No log	2.1897	254	0.5865	0.2201	0.5865	0.7658
No log	2.2069	256	0.5879	0.2663	0.5879	0.7668
No log	2.2241	258	0.6592	0.2842	0.6592	0.8119
No log	2.2414	260	0.7053	0.24	0.7053	0.8398
No log	2.2586	262	0.6883	0.2332	0.6883	0.8296
No log	2.2759	264	0.6768	0.2251	0.6768	0.8227
No log	2.2931	266	0.7187	0.2536	0.7187	0.8478
No log	2.3103	268	0.6228	0.2527	0.6228	0.7892
No log	2.3276	270	0.6871	0.2081	0.6871	0.8289
No log	2.3448	272	0.6146	0.1543	0.6146	0.7840
No log	2.3621	274	0.6701	0.2332	0.6701	0.8186
No log	2.3793	276	0.8371	0.1628	0.8371	0.9149
No log	2.3966	278	0.6590	0.2421	0.6590	0.8118
No log	2.4138	280	0.6837	0.2161	0.6837	0.8269
No log	2.4310	282	0.8374	0.2554	0.8374	0.9151
No log	2.4483	284	0.6482	0.25	0.6482	0.8051
No log	2.4655	286	0.7181	0.2850	0.7181	0.8474
No log	2.4828	288	0.9765	0.1235	0.9765	0.9882
No log	2.5	290	0.9594	0.1181	0.9594	0.9795
No log	2.5172	292	0.7709	0.1211	0.7709	0.8780
No log	2.5345	294	0.5858	0.2370	0.5858	0.7654
No log	2.5517	296	0.7099	0.1841	0.7099	0.8426
No log	2.5690	298	0.8347	0.2222	0.8347	0.9136
No log	2.5862	300	0.6231	0.2707	0.6231	0.7893
No log	2.6034	302	0.6507	0.2350	0.6507	0.8066
No log	2.6207	304	0.7706	0.1527	0.7706	0.8779
No log	2.6379	306	0.7097	0.1915	0.7097	0.8424
No log	2.6552	308	0.7020	0.1648	0.7020	0.8379
No log	2.6724	310	0.6280	0.0843	0.6280	0.7925
No log	2.6897	312	0.6356	0.0807	0.6356	0.7972
No log	2.7069	314	0.6107	0.1801	0.6107	0.7815
No log	2.7241	316	0.6278	0.2485	0.6278	0.7923
No log	2.7414	318	0.6272	0.2184	0.6272	0.7919
No log	2.7586	320	0.6659	0.2000	0.6659	0.8160
No log	2.7759	322	0.7384	0.2165	0.7384	0.8593
No log	2.7931	324	0.6707	0.2542	0.6707	0.8189
No log	2.8103	326	0.6675	0.2281	0.6675	0.8170
No log	2.8276	328	0.6554	0.2184	0.6554	0.8096
No log	2.8448	330	0.6620	0.1011	0.6620	0.8137
No log	2.8621	332	0.6732	0.1304	0.6732	0.8205
No log	2.8793	334	0.6729	0.1340	0.6729	0.8203
No log	2.8966	336	0.7033	0.2161	0.7033	0.8386
No log	2.9138	338	0.6816	0.1020	0.6816	0.8256
No log	2.9310	340	0.7678	0.2432	0.7678	0.8762
No log	2.9483	342	0.7631	0.2811	0.7631	0.8736
No log	2.9655	344	0.6640	0.2332	0.6640	0.8149
No log	2.9828	346	0.7991	0.2079	0.7991	0.8939
No log	3.0	348	1.2875	0.1280	1.2875	1.1347
No log	3.0172	350	1.2680	0.1373	1.2680	1.1261
No log	3.0345	352	0.8683	0.1928	0.8683	0.9318
No log	3.0517	354	0.6161	0.1818	0.6161	0.7849
No log	3.0690	356	0.7059	0.3035	0.7059	0.8402
No log	3.0862	358	0.6500	0.2609	0.6500	0.8062
No log	3.1034	360	0.5925	0.1905	0.5925	0.7698
No log	3.1207	362	0.7382	0.1845	0.7382	0.8592
No log	3.1379	364	0.7347	0.1845	0.7347	0.8571
No log	3.1552	366	0.6053	0.3118	0.6053	0.7780
No log	3.1724	368	0.5704	0.2457	0.5704	0.7552
No log	3.1897	370	0.5697	0.2485	0.5697	0.7548
No log	3.2069	372	0.5528	0.1801	0.5528	0.7435
No log	3.2241	374	0.5455	0.1899	0.5455	0.7386
No log	3.2414	376	0.5436	0.2593	0.5436	0.7373
No log	3.2586	378	0.5372	0.2704	0.5372	0.7329
No log	3.2759	380	0.5533	0.2558	0.5533	0.7438
No log	3.2931	382	0.6505	0.2707	0.6505	0.8065
No log	3.3103	384	0.6485	0.2688	0.6485	0.8053
No log	3.3276	386	0.6152	0.2340	0.6152	0.7843
No log	3.3448	388	0.6140	0.3010	0.6140	0.7836
No log	3.3621	390	0.6267	0.3585	0.6267	0.7917
No log	3.3793	392	0.6568	0.2421	0.6568	0.8104
No log	3.3966	394	0.8483	0.1554	0.8483	0.9210
No log	3.4138	396	0.7761	0.1786	0.7761	0.8810
No log	3.4310	398	0.6347	0.3191	0.6347	0.7967
No log	3.4483	400	0.6517	0.2965	0.6517	0.8073
No log	3.4655	402	0.6464	0.3548	0.6464	0.8040
No log	3.4828	404	0.6783	0.2323	0.6783	0.8236
No log	3.5	406	0.7727	0.1786	0.7727	0.8790
No log	3.5172	408	0.8123	0.2137	0.8123	0.9013
No log	3.5345	410	0.7617	0.1718	0.7617	0.8728
No log	3.5517	412	0.7116	0.2150	0.7116	0.8435
No log	3.5690	414	0.6976	0.3333	0.6976	0.8352
No log	3.5862	416	0.6884	0.3208	0.6884	0.8297
No log	3.6034	418	0.7459	0.2212	0.7459	0.8636
No log	3.6207	420	0.7000	0.2233	0.7000	0.8367
No log	3.6379	422	0.6862	0.2233	0.6862	0.8284
No log	3.6552	424	0.6417	0.2865	0.6417	0.8011
No log	3.6724	426	0.6501	0.2179	0.6501	0.8063
No log	3.6897	428	0.6593	0.2370	0.6593	0.8120
No log	3.7069	430	0.6279	0.1411	0.6279	0.7924
No log	3.7241	432	0.6356	0.2273	0.6356	0.7972
No log	3.7414	434	0.6565	0.2967	0.6565	0.8103
No log	3.7586	436	0.6378	0.1628	0.6378	0.7986
No log	3.7759	438	0.6702	0.2727	0.6702	0.8186
No log	3.7931	440	0.6602	0.2281	0.6602	0.8125
No log	3.8103	442	0.6594	0.2184	0.6594	0.8120
No log	3.8276	444	0.6481	0.2350	0.6481	0.8051
No log	3.8448	446	0.6460	0.3016	0.6460	0.8037
No log	3.8621	448	0.6299	0.3016	0.6299	0.7937
No log	3.8793	450	0.6822	0.1648	0.6822	0.8260
No log	3.8966	452	0.7635	0.1429	0.7635	0.8738
No log	3.9138	454	0.6625	0.1648	0.6625	0.8139
No log	3.9310	456	0.6046	0.3333	0.6046	0.7776
No log	3.9483	458	0.6672	0.2787	0.6672	0.8168
No log	3.9655	460	0.6085	0.3661	0.6085	0.7800
No log	3.9828	462	0.5901	0.3216	0.5901	0.7682
No log	4.0	464	0.5968	0.2471	0.5968	0.7725
No log	4.0172	466	0.5875	0.3258	0.5875	0.7665
No log	4.0345	468	0.6176	0.3591	0.6176	0.7859
No log	4.0517	470	0.6138	0.3797	0.6138	0.7835
No log	4.0690	472	0.6236	0.2865	0.6236	0.7897
No log	4.0862	474	0.6380	0.3641	0.6380	0.7988
No log	4.1034	476	0.6301	0.1638	0.6301	0.7938
No log	4.1207	478	0.6214	0.1707	0.6214	0.7883
No log	4.1379	480	0.6144	0.1707	0.6144	0.7838
No log	4.1552	482	0.6156	0.1724	0.6156	0.7846
No log	4.1724	484	0.6262	0.1195	0.6262	0.7913
No log	4.1897	486	0.6192	0.1220	0.6192	0.7869
No log	4.2069	488	0.6284	0.0659	0.6284	0.7927
No log	4.2241	490	0.6244	0.0843	0.6244	0.7902
No log	4.2414	492	0.6436	0.0296	0.6436	0.8022
No log	4.2586	494	0.6790	-0.0233	0.6790	0.8240
No log	4.2759	496	0.7008	0.1915	0.7008	0.8372
No log	4.2931	498	0.6914	0.2994	0.6914	0.8315
0.4246	4.3103	500	0.8459	0.1730	0.8459	0.9197
0.4246	4.3276	502	0.9842	0.1815	0.9842	0.9921
0.4246	4.3448	504	0.8354	0.1934	0.8354	0.9140
0.4246	4.3621	506	0.7243	0.2323	0.7243	0.8510
0.4246	4.3793	508	0.7785	0.2489	0.7785	0.8823
0.4246	4.3966	510	0.7223	0.2372	0.7223	0.8499
0.4246	4.4138	512	0.6545	0.2513	0.6545	0.8090
0.4246	4.4310	514	0.7461	0.1930	0.7461	0.8638
0.4246	4.4483	516	0.7511	0.1712	0.7511	0.8667
0.4246	4.4655	518	0.6568	0.2766	0.6568	0.8104
0.4246	4.4828	520	0.6070	0.3023	0.6070	0.7791
0.4246	4.5	522	0.6113	0.3478	0.6113	0.7819
0.4246	4.5172	524	0.6095	0.2707	0.6095	0.7807
0.4246	4.5345	526	0.6147	0.2381	0.6147	0.7840
0.4246	4.5517	528	0.7542	0.2222	0.7542	0.8684
0.4246	4.5690	530	0.8365	0.1870	0.8365	0.9146
0.4246	4.5862	532	0.7007	0.1675	0.7007	0.8371
0.4246	4.6034	534	0.6275	0.2832	0.6275	0.7922
0.4246	4.6207	536	0.6026	0.2444	0.6026	0.7763
0.4246	4.6379	538	0.6013	0.2444	0.6013	0.7754
0.4246	4.6552	540	0.6089	0.2527	0.6089	0.7803
0.4246	4.6724	542	0.6178	0.2090	0.6178	0.7860
0.4246	4.6897	544	0.6330	0.2350	0.6330	0.7956
0.4246	4.7069	546	0.6356	0.2350	0.6356	0.7973
0.4246	4.7241	548	0.6618	0.2360	0.6618	0.8135
0.4246	4.7414	550	0.6731	0.2090	0.6731	0.8204
0.4246	4.7586	552	0.6452	0.2832	0.6452	0.8032
0.4246	4.7759	554	0.6148	0.2281	0.6148	0.7841
0.4246	4.7931	556	0.6252	0.2842	0.6252	0.7907
0.4246	4.8103	558	0.6347	0.2432	0.6347	0.7967
0.4246	4.8276	560	0.5902	0.2609	0.5902	0.7683
0.4246	4.8448	562	0.5647	0.2558	0.5647	0.7515
0.4246	4.8621	564	0.5609	0.2626	0.5609	0.7489
0.4246	4.8793	566	0.5793	0.4162	0.5793	0.7612
0.4246	4.8966	568	0.5648	0.3369	0.5648	0.7515
0.4246	4.9138	570	0.5583	0.2090	0.5583	0.7472
0.4246	4.9310	572	0.5537	0.2179	0.5537	0.7441
0.4246	4.9483	574	0.5473	0.2370	0.5473	0.7398
0.4246	4.9655	576	0.5460	0.3661	0.5460	0.7389
0.4246	4.9828	578	0.6086	0.3636	0.6086	0.7801
0.4246	5.0	580	0.6219	0.3103	0.6219	0.7886
0.4246	5.0172	582	0.5504	0.3533	0.5504	0.7419
0.4246	5.0345	584	0.5203	0.2298	0.5203	0.7213
0.4246	5.0517	586	0.5551	0.2575	0.5551	0.7450
0.4246	5.0690	588	0.5755	0.2195	0.5755	0.7586
0.4246	5.0862	590	0.5424	0.2281	0.5424	0.7365
0.4246	5.1034	592	0.6083	0.3295	0.6083	0.7799
0.4246	5.1207	594	0.7678	0.2963	0.7678	0.8762
0.4246	5.1379	596	0.7271	0.2653	0.7271	0.8527
0.4246	5.1552	598	0.5843	0.2644	0.5843	0.7644
0.4246	5.1724	600	0.5698	0.2000	0.5698	0.7548
0.4246	5.1897	602	0.5860	0.2000	0.5860	0.7655
0.4246	5.2069	604	0.5643	0.1899	0.5643	0.7512
0.4246	5.2241	606	0.5712	0.1515	0.5712	0.7558
0.4246	5.2414	608	0.6028	0.1908	0.6028	0.7764
0.4246	5.2586	610	0.6271	0.2626	0.6271	0.7919
0.4246	5.2759	612	0.6284	0.2626	0.6284	0.7927
0.4246	5.2931	614	0.6464	0.2626	0.6464	0.8040
0.4246	5.3103	616	0.6446	0.2626	0.6446	0.8028
0.4246	5.3276	618	0.5779	0.2273	0.5779	0.7602
0.4246	5.3448	620	0.5813	0.2644	0.5813	0.7624
0.4246	5.3621	622	0.6036	0.2914	0.6036	0.7769
0.4246	5.3793	624	0.5848	0.2644	0.5848	0.7647
0.4246	5.3966	626	0.5831	0.2644	0.5831	0.7636
0.4246	5.4138	628	0.5955	0.3073	0.5955	0.7717
0.4246	5.4310	630	0.6193	0.3846	0.6193	0.7870
0.4246	5.4483	632	0.6160	0.3439	0.6160	0.7849
0.4246	5.4655	634	0.6394	0.2577	0.6394	0.7996
0.4246	5.4828	636	0.7693	0.2072	0.7693	0.8771
0.4246	5.5	638	0.8075	0.1724	0.8075	0.8986
0.4246	5.5172	640	0.7200	0.1691	0.7200	0.8485
0.4246	5.5345	642	0.6084	0.2444	0.6084	0.7800
0.4246	5.5517	644	0.7237	0.1638	0.7237	0.8507
0.4246	5.5690	646	0.8983	0.0741	0.8983	0.9478
0.4246	5.5862	648	0.8808	0.0741	0.8808	0.9385
0.4246	5.6034	650	0.7163	0.1746	0.7163	0.8464
0.4246	5.6207	652	0.5904	0.3636	0.5904	0.7684
0.4246	5.6379	654	0.6263	0.2000	0.6263	0.7914
0.4246	5.6552	656	0.6888	0.2086	0.6888	0.8299
0.4246	5.6724	658	0.6572	0.2527	0.6572	0.8107
0.4246	5.6897	660	0.6061	0.2179	0.6061	0.7785
0.4246	5.7069	662	0.5877	0.3548	0.5877	0.7666
0.4246	5.7241	664	0.5831	0.3478	0.5831	0.7636
0.4246	5.7414	666	0.5770	0.3407	0.5770	0.7596
0.4246	5.7586	668	0.5692	0.3520	0.5692	0.7544
0.4246	5.7759	670	0.5679	0.2444	0.5679	0.7536
0.4246	5.7931	672	0.5614	0.1716	0.5614	0.7493
0.4246	5.8103	674	0.5482	0.3520	0.5482	0.7404
0.4246	5.8276	676	0.5465	0.3520	0.5465	0.7393
0.4246	5.8448	678	0.5437	0.3520	0.5437	0.7373
0.4246	5.8621	680	0.5464	0.3520	0.5464	0.7392
0.4246	5.8793	682	0.5605	0.2575	0.5605	0.7487
0.4246	5.8966	684	0.5714	0.2575	0.5714	0.7559
0.4246	5.9138	686	0.5899	0.2370	0.5899	0.7680
0.4246	5.9310	688	0.5920	0.2558	0.5920	0.7694
0.4246	5.9483	690	0.5821	0.3407	0.5821	0.7629
0.4246	5.9655	692	0.5767	0.3407	0.5767	0.7594
0.4246	5.9828	694	0.5896	0.2727	0.5896	0.7679
0.4246	6.0	696	0.6440	0.25	0.6440	0.8025
0.4246	6.0172	698	0.6951	0.2563	0.6951	0.8337
0.4246	6.0345	700	0.6651	0.2593	0.6651	0.8155
0.4246	6.0517	702	0.5778	0.2102	0.5778	0.7601
0.4246	6.0690	704	0.5640	0.2727	0.5640	0.7510
0.4246	6.0862	706	0.5780	0.1304	0.5780	0.7602
0.4246	6.1034	708	0.5607	0.2000	0.5607	0.7488
0.4246	6.1207	710	0.5613	0.2000	0.5613	0.7492
0.4246	6.1379	712	0.5787	0.2102	0.5787	0.7607
0.4246	6.1552	714	0.5684	0.2000	0.5684	0.7539
0.4246	6.1724	716	0.5680	0.2093	0.5680	0.7537
0.4246	6.1897	718	0.5775	0.1908	0.5775	0.7600
0.4246	6.2069	720	0.5832	0.2727	0.5832	0.7637
0.4246	6.2241	722	0.5801	0.2000	0.5801	0.7617
0.4246	6.2414	724	0.5841	0.1325	0.5841	0.7643
0.4246	6.2586	726	0.5848	0.1325	0.5848	0.7647
0.4246	6.2759	728	0.5738	0.2000	0.5738	0.7575
0.4246	6.2931	730	0.6043	0.2000	0.6043	0.7773
0.4246	6.3103	732	0.6427	0.3216	0.6427	0.8017
0.4246	6.3276	734	0.6335	0.3216	0.6335	0.7959
0.4246	6.3448	736	0.5816	0.2994	0.5816	0.7626
0.4246	6.3621	738	0.5808	0.2090	0.5808	0.7621
0.4246	6.3793	740	0.6802	0.2487	0.6802	0.8247
0.4246	6.3966	742	0.6968	0.2563	0.6968	0.8348
0.4246	6.4138	744	0.6210	0.2967	0.6210	0.7880
0.4246	6.4310	746	0.5671	0.2093	0.5671	0.7530
0.4246	6.4483	748	0.5620	0.3073	0.5620	0.7497
0.4246	6.4655	750	0.5640	0.2644	0.5640	0.7510
0.4246	6.4828	752	0.5639	0.3073	0.5639	0.7509
0.4246	6.5	754	0.5636	0.2000	0.5636	0.7508
0.4246	6.5172	756	0.5788	0.2527	0.5788	0.7608
0.4246	6.5345	758	0.6196	0.3258	0.6196	0.7871
0.4246	6.5517	760	0.6515	0.2821	0.6515	0.8071
0.4246	6.5690	762	0.6451	0.3161	0.6451	0.8032
0.4246	6.5862	764	0.5910	0.2432	0.5910	0.7688
0.4246	6.6034	766	0.5828	0.3369	0.5828	0.7634
0.4246	6.6207	768	0.5983	0.3369	0.5983	0.7735
0.4246	6.6379	770	0.5846	0.3369	0.5846	0.7646
0.4246	6.6552	772	0.5593	0.2609	0.5593	0.7478
0.4246	6.6724	774	0.5481	0.2093	0.5481	0.7403
0.4246	6.6897	776	0.5430	0.2093	0.5430	0.7369
0.4246	6.7069	778	0.5395	0.2771	0.5395	0.7345
0.4246	6.7241	780	0.5343	0.2093	0.5343	0.7309
0.4246	6.7414	782	0.5372	0.2749	0.5372	0.7329
0.4246	6.7586	784	0.5364	0.2857	0.5364	0.7324
0.4246	6.7759	786	0.5348	0.2857	0.5348	0.7313
0.4246	6.7931	788	0.5321	0.2832	0.5321	0.7295
0.4246	6.8103	790	0.5374	0.2289	0.5374	0.7331
0.4246	6.8276	792	0.5659	0.2099	0.5659	0.7523
0.4246	6.8448	794	0.5705	0.2099	0.5705	0.7553
0.4246	6.8621	796	0.5457	0.2575	0.5457	0.7387
0.4246	6.8793	798	0.5376	0.2707	0.5376	0.7332
0.4246	6.8966	800	0.5400	0.2707	0.5400	0.7348
0.4246	6.9138	802	0.5417	0.2093	0.5417	0.7360
0.4246	6.9310	804	0.5464	0.1716	0.5464	0.7392
0.4246	6.9483	806	0.5502	0.1716	0.5502	0.7417
0.4246	6.9655	808	0.5573	0.1716	0.5573	0.7465
0.4246	6.9828	810	0.5553	0.3478	0.5553	0.7452
0.4246	7.0	812	0.5581	0.3369	0.5581	0.7471
0.4246	7.0172	814	0.5609	0.3369	0.5609	0.7489
0.4246	7.0345	816	0.5610	0.3369	0.5610	0.7490
0.4246	7.0517	818	0.5580	0.3478	0.5580	0.7470
0.4246	7.0690	820	0.5586	0.2360	0.5586	0.7474
0.4246	7.0862	822	0.5678	0.2370	0.5678	0.7535
0.4246	7.1034	824	0.5545	0.2189	0.5545	0.7447
0.4246	7.1207	826	0.5495	0.3478	0.5495	0.7413
0.4246	7.1379	828	0.5559	0.3369	0.5559	0.7456
0.4246	7.1552	830	0.5595	0.3369	0.5595	0.7480
0.4246	7.1724	832	0.5690	0.3369	0.5690	0.7543
0.4246	7.1897	834	0.5703	0.3706	0.5703	0.7552
0.4246	7.2069	836	0.5768	0.3706	0.5768	0.7595
0.4246	7.2241	838	0.5959	0.4396	0.5959	0.7720
0.4246	7.2414	840	0.6345	0.3171	0.6345	0.7965
0.4246	7.2586	842	0.6314	0.3171	0.6314	0.7946
0.4246	7.2759	844	0.6054	0.4396	0.6054	0.7781
0.4246	7.2931	846	0.5817	0.3706	0.5817	0.7627
0.4246	7.3103	848	0.5858	0.3575	0.5858	0.7654
0.4246	7.3276	850	0.5883	0.3575	0.5883	0.7670
0.4246	7.3448	852	0.5766	0.2842	0.5766	0.7593
0.4246	7.3621	854	0.5628	0.2842	0.5628	0.7502
0.4246	7.3793	856	0.5558	0.3369	0.5558	0.7455
0.4246	7.3966	858	0.5524	0.3369	0.5524	0.7432
0.4246	7.4138	860	0.5536	0.3814	0.5536	0.7441
0.4246	7.4310	862	0.5611	0.2527	0.5611	0.7491
0.4246	7.4483	864	0.5759	0.3149	0.5759	0.7589
0.4246	7.4655	866	0.5685	0.2727	0.5685	0.7540
0.4246	7.4828	868	0.5668	0.2727	0.5668	0.7528
0.4246	7.5	870	0.5613	0.2727	0.5613	0.7492
0.4246	7.5172	872	0.5567	0.2179	0.5567	0.7461
0.4246	7.5345	874	0.5569	0.2179	0.5569	0.7463
0.4246	7.5517	876	0.5570	0.3927	0.5570	0.7463
0.4246	7.5690	878	0.5641	0.3927	0.5641	0.7511
0.4246	7.5862	880	0.5657	0.3814	0.5657	0.7522
0.4246	7.6034	882	0.5716	0.3814	0.5716	0.7561
0.4246	7.6207	884	0.5748	0.3706	0.5748	0.7582
0.4246	7.6379	886	0.5774	0.3706	0.5774	0.7599
0.4246	7.6552	888	0.6032	0.2563	0.6032	0.7766
0.4246	7.6724	890	0.6352	0.2637	0.6352	0.7970
0.4246	7.6897	892	0.6319	0.2637	0.6319	0.7949
0.4246	7.7069	894	0.6053	0.3061	0.6053	0.7780
0.4246	7.7241	896	0.5952	0.3641	0.5952	0.7715
0.4246	7.7414	898	0.5832	0.4286	0.5832	0.7636
0.4246	7.7586	900	0.5762	0.3814	0.5762	0.7591
0.4246	7.7759	902	0.5711	0.3814	0.5711	0.7557
0.4246	7.7931	904	0.5692	0.3814	0.5692	0.7545
0.4246	7.8103	906	0.5738	0.3814	0.5738	0.7575
0.4246	7.8276	908	0.5772	0.375	0.5772	0.7597
0.4246	7.8448	910	0.5837	0.2842	0.5837	0.7640
0.4246	7.8621	912	0.5840	0.2842	0.5840	0.7642
0.4246	7.8793	914	0.5898	0.3814	0.5898	0.7680
0.4246	7.8966	916	0.6355	0.2842	0.6355	0.7972
0.4246	7.9138	918	0.6693	0.2577	0.6693	0.8181
0.4246	7.9310	920	0.6826	0.2577	0.6826	0.8262
0.4246	7.9483	922	0.6438	0.2593	0.6438	0.8024
0.4246	7.9655	924	0.5932	0.2471	0.5932	0.7702
0.4246	7.9828	926	0.5665	0.3661	0.5665	0.7527
0.4246	8.0	928	0.5610	0.3478	0.5610	0.7490
0.4246	8.0172	930	0.5615	0.3478	0.5615	0.7493
0.4246	8.0345	932	0.5613	0.3478	0.5613	0.7492
0.4246	8.0517	934	0.5595	0.3862	0.5595	0.7480
0.4246	8.0690	936	0.5653	0.3617	0.5653	0.7519
0.4246	8.0862	938	0.5691	0.3617	0.5691	0.7544
0.4246	8.1034	940	0.5680	0.3617	0.5680	0.7536
0.4246	8.1207	942	0.5764	0.3161	0.5764	0.7592
0.4246	8.1379	944	0.6034	0.2563	0.6034	0.7768
0.4246	8.1552	946	0.6063	0.3061	0.6063	0.7786
0.4246	8.1724	948	0.5856	0.3498	0.5856	0.7653
0.4246	8.1897	950	0.5756	0.3161	0.5756	0.7587
0.4246	8.2069	952	0.5659	0.3617	0.5659	0.7523
0.4246	8.2241	954	0.5556	0.3617	0.5556	0.7454
0.4246	8.2414	956	0.5495	0.3478	0.5495	0.7413
0.4246	8.2586	958	0.5463	0.3478	0.5463	0.7391
0.4246	8.2759	960	0.5437	0.3478	0.5437	0.7373
0.4246	8.2931	962	0.5462	0.3661	0.5462	0.7391
0.4246	8.3103	964	0.5672	0.2593	0.5672	0.7531
0.4246	8.3276	966	0.6172	0.2941	0.6172	0.7856
0.4246	8.3448	968	0.6386	0.3016	0.6386	0.7991
0.4246	8.3621	970	0.6463	0.3016	0.6463	0.8039
0.4246	8.3793	972	0.6345	0.2917	0.6345	0.7966
0.4246	8.3966	974	0.6015	0.2563	0.6015	0.7755
0.4246	8.4138	976	0.5705	0.3990	0.5705	0.7553
0.4246	8.4310	978	0.5632	0.3706	0.5632	0.7505
0.4246	8.4483	980	0.5685	0.3706	0.5685	0.7540
0.4246	8.4655	982	0.5727	0.3706	0.5727	0.7568
0.4246	8.4828	984	0.5781	0.3706	0.5781	0.7603
0.4246	8.5	986	0.5823	0.3706	0.5823	0.7631
0.4246	8.5172	988	0.5820	0.3706	0.5820	0.7629
0.4246	8.5345	990	0.5789	0.3706	0.5789	0.7609
0.4246	8.5517	992	0.5770	0.3706	0.5770	0.7596
0.4246	8.5690	994	0.5747	0.3814	0.5747	0.7581
0.4246	8.5862	996	0.5773	0.3535	0.5773	0.7598
0.4246	8.6034	998	0.5796	0.3535	0.5796	0.7613
0.0873	8.6207	1000	0.5750	0.3535	0.5750	0.7583
0.0873	8.6379	1002	0.5750	0.3535	0.5750	0.7583
0.0873	8.6552	1004	0.5719	0.3161	0.5719	0.7563
0.0873	8.6724	1006	0.5758	0.3535	0.5758	0.7588
0.0873	8.6897	1008	0.5932	0.3061	0.5932	0.7702
0.0873	8.7069	1010	0.6086	0.2842	0.6086	0.7801
0.0873	8.7241	1012	0.6161	0.3043	0.6161	0.7849
0.0873	8.7414	1014	0.6153	0.3043	0.6153	0.7844
0.0873	8.7586	1016	0.6005	0.2842	0.6005	0.7749
0.0873	8.7759	1018	0.5773	0.2832	0.5773	0.7598
0.0873	8.7931	1020	0.5603	0.3617	0.5603	0.7485
0.0873	8.8103	1022	0.5557	0.3478	0.5557	0.7454
0.0873	8.8276	1024	0.5558	0.3478	0.5558	0.7455
0.0873	8.8448	1026	0.5577	0.3478	0.5577	0.7468
0.0873	8.8621	1028	0.5649	0.3617	0.5649	0.7516
0.0873	8.8793	1030	0.5771	0.2179	0.5771	0.7597
0.0873	8.8966	1032	0.5817	0.2179	0.5817	0.7627
0.0873	8.9138	1034	0.5889	0.1818	0.5889	0.7674
0.0873	8.9310	1036	0.5990	0.2865	0.5990	0.7740
0.0873	8.9483	1038	0.6004	0.2842	0.6004	0.7748
0.0873	8.9655	1040	0.5923	0.2787	0.5923	0.7696
0.0873	8.9828	1042	0.5800	0.1818	0.5800	0.7616
0.0873	9.0	1044	0.5736	0.3297	0.5736	0.7574
0.0873	9.0172	1046	0.5708	0.3548	0.5708	0.7555
0.0873	9.0345	1048	0.5723	0.3548	0.5723	0.7565
0.0873	9.0517	1050	0.5753	0.3617	0.5753	0.7585
0.0873	9.0690	1052	0.5793	0.3297	0.5793	0.7611
0.0873	9.0862	1054	0.5806	0.3297	0.5806	0.7620
0.0873	9.1034	1056	0.5817	0.3297	0.5817	0.7627
0.0873	9.1207	1058	0.5866	0.3297	0.5866	0.7659
0.0873	9.1379	1060	0.5883	0.3297	0.5883	0.7670
0.0873	9.1552	1062	0.5855	0.3617	0.5855	0.7652
0.0873	9.1724	1064	0.5805	0.3814	0.5805	0.7619
0.0873	9.1897	1066	0.5792	0.3369	0.5792	0.7611
0.0873	9.2069	1068	0.5816	0.3369	0.5816	0.7626
0.0873	9.2241	1070	0.5861	0.3369	0.5861	0.7655
0.0873	9.2414	1072	0.5889	0.3369	0.5889	0.7674
0.0873	9.2586	1074	0.5853	0.3369	0.5853	0.7651
0.0873	9.2759	1076	0.5790	0.3369	0.5790	0.7609
0.0873	9.2931	1078	0.5777	0.3814	0.5777	0.7601
0.0873	9.3103	1080	0.5865	0.3617	0.5865	0.7658
0.0873	9.3276	1082	0.6058	0.2251	0.6058	0.7783
0.0873	9.3448	1084	0.6241	0.1919	0.6241	0.7900
0.0873	9.3621	1086	0.6303	0.2410	0.6303	0.7939
0.0873	9.3793	1088	0.6258	0.2410	0.6258	0.7911
0.0873	9.3966	1090	0.6147	0.2332	0.6147	0.7841
0.0873	9.4138	1092	0.6095	0.2251	0.6095	0.7807
0.0873	9.4310	1094	0.6042	0.2688	0.6042	0.7773
0.0873	9.4483	1096	0.5991	0.2179	0.5991	0.7740
0.0873	9.4655	1098	0.5901	0.2179	0.5901	0.7682
0.0873	9.4828	1100	0.5829	0.3297	0.5829	0.7635
0.0873	9.5	1102	0.5771	0.3927	0.5771	0.7597
0.0873	9.5172	1104	0.5728	0.3862	0.5728	0.7568
0.0873	9.5345	1106	0.5693	0.3369	0.5693	0.7545
0.0873	9.5517	1108	0.5682	0.3369	0.5682	0.7538
0.0873	9.5690	1110	0.5680	0.3369	0.5680	0.7537
0.0873	9.5862	1112	0.5678	0.3369	0.5678	0.7536
0.0873	9.6034	1114	0.5684	0.3369	0.5684	0.7539
0.0873	9.6207	1116	0.5698	0.3862	0.5698	0.7548
0.0873	9.6379	1118	0.5730	0.3927	0.5730	0.7569
0.0873	9.6552	1120	0.5781	0.3927	0.5781	0.7603
0.0873	9.6724	1122	0.5827	0.3617	0.5827	0.7633
0.0873	9.6897	1124	0.5839	0.3617	0.5839	0.7642
0.0873	9.7069	1126	0.5837	0.3927	0.5837	0.7640
0.0873	9.7241	1128	0.5846	0.3927	0.5846	0.7646
0.0873	9.7414	1130	0.5846	0.3927	0.5846	0.7646
0.0873	9.7586	1132	0.5854	0.3927	0.5854	0.7651
0.0873	9.7759	1134	0.5868	0.3927	0.5868	0.7660
0.0873	9.7931	1136	0.5879	0.3617	0.5879	0.7668
0.0873	9.8103	1138	0.5890	0.3617	0.5890	0.7675
0.0873	9.8276	1140	0.5895	0.3617	0.5895	0.7678
0.0873	9.8448	1142	0.5903	0.3297	0.5903	0.7683
0.0873	9.8621	1144	0.5914	0.3297	0.5914	0.7690
0.0873	9.8793	1146	0.5933	0.2967	0.5933	0.7702
0.0873	9.8966	1148	0.5952	0.2967	0.5952	0.7715
0.0873	9.9138	1150	0.5975	0.2179	0.5975	0.7730
0.0873	9.9310	1152	0.5986	0.2609	0.5986	0.7737
0.0873	9.9483	1154	0.5993	0.2609	0.5993	0.7742
0.0873	9.9655	1156	0.5997	0.3016	0.5997	0.7744
0.0873	9.9828	1158	0.6001	0.3016	0.6001	0.7746
0.0873	10.0	1160	0.6001	0.3016	0.6001	0.7746

Framework versions

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