Arabic_FineTuningAraBERT_AugV0_k20_task1_organization_fold0

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: 0.6972
• Qwk: 0.6673
• Mse: 0.6972
• Rmse: 0.8350

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	0.0161	2	4.9275	0.0334	4.9275	2.2198
No log	0.0323	4	2.7531	0.1161	2.7531	1.6593
No log	0.0484	6	2.0009	0.0696	2.0009	1.4145
No log	0.0645	8	1.6059	0.0443	1.6059	1.2672
No log	0.0806	10	1.3422	0.1621	1.3422	1.1585
No log	0.0968	12	1.3656	0.1873	1.3656	1.1686
No log	0.1129	14	1.4411	0.2472	1.4411	1.2004
No log	0.1290	16	1.4777	0.1348	1.4777	1.2156
No log	0.1452	18	1.4256	0.0801	1.4256	1.1940
No log	0.1613	20	1.3749	0.1600	1.3749	1.1726
No log	0.1774	22	1.3716	0.1873	1.3716	1.1711
No log	0.1935	24	1.3145	0.1873	1.3145	1.1465
No log	0.2097	26	1.3198	0.0801	1.3198	1.1488
No log	0.2258	28	1.3161	0.0801	1.3161	1.1472
No log	0.2419	30	1.2545	0.1600	1.2545	1.1200
No log	0.2581	32	1.1904	0.2278	1.1904	1.0910
No log	0.2742	34	1.0936	0.3119	1.0936	1.0458
No log	0.2903	36	0.9712	0.4825	0.9712	0.9855
No log	0.3065	38	0.9839	0.5251	0.9839	0.9919
No log	0.3226	40	1.1164	0.5205	1.1164	1.0566
No log	0.3387	42	1.1724	0.5214	1.1724	1.0828
No log	0.3548	44	1.2026	0.4283	1.2026	1.0966
No log	0.3710	46	1.1517	0.4283	1.1517	1.0732
No log	0.3871	48	1.0598	0.5995	1.0598	1.0295
No log	0.4032	50	0.9682	0.6030	0.9682	0.9840
No log	0.4194	52	0.9581	0.6030	0.9581	0.9788
No log	0.4355	54	0.9611	0.5430	0.9611	0.9804
No log	0.4516	56	0.9665	0.5430	0.9665	0.9831
No log	0.4677	58	1.0911	0.5759	1.0911	1.0446
No log	0.4839	60	1.0489	0.5410	1.0489	1.0242
No log	0.5	62	0.9923	0.4848	0.9923	0.9961
No log	0.5161	64	0.9403	0.4848	0.9403	0.9697
No log	0.5323	66	0.9593	0.5844	0.9593	0.9794
No log	0.5484	68	1.0797	0.5910	1.0797	1.0391
No log	0.5645	70	1.1833	0.5180	1.1833	1.0878
No log	0.5806	72	1.2010	0.5837	1.2010	1.0959
No log	0.5968	74	1.1484	0.5869	1.1484	1.0716
No log	0.6129	76	1.0376	0.6044	1.0376	1.0186
No log	0.6290	78	0.8918	0.6564	0.8918	0.9444
No log	0.6452	80	0.9082	0.6369	0.9082	0.9530
No log	0.6613	82	1.0297	0.6085	1.0297	1.0147
No log	0.6774	84	1.2059	0.5784	1.2059	1.0981
No log	0.6935	86	1.1145	0.5918	1.1145	1.0557
No log	0.7097	88	0.9054	0.6044	0.9054	0.9515
No log	0.7258	90	0.7903	0.6266	0.7903	0.8890
No log	0.7419	92	0.8298	0.6161	0.8298	0.9109
No log	0.7581	94	0.8843	0.5556	0.8843	0.9404
No log	0.7742	96	0.8916	0.5556	0.8916	0.9442
No log	0.7903	98	1.0001	0.5366	1.0001	1.0000
No log	0.8065	100	1.0036	0.5366	1.0036	1.0018
No log	0.8226	102	0.8934	0.5556	0.8934	0.9452
No log	0.8387	104	0.9071	0.5896	0.9071	0.9524
No log	0.8548	106	0.8508	0.6078	0.8508	0.9224
No log	0.8710	108	0.8894	0.6085	0.8894	0.9431
No log	0.8871	110	0.9842	0.6085	0.9842	0.9921
No log	0.9032	112	1.1132	0.6182	1.1132	1.0551
No log	0.9194	114	1.0953	0.5204	1.0953	1.0466
No log	0.9355	116	1.0705	0.6147	1.0705	1.0346
No log	0.9516	118	1.1193	0.6164	1.1193	1.0580
No log	0.9677	120	1.2190	0.5823	1.2190	1.1041
No log	0.9839	122	1.1654	0.5166	1.1654	1.0795
No log	1.0	124	0.9746	0.5177	0.9746	0.9872
No log	1.0161	126	0.8523	0.6115	0.8523	0.9232
No log	1.0323	128	0.8818	0.6115	0.8818	0.9390
No log	1.0484	130	0.9525	0.5177	0.9525	0.9760
No log	1.0645	132	1.0953	0.5679	1.0953	1.0466
No log	1.0806	134	1.0567	0.5679	1.0567	1.0279
No log	1.0968	136	1.0541	0.5679	1.0541	1.0267
No log	1.1129	138	1.1552	0.5679	1.1552	1.0748
No log	1.1290	140	0.9550	0.5366	0.9550	0.9772
No log	1.1452	142	0.7977	0.6115	0.7977	0.8932
No log	1.1613	144	0.8437	0.5769	0.8437	0.9185
No log	1.1774	146	1.0806	0.4793	1.0806	1.0395
No log	1.1935	148	1.2819	0.4606	1.2819	1.1322
No log	1.2097	150	1.3910	0.4624	1.3910	1.1794
No log	1.2258	152	1.2040	0.4606	1.2040	1.0973
No log	1.2419	154	0.9929	0.5177	0.9929	0.9964
No log	1.2581	156	0.8602	0.5556	0.8602	0.9275
No log	1.2742	158	0.7308	0.6890	0.7308	0.8549
No log	1.2903	160	0.8017	0.5965	0.8017	0.8954
No log	1.3065	162	1.0498	0.5166	1.0498	1.0246
No log	1.3226	164	1.2243	0.5166	1.2243	1.1065
No log	1.3387	166	1.2711	0.4983	1.2711	1.1274
No log	1.3548	168	1.1743	0.5177	1.1743	1.0836
No log	1.3710	170	1.0950	0.5177	1.0950	1.0464
No log	1.3871	172	0.9125	0.5933	0.9125	0.9552
No log	1.4032	174	0.7859	0.6678	0.7859	0.8865
No log	1.4194	176	0.8211	0.5980	0.8211	0.9061
No log	1.4355	178	0.9867	0.5714	0.9867	0.9933
No log	1.4516	180	1.1009	0.5177	1.1009	1.0492
No log	1.4677	182	1.0624	0.5177	1.0624	1.0307
No log	1.4839	184	0.9240	0.4810	0.9240	0.9612
No log	1.5	186	0.8086	0.6011	0.8086	0.8992
No log	1.5161	188	0.8376	0.5312	0.8376	0.9152
No log	1.5323	190	0.8688	0.6011	0.8688	0.9321
No log	1.5484	192	0.8932	0.5532	0.8932	0.9451
No log	1.5645	194	0.9098	0.5503	0.9098	0.9538
No log	1.5806	196	0.9649	0.5276	0.9649	0.9823
No log	1.5968	198	0.9782	0.5273	0.9782	0.9890
No log	1.6129	200	0.9131	0.6119	0.9131	0.9556
No log	1.6290	202	0.8053	0.6023	0.8053	0.8974
No log	1.6452	204	0.8605	0.6253	0.8605	0.9276
No log	1.6613	206	0.9239	0.5714	0.9239	0.9612
No log	1.6774	208	0.8684	0.5366	0.8684	0.9319
No log	1.6935	210	0.8590	0.5366	0.8590	0.9268
No log	1.7097	212	1.0293	0.5177	1.0293	1.0145
No log	1.7258	214	1.1418	0.5341	1.1418	1.0685
No log	1.7419	216	1.0190	0.5177	1.0190	1.0094
No log	1.7581	218	0.8731	0.5385	0.8731	0.9344
No log	1.7742	220	0.9771	0.4397	0.9771	0.9885
No log	1.7903	222	1.1543	0.4397	1.1543	1.0744
No log	1.8065	224	1.1682	0.4397	1.1682	1.0809
No log	1.8226	226	1.3478	0.4415	1.3478	1.1609
No log	1.8387	228	1.4927	0.4460	1.4927	1.2218
No log	1.8548	230	1.2864	0.4787	1.2864	1.1342
No log	1.8710	232	0.9033	0.4991	0.9033	0.9504
No log	1.8871	234	0.7768	0.6407	0.7768	0.8814
No log	1.9032	236	0.8470	0.5804	0.8470	0.9203
No log	1.9194	238	0.9578	0.4991	0.9578	0.9787
No log	1.9355	240	1.0554	0.4991	1.0554	1.0274
No log	1.9516	242	0.9508	0.5573	0.9508	0.9751
No log	1.9677	244	0.8528	0.5769	0.8528	0.9235
No log	1.9839	246	0.8211	0.6407	0.8211	0.9061
No log	2.0	248	0.8783	0.5804	0.8783	0.9372
No log	2.0161	250	0.8920	0.5804	0.8920	0.9445
No log	2.0323	252	0.9721	0.5573	0.9721	0.9860
No log	2.0484	254	0.9546	0.5573	0.9546	0.9770
No log	2.0645	256	0.9619	0.5188	0.9619	0.9808
No log	2.0806	258	0.8735	0.6407	0.8735	0.9346
No log	2.0968	260	0.8766	0.6545	0.8766	0.9363
No log	2.1129	262	0.8907	0.6545	0.8907	0.9438
No log	2.1290	264	1.0180	0.4210	1.0180	1.0090
No log	2.1452	266	1.0260	0.4408	1.0260	1.0129
No log	2.1613	268	1.0615	0.4011	1.0615	1.0303
No log	2.1774	270	0.9809	0.5188	0.9809	0.9904
No log	2.1935	272	0.8676	0.6545	0.8676	0.9315
No log	2.2097	274	0.8135	0.6610	0.8135	0.9020
No log	2.2258	276	0.8957	0.6407	0.8957	0.9464
No log	2.2419	278	1.0412	0.4011	1.0412	1.0204
No log	2.2581	280	1.0978	0.4011	1.0978	1.0478
No log	2.2742	282	1.0221	0.4011	1.0221	1.0110
No log	2.2903	284	0.9337	0.5769	0.9337	0.9663
No log	2.3065	286	0.8550	0.6469	0.8550	0.9247
No log	2.3226	288	0.7893	0.6969	0.7893	0.8884
No log	2.3387	290	0.8303	0.6257	0.8303	0.9112
No log	2.3548	292	0.9098	0.6257	0.9098	0.9538
No log	2.3710	294	0.9249	0.6257	0.9249	0.9617
No log	2.3871	296	0.9495	0.6257	0.9495	0.9744
No log	2.4032	298	0.8642	0.6257	0.8642	0.9296
No log	2.4194	300	0.8461	0.6610	0.8461	0.9198
No log	2.4355	302	0.9493	0.6115	0.9493	0.9743
No log	2.4516	304	0.9623	0.6115	0.9623	0.9809
No log	2.4677	306	0.9407	0.6115	0.9407	0.9699
No log	2.4839	308	0.7696	0.6115	0.7696	0.8773
No log	2.5	310	0.6558	0.7511	0.6558	0.8098
No log	2.5161	312	0.5793	0.7614	0.5793	0.7611
No log	2.5323	314	0.5913	0.7614	0.5913	0.7690
No log	2.5484	316	0.6956	0.6161	0.6956	0.8340
No log	2.5645	318	0.7612	0.6115	0.7612	0.8725
No log	2.5806	320	0.8276	0.5769	0.8276	0.9097
No log	2.5968	322	0.7538	0.6115	0.7538	0.8682
No log	2.6129	324	0.6719	0.6161	0.6719	0.8197
No log	2.6290	326	0.6557	0.7211	0.6557	0.8098
No log	2.6452	328	0.6541	0.7211	0.6541	0.8088
No log	2.6613	330	0.7116	0.6610	0.7116	0.8436
No log	2.6774	332	0.8372	0.6046	0.8372	0.9150
No log	2.6935	334	0.9860	0.5417	0.9860	0.9930
No log	2.7097	336	0.9835	0.5440	0.9835	0.9917
No log	2.7258	338	0.9625	0.5417	0.9625	0.9811
No log	2.7419	340	0.8715	0.6545	0.8715	0.9335
No log	2.7581	342	0.7387	0.6545	0.7387	0.8595
No log	2.7742	344	0.6214	0.7705	0.6214	0.7883
No log	2.7903	346	0.6053	0.7979	0.6053	0.7780
No log	2.8065	348	0.6151	0.8091	0.6151	0.7843
No log	2.8226	350	0.6784	0.6435	0.6784	0.8236
No log	2.8387	352	0.8334	0.6115	0.8334	0.9129
No log	2.8548	354	1.0613	0.5174	1.0613	1.0302
No log	2.8710	356	1.0450	0.5174	1.0450	1.0223
No log	2.8871	358	0.8561	0.6115	0.8561	0.9253
No log	2.9032	360	0.6936	0.7789	0.6936	0.8328
No log	2.9194	362	0.6780	0.8091	0.6780	0.8234
No log	2.9355	364	0.6938	0.7789	0.6938	0.8330
No log	2.9516	366	0.7663	0.6972	0.7663	0.8754
No log	2.9677	368	0.8853	0.5174	0.8853	0.9409
No log	2.9839	370	1.0204	0.5174	1.0204	1.0102
No log	3.0	372	1.0837	0.5174	1.0837	1.0410
No log	3.0161	374	0.9273	0.5174	0.9273	0.9630
No log	3.0323	376	0.6873	0.6673	0.6873	0.8290
No log	3.0484	378	0.6503	0.8011	0.6503	0.8064
No log	3.0645	380	0.7259	0.6610	0.7259	0.8520
No log	3.0806	382	0.8476	0.6161	0.8476	0.9206
No log	3.0968	384	0.9369	0.5556	0.9369	0.9679
No log	3.1129	386	0.9290	0.5556	0.9290	0.9638
No log	3.1290	388	0.8382	0.6115	0.8382	0.9155
No log	3.1452	390	0.7405	0.6740	0.7405	0.8605
No log	3.1613	392	0.6719	0.6740	0.6719	0.8197
No log	3.1774	394	0.6752	0.6673	0.6752	0.8217
No log	3.1935	396	0.6842	0.6673	0.6842	0.8272
No log	3.2097	398	0.7589	0.6673	0.7589	0.8712
No log	3.2258	400	0.8067	0.6673	0.8067	0.8981
No log	3.2419	402	0.7810	0.6673	0.7810	0.8837
No log	3.2581	404	0.7103	0.6673	0.7103	0.8428
No log	3.2742	406	0.7156	0.6673	0.7156	0.8459
No log	3.2903	408	0.7613	0.6673	0.7613	0.8726
No log	3.3065	410	0.7832	0.6673	0.7832	0.8850
No log	3.3226	412	0.7939	0.6115	0.7939	0.8910
No log	3.3387	414	0.8272	0.6115	0.8272	0.9095
No log	3.3548	416	0.7881	0.7211	0.7881	0.8877
No log	3.3710	418	0.7370	0.7211	0.7370	0.8585
No log	3.3871	420	0.6754	0.7412	0.6754	0.8218
No log	3.4032	422	0.6835	0.7211	0.6835	0.8267
No log	3.4194	424	0.7550	0.6673	0.7550	0.8689
No log	3.4355	426	0.7600	0.6673	0.7600	0.8718
No log	3.4516	428	0.7698	0.6673	0.7698	0.8774
No log	3.4677	430	0.7652	0.6673	0.7652	0.8747
No log	3.4839	432	0.8852	0.6115	0.8852	0.9408
No log	3.5	434	0.9539	0.5714	0.9539	0.9767
No log	3.5161	436	0.9130	0.5714	0.9130	0.9555
No log	3.5323	438	0.8048	0.6673	0.8048	0.8971
No log	3.5484	440	0.7395	0.6673	0.7395	0.8600
No log	3.5645	442	0.7999	0.6115	0.7999	0.8944
No log	3.5806	444	0.9302	0.6115	0.9302	0.9645
No log	3.5968	446	0.9160	0.6115	0.9160	0.9571
No log	3.6129	448	0.7973	0.6115	0.7973	0.8929
No log	3.6290	450	0.7059	0.7123	0.7059	0.8402
No log	3.6452	452	0.7187	0.6673	0.7187	0.8478
No log	3.6613	454	0.8118	0.6115	0.8118	0.9010
No log	3.6774	456	0.8449	0.6115	0.8449	0.9192
No log	3.6935	458	0.8946	0.5556	0.8946	0.9459
No log	3.7097	460	0.8507	0.6115	0.8507	0.9223
No log	3.7258	462	0.7837	0.6673	0.7837	0.8853
No log	3.7419	464	0.7601	0.6673	0.7601	0.8718
No log	3.7581	466	0.6593	0.6972	0.6593	0.8120
No log	3.7742	468	0.6348	0.7153	0.6348	0.7968
No log	3.7903	470	0.6486	0.6972	0.6486	0.8054
No log	3.8065	472	0.6129	0.7688	0.6129	0.7829
No log	3.8226	474	0.6159	0.7688	0.6159	0.7848
No log	3.8387	476	0.6602	0.6972	0.6602	0.8125
No log	3.8548	478	0.7046	0.6972	0.7046	0.8394
No log	3.8710	480	0.7604	0.6673	0.7604	0.8720
No log	3.8871	482	0.7338	0.6673	0.7338	0.8566
No log	3.9032	484	0.6555	0.6972	0.6555	0.8096
No log	3.9194	486	0.6069	0.8091	0.6069	0.7790
No log	3.9355	488	0.6127	0.8091	0.6127	0.7828
No log	3.9516	490	0.6438	0.8158	0.6438	0.8024
No log	3.9677	492	0.7249	0.6972	0.7249	0.8514
No log	3.9839	494	0.7494	0.6972	0.7494	0.8657
No log	4.0	496	0.7065	0.6972	0.7065	0.8405
No log	4.0161	498	0.6796	0.6972	0.6796	0.8244
0.2916	4.0323	500	0.6274	0.7153	0.6274	0.7921
0.2916	4.0484	502	0.6281	0.7153	0.6281	0.7925
0.2916	4.0645	504	0.6922	0.6673	0.6922	0.8320
0.2916	4.0806	506	0.6844	0.6673	0.6844	0.8273
0.2916	4.0968	508	0.5944	0.7417	0.5944	0.7709
0.2916	4.1129	510	0.5673	0.8011	0.5673	0.7532
0.2916	4.1290	512	0.6069	0.8011	0.6069	0.7790
0.2916	4.1452	514	0.7113	0.6740	0.7113	0.8434
0.2916	4.1613	516	0.7396	0.6740	0.7396	0.8600
0.2916	4.1774	518	0.7109	0.7211	0.7109	0.8432
0.2916	4.1935	520	0.6640	0.7211	0.6640	0.8149
0.2916	4.2097	522	0.6778	0.7211	0.6778	0.8233
0.2916	4.2258	524	0.6706	0.7211	0.6706	0.8189
0.2916	4.2419	526	0.6674	0.6740	0.6674	0.8169
0.2916	4.2581	528	0.7052	0.6485	0.7052	0.8398
0.2916	4.2742	530	0.7242	0.6485	0.7242	0.8510
0.2916	4.2903	532	0.6444	0.7230	0.6444	0.8027
0.2916	4.3065	534	0.6171	0.7230	0.6171	0.7856
0.2916	4.3226	536	0.6614	0.7071	0.6614	0.8133
0.2916	4.3387	538	0.7015	0.7338	0.7015	0.8376
0.2916	4.3548	540	0.6857	0.7338	0.6857	0.8281
0.2916	4.3710	542	0.7121	0.7338	0.7121	0.8439
0.2916	4.3871	544	0.7719	0.7338	0.7719	0.8786
0.2916	4.4032	546	0.8082	0.6667	0.8082	0.8990
0.2916	4.4194	548	0.8662	0.5855	0.8662	0.9307
0.2916	4.4355	550	0.8265	0.5366	0.8265	0.9091
0.2916	4.4516	552	0.8156	0.5366	0.8156	0.9031
0.2916	4.4677	554	0.7616	0.6485	0.7616	0.8727
0.2916	4.4839	556	0.7345	0.6673	0.7345	0.8571
0.2916	4.5	558	0.7930	0.6673	0.7930	0.8905
0.2916	4.5161	560	0.8729	0.6485	0.8729	0.9343
0.2916	4.5323	562	0.8255	0.6673	0.8255	0.9086
0.2916	4.5484	564	0.7350	0.6673	0.7350	0.8573
0.2916	4.5645	566	0.7112	0.6673	0.7112	0.8433
0.2916	4.5806	568	0.7380	0.6673	0.7380	0.8591
0.2916	4.5968	570	0.8362	0.6673	0.8362	0.9144
0.2916	4.6129	572	0.8343	0.6673	0.8343	0.9134
0.2916	4.6290	574	0.7777	0.6673	0.7777	0.8819
0.2916	4.6452	576	0.8392	0.6673	0.8392	0.9161
0.2916	4.6613	578	0.8323	0.6673	0.8323	0.9123
0.2916	4.6774	580	0.8223	0.6115	0.8223	0.9068
0.2916	4.6935	582	0.7287	0.6673	0.7287	0.8537
0.2916	4.7097	584	0.7018	0.6673	0.7018	0.8377
0.2916	4.7258	586	0.7546	0.6673	0.7546	0.8687
0.2916	4.7419	588	0.7760	0.6673	0.7760	0.8809
0.2916	4.7581	590	0.8606	0.7071	0.8606	0.9277
0.2916	4.7742	592	0.8596	0.7071	0.8596	0.9272
0.2916	4.7903	594	0.8082	0.7071	0.8082	0.8990
0.2916	4.8065	596	0.7694	0.6673	0.7694	0.8771
0.2916	4.8226	598	0.7434	0.6673	0.7434	0.8622
0.2916	4.8387	600	0.7413	0.6673	0.7413	0.8610
0.2916	4.8548	602	0.7312	0.6673	0.7312	0.8551
0.2916	4.8710	604	0.7616	0.6349	0.7616	0.8727
0.2916	4.8871	606	0.7096	0.6673	0.7096	0.8424
0.2916	4.9032	608	0.7086	0.6673	0.7086	0.8418
0.2916	4.9194	610	0.6848	0.7071	0.6848	0.8275
0.2916	4.9355	612	0.5992	0.7508	0.5992	0.7741
0.2916	4.9516	614	0.5752	0.7508	0.5752	0.7584
0.2916	4.9677	616	0.6040	0.7838	0.6040	0.7772
0.2916	4.9839	618	0.6197	0.7838	0.6197	0.7872
0.2916	5.0	620	0.6389	0.7590	0.6389	0.7993
0.2916	5.0161	622	0.6858	0.7071	0.6858	0.8281
0.2916	5.0323	624	0.6892	0.7071	0.6892	0.8302
0.2916	5.0484	626	0.7374	0.7071	0.7374	0.8587
0.2916	5.0645	628	0.8357	0.6786	0.8357	0.9142
0.2916	5.0806	630	0.8539	0.6786	0.8539	0.9241
0.2916	5.0968	632	0.7629	0.6349	0.7629	0.8735
0.2916	5.1129	634	0.6629	0.6407	0.6629	0.8142
0.2916	5.1290	636	0.6536	0.6407	0.6536	0.8084
0.2916	5.1452	638	0.7040	0.6407	0.7040	0.8390
0.2916	5.1613	640	0.7427	0.6407	0.7427	0.8618
0.2916	5.1774	642	0.8078	0.6407	0.8078	0.8988
0.2916	5.1935	644	0.8592	0.6407	0.8592	0.9269
0.2916	5.2097	646	0.8452	0.6407	0.8452	0.9193
0.2916	5.2258	648	0.7714	0.6407	0.7714	0.8783
0.2916	5.2419	650	0.6571	0.6740	0.6571	0.8106
0.2916	5.2581	652	0.6127	0.7318	0.6127	0.7828
0.2916	5.2742	654	0.6226	0.6740	0.6226	0.7890
0.2916	5.2903	656	0.6962	0.6740	0.6962	0.8344
0.2916	5.3065	658	0.8076	0.6673	0.8076	0.8986
0.2916	5.3226	660	0.8565	0.6673	0.8565	0.9255
0.2916	5.3387	662	0.9624	0.5532	0.9624	0.9810
0.2916	5.3548	664	0.9573	0.5926	0.9573	0.9784
0.2916	5.3710	666	0.8452	0.6673	0.8452	0.9194
0.2916	5.3871	668	0.6948	0.6673	0.6948	0.8336
0.2916	5.4032	670	0.6365	0.6740	0.6365	0.7978
0.2916	5.4194	672	0.6439	0.6740	0.6439	0.8025
0.2916	5.4355	674	0.6949	0.6673	0.6949	0.8336
0.2916	5.4516	676	0.7340	0.6673	0.7340	0.8567
0.2916	5.4677	678	0.7832	0.6673	0.7832	0.8850
0.2916	5.4839	680	0.8292	0.6673	0.8292	0.9106
0.2916	5.5	682	0.7992	0.6673	0.7992	0.8940
0.2916	5.5161	684	0.7193	0.6673	0.7193	0.8481
0.2916	5.5323	686	0.6317	0.6972	0.6317	0.7948
0.2916	5.5484	688	0.6067	0.7047	0.6067	0.7789
0.2916	5.5645	690	0.6195	0.6740	0.6195	0.7871
0.2916	5.5806	692	0.6754	0.6673	0.6754	0.8218
0.2916	5.5968	694	0.7571	0.6673	0.7571	0.8701
0.2916	5.6129	696	0.7595	0.6673	0.7595	0.8715
0.2916	5.6290	698	0.7609	0.6673	0.7609	0.8723
0.2916	5.6452	700	0.8099	0.6673	0.8099	0.9000
0.2916	5.6613	702	0.8650	0.5926	0.8650	0.9300
0.2916	5.6774	704	0.8617	0.6485	0.8617	0.9283
0.2916	5.6935	706	0.8062	0.6673	0.8062	0.8979
0.2916	5.7097	708	0.7404	0.6673	0.7404	0.8605
0.2916	5.7258	710	0.7175	0.6673	0.7175	0.8471
0.2916	5.7419	712	0.7310	0.6673	0.7310	0.8550
0.2916	5.7581	714	0.7247	0.6673	0.7247	0.8513
0.2916	5.7742	716	0.6879	0.6673	0.6879	0.8294
0.2916	5.7903	718	0.6805	0.6673	0.6805	0.8249
0.2916	5.8065	720	0.6940	0.6673	0.6940	0.8331
0.2916	5.8226	722	0.6825	0.6673	0.6825	0.8261
0.2916	5.8387	724	0.6989	0.6972	0.6989	0.8360
0.2916	5.8548	726	0.7379	0.6972	0.7379	0.8590
0.2916	5.8710	728	0.7469	0.6972	0.7469	0.8642
0.2916	5.8871	730	0.6962	0.6972	0.6962	0.8344
0.2916	5.9032	732	0.6590	0.6972	0.6590	0.8118
0.2916	5.9194	734	0.6073	0.6907	0.6073	0.7793
0.2916	5.9355	736	0.5853	0.7692	0.5853	0.7651
0.2916	5.9516	738	0.5967	0.7047	0.5967	0.7725
0.2916	5.9677	740	0.6035	0.7047	0.6035	0.7768
0.2916	5.9839	742	0.6540	0.6972	0.6540	0.8087
0.2916	6.0	744	0.7418	0.6673	0.7418	0.8613
0.2916	6.0161	746	0.7693	0.6673	0.7693	0.8771
0.2916	6.0323	748	0.7667	0.6673	0.7667	0.8756
0.2916	6.0484	750	0.7021	0.6673	0.7021	0.8379
0.2916	6.0645	752	0.6228	0.7230	0.6228	0.7891
0.2916	6.0806	754	0.6030	0.7230	0.6030	0.7765
0.2916	6.0968	756	0.6194	0.7230	0.6194	0.7870
0.2916	6.1129	758	0.6635	0.6673	0.6635	0.8145
0.2916	6.1290	760	0.7521	0.6673	0.7521	0.8672
0.2916	6.1452	762	0.8576	0.7071	0.8576	0.9261
0.2916	6.1613	764	0.8684	0.7071	0.8684	0.9319
0.2916	6.1774	766	0.8556	0.6673	0.8556	0.9250
0.2916	6.1935	768	0.7720	0.6673	0.7720	0.8786
0.2916	6.2097	770	0.6686	0.6673	0.6686	0.8177
0.2916	6.2258	772	0.5957	0.7511	0.5957	0.7718
0.2916	6.2419	774	0.5640	0.7511	0.5640	0.7510
0.2916	6.2581	776	0.5716	0.7511	0.5716	0.7560
0.2916	6.2742	778	0.6139	0.6740	0.6139	0.7835
0.2916	6.2903	780	0.7068	0.6740	0.7068	0.8407
0.2916	6.3065	782	0.7811	0.6673	0.7811	0.8838
0.2916	6.3226	784	0.7854	0.6673	0.7854	0.8863
0.2916	6.3387	786	0.7501	0.6740	0.7501	0.8661
0.2916	6.3548	788	0.7109	0.6740	0.7109	0.8432
0.2916	6.3710	790	0.6613	0.6740	0.6613	0.8132
0.2916	6.3871	792	0.6239	0.7211	0.6239	0.7899
0.2916	6.4032	794	0.6122	0.7211	0.6122	0.7824
0.2916	6.4194	796	0.6163	0.7211	0.6163	0.7850
0.2916	6.4355	798	0.6470	0.6740	0.6470	0.8044
0.2916	6.4516	800	0.6619	0.6740	0.6619	0.8136
0.2916	6.4677	802	0.6545	0.6740	0.6545	0.8090
0.2916	6.4839	804	0.6515	0.6740	0.6515	0.8072
0.2916	6.5	806	0.6593	0.6740	0.6593	0.8120
0.2916	6.5161	808	0.6676	0.6740	0.6676	0.8171
0.2916	6.5323	810	0.6559	0.6740	0.6559	0.8099
0.2916	6.5484	812	0.6390	0.6740	0.6390	0.7994
0.2916	6.5645	814	0.6584	0.6673	0.6584	0.8114
0.2916	6.5806	816	0.6620	0.6673	0.6620	0.8136
0.2916	6.5968	818	0.6399	0.6972	0.6399	0.7999
0.2916	6.6129	820	0.6138	0.6972	0.6138	0.7835
0.2916	6.6290	822	0.6277	0.6972	0.6277	0.7923
0.2916	6.6452	824	0.6743	0.6673	0.6743	0.8212
0.2916	6.6613	826	0.7235	0.6673	0.7235	0.8506
0.2916	6.6774	828	0.7496	0.6673	0.7496	0.8658
0.2916	6.6935	830	0.7643	0.6673	0.7643	0.8742
0.2916	6.7097	832	0.7244	0.6673	0.7244	0.8511
0.2916	6.7258	834	0.6809	0.6673	0.6809	0.8252
0.2916	6.7419	836	0.6696	0.6740	0.6696	0.8183
0.2916	6.7581	838	0.6730	0.6740	0.6730	0.8204
0.2916	6.7742	840	0.7174	0.6673	0.7174	0.8470
0.2916	6.7903	842	0.7466	0.6673	0.7466	0.8641
0.2916	6.8065	844	0.7641	0.6673	0.7641	0.8741
0.2916	6.8226	846	0.7796	0.6673	0.7796	0.8829
0.2916	6.8387	848	0.8188	0.6485	0.8188	0.9049
0.2916	6.8548	850	0.8098	0.6485	0.8098	0.8999
0.2916	6.8710	852	0.7940	0.6485	0.7940	0.8911
0.2916	6.8871	854	0.7470	0.6673	0.7470	0.8643
0.2916	6.9032	856	0.6871	0.6673	0.6871	0.8289
0.2916	6.9194	858	0.6247	0.6740	0.6247	0.7904
0.2916	6.9355	860	0.6086	0.7047	0.6086	0.7801
0.2916	6.9516	862	0.6254	0.7047	0.6254	0.7908
0.2916	6.9677	864	0.6717	0.6740	0.6717	0.8196
0.2916	6.9839	866	0.7563	0.6673	0.7563	0.8697
0.2916	7.0	868	0.8200	0.6485	0.8200	0.9055
0.2916	7.0161	870	0.8494	0.5737	0.8494	0.9216
0.2916	7.0323	872	0.8249	0.5769	0.8249	0.9083
0.2916	7.0484	874	0.7723	0.6545	0.7723	0.8788
0.2916	7.0645	876	0.7229	0.6545	0.7229	0.8502
0.2916	7.0806	878	0.6882	0.6740	0.6882	0.8296
0.2916	7.0968	880	0.6726	0.6740	0.6726	0.8201
0.2916	7.1129	882	0.6770	0.6740	0.6770	0.8228
0.2916	7.1290	884	0.6698	0.6740	0.6698	0.8184
0.2916	7.1452	886	0.6495	0.6740	0.6495	0.8059
0.2916	7.1613	888	0.6604	0.6740	0.6604	0.8127
0.2916	7.1774	890	0.7008	0.6673	0.7008	0.8371
0.2916	7.1935	892	0.7414	0.7071	0.7414	0.8611
0.2916	7.2097	894	0.7467	0.7071	0.7467	0.8641
0.2916	7.2258	896	0.7239	0.7071	0.7239	0.8508
0.2916	7.2419	898	0.6776	0.6972	0.6776	0.8232
0.2916	7.2581	900	0.6444	0.6972	0.6444	0.8027
0.2916	7.2742	902	0.6296	0.7047	0.6296	0.7934
0.2916	7.2903	904	0.6435	0.7047	0.6435	0.8022
0.2916	7.3065	906	0.6877	0.6972	0.6877	0.8293
0.2916	7.3226	908	0.7228	0.6485	0.7228	0.8502
0.2916	7.3387	910	0.7227	0.6485	0.7227	0.8501
0.2916	7.3548	912	0.7390	0.6485	0.7390	0.8597
0.2916	7.3710	914	0.7325	0.6485	0.7325	0.8559
0.2916	7.3871	916	0.7333	0.6485	0.7333	0.8564
0.2916	7.4032	918	0.7219	0.6485	0.7219	0.8497
0.2916	7.4194	920	0.7251	0.6485	0.7251	0.8516
0.2916	7.4355	922	0.7049	0.6673	0.7049	0.8396
0.2916	7.4516	924	0.6811	0.6673	0.6811	0.8253
0.2916	7.4677	926	0.6709	0.6673	0.6709	0.8191
0.2916	7.4839	928	0.6878	0.6673	0.6878	0.8293
0.2916	7.5	930	0.7196	0.6485	0.7196	0.8483
0.2916	7.5161	932	0.7245	0.6485	0.7245	0.8512
0.2916	7.5323	934	0.7007	0.6673	0.7007	0.8371
0.2916	7.5484	936	0.6815	0.6673	0.6815	0.8255
0.2916	7.5645	938	0.6686	0.6972	0.6686	0.8177
0.2916	7.5806	940	0.6460	0.6972	0.6460	0.8038
0.2916	7.5968	942	0.6402	0.6972	0.6402	0.8001
0.2916	7.6129	944	0.6640	0.6972	0.6640	0.8149
0.2916	7.6290	946	0.6777	0.6972	0.6777	0.8232
0.2916	7.6452	948	0.6628	0.6972	0.6628	0.8141
0.2916	7.6613	950	0.6643	0.6972	0.6643	0.8151
0.2916	7.6774	952	0.6724	0.6972	0.6724	0.8200
0.2916	7.6935	954	0.6786	0.6972	0.6786	0.8238
0.2916	7.7097	956	0.6960	0.6972	0.6960	0.8343
0.2916	7.7258	958	0.6872	0.6972	0.6872	0.8290
0.2916	7.7419	960	0.6595	0.6972	0.6595	0.8121
0.2916	7.7581	962	0.6468	0.6972	0.6468	0.8042
0.2916	7.7742	964	0.6337	0.6972	0.6337	0.7960
0.2916	7.7903	966	0.6316	0.6972	0.6316	0.7947
0.2916	7.8065	968	0.6195	0.6972	0.6195	0.7871
0.2916	7.8226	970	0.6285	0.6972	0.6285	0.7928
0.2916	7.8387	972	0.6497	0.6972	0.6497	0.8061
0.2916	7.8548	974	0.6658	0.6791	0.6658	0.8159
0.2916	7.8710	976	0.6678	0.6791	0.6678	0.8172
0.2916	7.8871	978	0.6860	0.6485	0.6860	0.8282
0.2916	7.9032	980	0.7044	0.6485	0.7044	0.8393
0.2916	7.9194	982	0.7188	0.6485	0.7188	0.8478
0.2916	7.9355	984	0.7393	0.6485	0.7393	0.8598
0.2916	7.9516	986	0.7312	0.6485	0.7312	0.8551
0.2916	7.9677	988	0.7211	0.6485	0.7211	0.8492
0.2916	7.9839	990	0.6908	0.6485	0.6908	0.8311
0.2916	8.0	992	0.6685	0.6485	0.6685	0.8176
0.2916	8.0161	994	0.6660	0.6485	0.6660	0.8161
0.2916	8.0323	996	0.6772	0.6545	0.6772	0.8229
0.2916	8.0484	998	0.6971	0.6485	0.6971	0.8349
0.0977	8.0645	1000	0.7269	0.6485	0.7269	0.8526
0.0977	8.0806	1002	0.7533	0.6485	0.7533	0.8679
0.0977	8.0968	1004	0.7557	0.6485	0.7557	0.8693
0.0977	8.1129	1006	0.7287	0.6545	0.7287	0.8537
0.0977	8.1290	1008	0.7065	0.6545	0.7065	0.8405
0.0977	8.1452	1010	0.6774	0.6545	0.6774	0.8231
0.0977	8.1613	1012	0.6579	0.6545	0.6579	0.8111
0.0977	8.1774	1014	0.6486	0.6545	0.6486	0.8054
0.0977	8.1935	1016	0.6506	0.6545	0.6506	0.8066
0.0977	8.2097	1018	0.6595	0.6545	0.6595	0.8121
0.0977	8.2258	1020	0.6766	0.6545	0.6766	0.8225
0.0977	8.2419	1022	0.6958	0.6545	0.6958	0.8342
0.0977	8.2581	1024	0.6991	0.6545	0.6991	0.8361
0.0977	8.2742	1026	0.7008	0.6545	0.7008	0.8372
0.0977	8.2903	1028	0.7039	0.6545	0.7039	0.8390
0.0977	8.3065	1030	0.6943	0.6545	0.6943	0.8333
0.0977	8.3226	1032	0.6933	0.6485	0.6933	0.8326
0.0977	8.3387	1034	0.6986	0.6485	0.6986	0.8358
0.0977	8.3548	1036	0.7025	0.6485	0.7025	0.8381
0.0977	8.3710	1038	0.7056	0.6485	0.7056	0.8400
0.0977	8.3871	1040	0.6983	0.6485	0.6983	0.8356
0.0977	8.4032	1042	0.6929	0.6673	0.6929	0.8324
0.0977	8.4194	1044	0.7096	0.6485	0.7096	0.8424
0.0977	8.4355	1046	0.7352	0.6485	0.7352	0.8574
0.0977	8.4516	1048	0.7488	0.6485	0.7488	0.8653
0.0977	8.4677	1050	0.7396	0.6485	0.7396	0.8600
0.0977	8.4839	1052	0.7312	0.6485	0.7312	0.8551
0.0977	8.5	1054	0.7182	0.6485	0.7182	0.8475
0.0977	8.5161	1056	0.7065	0.6673	0.7065	0.8405
0.0977	8.5323	1058	0.7103	0.6673	0.7103	0.8428
0.0977	8.5484	1060	0.7011	0.6673	0.7011	0.8373
0.0977	8.5645	1062	0.6858	0.6673	0.6858	0.8282
0.0977	8.5806	1064	0.6931	0.6673	0.6931	0.8325
0.0977	8.5968	1066	0.7167	0.6485	0.7167	0.8466
0.0977	8.6129	1068	0.7280	0.6485	0.7280	0.8532
0.0977	8.6290	1070	0.7228	0.6485	0.7228	0.8502
0.0977	8.6452	1072	0.7100	0.6485	0.7100	0.8426
0.0977	8.6613	1074	0.7139	0.6485	0.7139	0.8449
0.0977	8.6774	1076	0.7179	0.6485	0.7179	0.8473
0.0977	8.6935	1078	0.7194	0.6485	0.7194	0.8482
0.0977	8.7097	1080	0.7206	0.6485	0.7206	0.8489
0.0977	8.7258	1082	0.7367	0.6485	0.7367	0.8583
0.0977	8.7419	1084	0.7564	0.6485	0.7564	0.8697
0.0977	8.7581	1086	0.7655	0.6485	0.7655	0.8749
0.0977	8.7742	1088	0.7684	0.6485	0.7684	0.8766
0.0977	8.7903	1090	0.7620	0.6485	0.7620	0.8729
0.0977	8.8065	1092	0.7429	0.6485	0.7429	0.8619
0.0977	8.8226	1094	0.7294	0.6485	0.7294	0.8540
0.0977	8.8387	1096	0.7061	0.6485	0.7061	0.8403
0.0977	8.8548	1098	0.6914	0.6673	0.6914	0.8315
0.0977	8.8710	1100	0.6869	0.6673	0.6869	0.8288
0.0977	8.8871	1102	0.6966	0.6673	0.6966	0.8346
0.0977	8.9032	1104	0.7138	0.6485	0.7138	0.8448
0.0977	8.9194	1106	0.7367	0.6485	0.7367	0.8583
0.0977	8.9355	1108	0.7517	0.6485	0.7517	0.8670
0.0977	8.9516	1110	0.7705	0.6485	0.7705	0.8778
0.0977	8.9677	1112	0.7870	0.6485	0.7870	0.8871
0.0977	8.9839	1114	0.7924	0.6485	0.7924	0.8902
0.0977	9.0	1116	0.7940	0.6485	0.7940	0.8911
0.0977	9.0161	1118	0.7848	0.6485	0.7848	0.8859
0.0977	9.0323	1120	0.7735	0.6485	0.7735	0.8795
0.0977	9.0484	1122	0.7606	0.6485	0.7606	0.8721
0.0977	9.0645	1124	0.7414	0.6485	0.7414	0.8611
0.0977	9.0806	1126	0.7255	0.6485	0.7255	0.8518
0.0977	9.0968	1128	0.7088	0.6673	0.7088	0.8419
0.0977	9.1129	1130	0.6986	0.6673	0.6986	0.8358
0.0977	9.1290	1132	0.6995	0.6673	0.6995	0.8364
0.0977	9.1452	1134	0.7128	0.6673	0.7128	0.8443
0.0977	9.1613	1136	0.7307	0.6485	0.7307	0.8548
0.0977	9.1774	1138	0.7427	0.6485	0.7427	0.8618
0.0977	9.1935	1140	0.7516	0.6485	0.7516	0.8669
0.0977	9.2097	1142	0.7449	0.6485	0.7449	0.8631
0.0977	9.2258	1144	0.7394	0.6485	0.7394	0.8599
0.0977	9.2419	1146	0.7468	0.6485	0.7468	0.8642
0.0977	9.2581	1148	0.7576	0.6485	0.7576	0.8704
0.0977	9.2742	1150	0.7559	0.6485	0.7559	0.8694
0.0977	9.2903	1152	0.7465	0.6485	0.7465	0.8640
0.0977	9.3065	1154	0.7377	0.6485	0.7377	0.8589
0.0977	9.3226	1156	0.7367	0.6485	0.7367	0.8583
0.0977	9.3387	1158	0.7332	0.6485	0.7332	0.8563
0.0977	9.3548	1160	0.7376	0.6485	0.7376	0.8588
0.0977	9.3710	1162	0.7452	0.6485	0.7452	0.8632
0.0977	9.3871	1164	0.7496	0.6485	0.7496	0.8658
0.0977	9.4032	1166	0.7490	0.6485	0.7490	0.8655
0.0977	9.4194	1168	0.7432	0.6485	0.7432	0.8621
0.0977	9.4355	1170	0.7422	0.6485	0.7422	0.8615
0.0977	9.4516	1172	0.7399	0.6485	0.7399	0.8601
0.0977	9.4677	1174	0.7349	0.6485	0.7349	0.8573
0.0977	9.4839	1176	0.7368	0.6485	0.7368	0.8583
0.0977	9.5	1178	0.7346	0.6485	0.7346	0.8571
0.0977	9.5161	1180	0.7281	0.6485	0.7281	0.8533
0.0977	9.5323	1182	0.7170	0.6485	0.7170	0.8467
0.0977	9.5484	1184	0.7068	0.6673	0.7068	0.8407
0.0977	9.5645	1186	0.6948	0.6673	0.6948	0.8335
0.0977	9.5806	1188	0.6879	0.6673	0.6879	0.8294
0.0977	9.5968	1190	0.6817	0.6673	0.6817	0.8257
0.0977	9.6129	1192	0.6788	0.6673	0.6788	0.8239
0.0977	9.6290	1194	0.6800	0.6673	0.6800	0.8246
0.0977	9.6452	1196	0.6826	0.6673	0.6826	0.8262
0.0977	9.6613	1198	0.6850	0.6673	0.6850	0.8276
0.0977	9.6774	1200	0.6861	0.6673	0.6861	0.8283
0.0977	9.6935	1202	0.6869	0.6673	0.6869	0.8288
0.0977	9.7097	1204	0.6882	0.6673	0.6882	0.8296
0.0977	9.7258	1206	0.6873	0.6673	0.6873	0.8291
0.0977	9.7419	1208	0.6879	0.6673	0.6879	0.8294
0.0977	9.7581	1210	0.6906	0.6673	0.6906	0.8310
0.0977	9.7742	1212	0.6917	0.6673	0.6917	0.8317
0.0977	9.7903	1214	0.6929	0.6673	0.6929	0.8324
0.0977	9.8065	1216	0.6930	0.6673	0.6930	0.8325
0.0977	9.8226	1218	0.6932	0.6673	0.6932	0.8326
0.0977	9.8387	1220	0.6954	0.6673	0.6954	0.8339
0.0977	9.8548	1222	0.6959	0.6673	0.6959	0.8342
0.0977	9.8710	1224	0.6953	0.6673	0.6953	0.8338
0.0977	9.8871	1226	0.6945	0.6673	0.6945	0.8334
0.0977	9.9032	1228	0.6949	0.6673	0.6949	0.8336
0.0977	9.9194	1230	0.6957	0.6673	0.6957	0.8341
0.0977	9.9355	1232	0.6963	0.6673	0.6963	0.8344
0.0977	9.9516	1234	0.6968	0.6673	0.6968	0.8347
0.0977	9.9677	1236	0.6968	0.6673	0.6968	0.8348
0.0977	9.9839	1238	0.6970	0.6673	0.6970	0.8348
0.0977	10.0	1240	0.6972	0.6673	0.6972	0.8350

Framework versions

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