ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run3_AugV5_k9_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: 0.6230
• Qwk: 0.7341
• Mse: 0.6230
• Rmse: 0.7893

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: 100

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0455	2	5.3478	-0.0118	5.3478	2.3125
No log	0.0909	4	3.1485	0.0712	3.1485	1.7744
No log	0.1364	6	1.9926	0.0408	1.9926	1.4116
No log	0.1818	8	1.9070	0.0107	1.9070	1.3809
No log	0.2273	10	1.4167	0.1343	1.4167	1.1902
No log	0.2727	12	1.4296	0.0808	1.4296	1.1956
No log	0.3182	14	1.6161	0.0277	1.6161	1.2713
No log	0.3636	16	1.4661	0.0527	1.4661	1.2108
No log	0.4091	18	1.3343	0.0830	1.3343	1.1551
No log	0.4545	20	1.1373	0.2442	1.1373	1.0664
No log	0.5	22	1.0609	0.2383	1.0609	1.0300
No log	0.5455	24	1.0313	0.2757	1.0313	1.0155
No log	0.5909	26	0.9851	0.2917	0.9851	0.9925
No log	0.6364	28	0.9948	0.3446	0.9948	0.9974
No log	0.6818	30	1.2115	0.2412	1.2115	1.1007
No log	0.7273	32	1.5430	0.1114	1.5430	1.2422
No log	0.7727	34	1.9160	0.0435	1.9160	1.3842
No log	0.8182	36	1.8104	0.1098	1.8104	1.3455
No log	0.8636	38	1.5850	0.1482	1.5850	1.2590
No log	0.9091	40	1.3371	0.1750	1.3371	1.1563
No log	0.9545	42	1.2739	0.1780	1.2739	1.1287
No log	1.0	44	1.0157	0.4208	1.0157	1.0078
No log	1.0455	46	0.9577	0.4153	0.9577	0.9786
No log	1.0909	48	0.8904	0.4688	0.8904	0.9436
No log	1.1364	50	1.0262	0.3489	1.0262	1.0130
No log	1.1818	52	1.4417	0.0354	1.4417	1.2007
No log	1.2273	54	1.3234	0.1573	1.3234	1.1504
No log	1.2727	56	0.9029	0.3004	0.9029	0.9502
No log	1.3182	58	0.8351	0.4693	0.8351	0.9138
No log	1.3636	60	0.8420	0.4715	0.8420	0.9176
No log	1.4091	62	0.8421	0.4515	0.8421	0.9176
No log	1.4545	64	0.8724	0.4455	0.8724	0.9340
No log	1.5	66	0.8760	0.4690	0.8760	0.9359
No log	1.5455	68	0.8011	0.4893	0.8011	0.8951
No log	1.5909	70	0.7430	0.5115	0.7430	0.8620
No log	1.6364	72	0.7533	0.5178	0.7533	0.8680
No log	1.6818	74	0.7692	0.5107	0.7692	0.8771
No log	1.7273	76	0.8087	0.5162	0.8087	0.8993
No log	1.7727	78	0.9990	0.3695	0.9990	0.9995
No log	1.8182	80	1.2320	0.2441	1.2320	1.1099
No log	1.8636	82	1.1913	0.2947	1.1913	1.0915
No log	1.9091	84	1.0283	0.3740	1.0283	1.0141
No log	1.9545	86	0.8278	0.5061	0.8278	0.9098
No log	2.0	88	0.8471	0.5319	0.8471	0.9204
No log	2.0455	90	0.8160	0.5583	0.8160	0.9033
No log	2.0909	92	0.7815	0.5294	0.7815	0.8840
No log	2.1364	94	0.7386	0.5243	0.7386	0.8594
No log	2.1818	96	0.7236	0.5030	0.7236	0.8507
No log	2.2273	98	0.6855	0.5945	0.6855	0.8280
No log	2.2727	100	0.6611	0.5854	0.6611	0.8131
No log	2.3182	102	0.6488	0.6087	0.6488	0.8055
No log	2.3636	104	0.6481	0.6255	0.6481	0.8050
No log	2.4091	106	0.6608	0.6260	0.6608	0.8129
No log	2.4545	108	0.7455	0.6098	0.7455	0.8634
No log	2.5	110	0.7256	0.6304	0.7256	0.8518
No log	2.5455	112	0.6432	0.6670	0.6432	0.8020
No log	2.5909	114	0.6497	0.6640	0.6497	0.8060
No log	2.6364	116	0.6310	0.6584	0.6310	0.7943
No log	2.6818	118	0.6555	0.6485	0.6555	0.8096
No log	2.7273	120	0.6747	0.6626	0.6747	0.8214
No log	2.7727	122	0.6882	0.6779	0.6882	0.8296
No log	2.8182	124	0.7016	0.6600	0.7016	0.8376
No log	2.8636	126	0.7827	0.6329	0.7827	0.8847
No log	2.9091	128	0.7350	0.6487	0.7350	0.8573
No log	2.9545	130	0.6414	0.6559	0.6414	0.8009
No log	3.0	132	0.6863	0.6758	0.6863	0.8285
No log	3.0455	134	0.6576	0.6565	0.6576	0.8109
No log	3.0909	136	0.6512	0.6565	0.6512	0.8070
No log	3.1364	138	0.6460	0.6555	0.6460	0.8038
No log	3.1818	140	0.6573	0.6493	0.6573	0.8107
No log	3.2273	142	0.7019	0.6292	0.7019	0.8378
No log	3.2727	144	0.6918	0.6581	0.6918	0.8317
No log	3.3182	146	0.6891	0.6506	0.6891	0.8301
No log	3.3636	148	0.6876	0.6901	0.6876	0.8292
No log	3.4091	150	0.7402	0.6750	0.7402	0.8603
No log	3.4545	152	0.8844	0.6241	0.8844	0.9404
No log	3.5	154	0.9697	0.5522	0.9697	0.9847
No log	3.5455	156	0.8743	0.6061	0.8743	0.9350
No log	3.5909	158	0.6611	0.6722	0.6611	0.8131
No log	3.6364	160	0.6127	0.7004	0.6127	0.7827
No log	3.6818	162	0.6422	0.6683	0.6422	0.8013
No log	3.7273	164	0.7410	0.6375	0.7410	0.8608
No log	3.7727	166	0.7952	0.6234	0.7952	0.8918
No log	3.8182	168	0.7383	0.6447	0.7383	0.8593
No log	3.8636	170	0.6712	0.6702	0.6712	0.8193
No log	3.9091	172	0.6375	0.6800	0.6375	0.7985
No log	3.9545	174	0.6291	0.6474	0.6291	0.7932
No log	4.0	176	0.6599	0.6310	0.6599	0.8123
No log	4.0455	178	0.6195	0.6684	0.6195	0.7871
No log	4.0909	180	0.5892	0.6807	0.5892	0.7676
No log	4.1364	182	0.6144	0.6933	0.6144	0.7838
No log	4.1818	184	0.6058	0.6945	0.6058	0.7783
No log	4.2273	186	0.5944	0.6783	0.5944	0.7709
No log	4.2727	188	0.6678	0.6586	0.6678	0.8172
No log	4.3182	190	0.7513	0.6598	0.7513	0.8668
No log	4.3636	192	0.8041	0.6648	0.8041	0.8967
No log	4.4091	194	0.8142	0.6448	0.8142	0.9024
No log	4.4545	196	0.7631	0.6647	0.7631	0.8736
No log	4.5	198	0.7485	0.6665	0.7485	0.8651
No log	4.5455	200	0.7259	0.6634	0.7259	0.8520
No log	4.5909	202	0.6818	0.6619	0.6818	0.8257
No log	4.6364	204	0.6696	0.6471	0.6696	0.8183
No log	4.6818	206	0.6693	0.6792	0.6693	0.8181
No log	4.7273	208	0.6443	0.6740	0.6443	0.8027
No log	4.7727	210	0.6753	0.6900	0.6753	0.8217
No log	4.8182	212	0.6676	0.6808	0.6676	0.8171
No log	4.8636	214	0.6110	0.7038	0.6110	0.7817
No log	4.9091	216	0.5991	0.7162	0.5991	0.7740
No log	4.9545	218	0.6173	0.6722	0.6173	0.7857
No log	5.0	220	0.7208	0.6377	0.7208	0.8490
No log	5.0455	222	0.7276	0.6377	0.7276	0.8530
No log	5.0909	224	0.6603	0.6839	0.6603	0.8126
No log	5.1364	226	0.6183	0.7060	0.6183	0.7863
No log	5.1818	228	0.6185	0.7100	0.6185	0.7865
No log	5.2273	230	0.6489	0.6846	0.6489	0.8056
No log	5.2727	232	0.6654	0.6874	0.6654	0.8157
No log	5.3182	234	0.6539	0.6828	0.6539	0.8087
No log	5.3636	236	0.6205	0.6833	0.6205	0.7877
No log	5.4091	238	0.6192	0.6703	0.6192	0.7869
No log	5.4545	240	0.6354	0.6472	0.6354	0.7971
No log	5.5	242	0.6332	0.6534	0.6332	0.7957
No log	5.5455	244	0.6073	0.6724	0.6073	0.7793
No log	5.5909	246	0.6056	0.6984	0.6056	0.7782
No log	5.6364	248	0.6310	0.7058	0.6310	0.7944
No log	5.6818	250	0.6229	0.7297	0.6229	0.7893
No log	5.7273	252	0.6394	0.6759	0.6394	0.7996
No log	5.7727	254	0.6961	0.6796	0.6961	0.8343
No log	5.8182	256	0.6771	0.6909	0.6771	0.8228
No log	5.8636	258	0.6533	0.6759	0.6533	0.8083
No log	5.9091	260	0.6937	0.6804	0.6937	0.8329
No log	5.9545	262	0.7220	0.6849	0.7220	0.8497
No log	6.0	264	0.7560	0.6821	0.7560	0.8695
No log	6.0455	266	0.6705	0.7140	0.6705	0.8188
No log	6.0909	268	0.6252	0.7296	0.6252	0.7907
No log	6.1364	270	0.6115	0.7138	0.6115	0.7820
No log	6.1818	272	0.6879	0.6507	0.6879	0.8294
No log	6.2273	274	0.7604	0.6723	0.7604	0.8720
No log	6.2727	276	0.7461	0.6629	0.7461	0.8638
No log	6.3182	278	0.6607	0.6691	0.6607	0.8128
No log	6.3636	280	0.6568	0.7401	0.6568	0.8104
No log	6.4091	282	0.6658	0.7341	0.6658	0.8160
No log	6.4545	284	0.6651	0.7020	0.6651	0.8155
No log	6.5	286	0.7607	0.6648	0.7607	0.8722
No log	6.5455	288	0.8179	0.6562	0.8179	0.9044
No log	6.5909	290	0.7529	0.6473	0.7529	0.8677
No log	6.6364	292	0.6750	0.6591	0.6750	0.8216
No log	6.6818	294	0.6393	0.6569	0.6393	0.7995
No log	6.7273	296	0.6666	0.6514	0.6666	0.8164
No log	6.7727	298	0.6982	0.6527	0.6982	0.8356
No log	6.8182	300	0.7741	0.6665	0.7741	0.8798
No log	6.8636	302	0.9688	0.6282	0.9688	0.9843
No log	6.9091	304	1.1343	0.5163	1.1343	1.0650
No log	6.9545	306	1.1100	0.5087	1.1100	1.0536
No log	7.0	308	0.9923	0.5668	0.9923	0.9961
No log	7.0455	310	0.8331	0.6212	0.8331	0.9127
No log	7.0909	312	0.7148	0.6588	0.7148	0.8455
No log	7.1364	314	0.6831	0.6693	0.6831	0.8265
No log	7.1818	316	0.7083	0.6693	0.7083	0.8416
No log	7.2273	318	0.7643	0.6723	0.7643	0.8743
No log	7.2727	320	0.8090	0.6530	0.8090	0.8995
No log	7.3182	322	0.8497	0.6432	0.8497	0.9218
No log	7.3636	324	0.8153	0.6676	0.8153	0.9029
No log	7.4091	326	0.7628	0.6614	0.7628	0.8734
No log	7.4545	328	0.7088	0.6651	0.7088	0.8419
No log	7.5	330	0.7050	0.6550	0.7050	0.8396
No log	7.5455	332	0.7351	0.6584	0.7351	0.8574
No log	7.5909	334	0.8465	0.6630	0.8465	0.9201
No log	7.6364	336	0.9033	0.6329	0.9033	0.9504
No log	7.6818	338	0.8648	0.6571	0.8648	0.9299
No log	7.7273	340	0.7397	0.6419	0.7397	0.8601
No log	7.7727	342	0.6722	0.6493	0.6722	0.8199
No log	7.8182	344	0.6602	0.6546	0.6602	0.8125
No log	7.8636	346	0.6917	0.6590	0.6917	0.8317
No log	7.9091	348	0.7889	0.6529	0.7889	0.8882
No log	7.9545	350	0.8458	0.6404	0.8458	0.9197
No log	8.0	352	0.8204	0.6600	0.8204	0.9058
No log	8.0455	354	0.7907	0.6675	0.7907	0.8892
No log	8.0909	356	0.7757	0.6704	0.7757	0.8808
No log	8.1364	358	0.8175	0.6517	0.8175	0.9041
No log	8.1818	360	0.9288	0.6085	0.9288	0.9637
No log	8.2273	362	0.9677	0.6019	0.9677	0.9837
No log	8.2727	364	0.8786	0.6517	0.8786	0.9373
No log	8.3182	366	0.7612	0.6723	0.7612	0.8724
No log	8.3636	368	0.7358	0.6783	0.7358	0.8578
No log	8.4091	370	0.7100	0.6853	0.7100	0.8426
No log	8.4545	372	0.7242	0.6832	0.7242	0.8510
No log	8.5	374	0.7340	0.6703	0.7340	0.8568
No log	8.5455	376	0.7566	0.6656	0.7566	0.8698
No log	8.5909	378	0.7370	0.6713	0.7370	0.8585
No log	8.6364	380	0.7309	0.6729	0.7309	0.8549
No log	8.6818	382	0.6966	0.7060	0.6966	0.8346
No log	8.7273	384	0.6813	0.7108	0.6813	0.8254
No log	8.7727	386	0.6771	0.7135	0.6771	0.8228
No log	8.8182	388	0.7278	0.6926	0.7278	0.8531
No log	8.8636	390	0.8292	0.6328	0.8292	0.9106
No log	8.9091	392	0.8298	0.6444	0.8298	0.9110
No log	8.9545	394	0.7492	0.6810	0.7492	0.8656
No log	9.0	396	0.7289	0.6817	0.7289	0.8538
No log	9.0455	398	0.6970	0.7023	0.6970	0.8349
No log	9.0909	400	0.7035	0.7018	0.7035	0.8388
No log	9.1364	402	0.7428	0.7151	0.7428	0.8618
No log	9.1818	404	0.8269	0.6547	0.8269	0.9094
No log	9.2273	406	0.8972	0.6535	0.8972	0.9472
No log	9.2727	408	0.9097	0.6342	0.9097	0.9538
No log	9.3182	410	0.8521	0.6528	0.8521	0.9231
No log	9.3636	412	0.8291	0.6685	0.8291	0.9105
No log	9.4091	414	0.7894	0.6684	0.7894	0.8885
No log	9.4545	416	0.8261	0.6574	0.8261	0.9089
No log	9.5	418	0.8396	0.6528	0.8396	0.9163
No log	9.5455	420	0.7857	0.6637	0.7857	0.8864
No log	9.5909	422	0.7488	0.6728	0.7488	0.8653
No log	9.6364	424	0.7031	0.7057	0.7031	0.8385
No log	9.6818	426	0.7016	0.7009	0.7016	0.8376
No log	9.7273	428	0.7509	0.6785	0.7509	0.8665
No log	9.7727	430	0.7784	0.6757	0.7784	0.8823
No log	9.8182	432	0.7779	0.6722	0.7779	0.8820
No log	9.8636	434	0.7482	0.6741	0.7482	0.8650
No log	9.9091	436	0.7405	0.6741	0.7405	0.8605
No log	9.9545	438	0.7201	0.6723	0.7201	0.8486
No log	10.0	440	0.7125	0.6723	0.7125	0.8441
No log	10.0455	442	0.7815	0.6433	0.7815	0.8840
No log	10.0909	444	0.8241	0.6562	0.8241	0.9078
No log	10.1364	446	0.7873	0.6701	0.7873	0.8873
No log	10.1818	448	0.7456	0.6880	0.7456	0.8635
No log	10.2273	450	0.7609	0.6815	0.7609	0.8723
No log	10.2727	452	0.8545	0.6474	0.8545	0.9244
No log	10.3182	454	0.9342	0.6149	0.9342	0.9666
No log	10.3636	456	0.8807	0.6300	0.8807	0.9385
No log	10.4091	458	0.7988	0.6745	0.7988	0.8938
No log	10.4545	460	0.7189	0.7185	0.7189	0.8479
No log	10.5	462	0.7025	0.7340	0.7025	0.8381
No log	10.5455	464	0.6870	0.7466	0.6870	0.8289
No log	10.5909	466	0.7141	0.6673	0.7141	0.8450
No log	10.6364	468	0.7578	0.6447	0.7578	0.8705
No log	10.6818	470	0.8113	0.6287	0.8113	0.9007
No log	10.7273	472	0.7699	0.6259	0.7699	0.8775
No log	10.7727	474	0.6929	0.6683	0.6929	0.8324
No log	10.8182	476	0.6840	0.6903	0.6840	0.8270
No log	10.8636	478	0.7026	0.6873	0.7026	0.8382
No log	10.9091	480	0.7581	0.6683	0.7581	0.8707
No log	10.9545	482	0.8387	0.6375	0.8387	0.9158
No log	11.0	484	0.7998	0.6275	0.7998	0.8943
No log	11.0455	486	0.7004	0.6703	0.7004	0.8369
No log	11.0909	488	0.6534	0.6887	0.6534	0.8083
No log	11.1364	490	0.6609	0.6855	0.6609	0.8129
No log	11.1818	492	0.6809	0.6650	0.6809	0.8251
No log	11.2273	494	0.7163	0.6548	0.7163	0.8464
No log	11.2727	496	0.8262	0.5940	0.8262	0.9090
No log	11.3182	498	0.9412	0.5633	0.9412	0.9702
0.4224	11.3636	500	0.9511	0.5706	0.9511	0.9753
0.4224	11.4091	502	0.8699	0.5839	0.8699	0.9327
0.4224	11.4545	504	0.7513	0.6596	0.7513	0.8668
0.4224	11.5	506	0.6984	0.6800	0.6984	0.8357
0.4224	11.5455	508	0.7134	0.6943	0.7134	0.8446
0.4224	11.5909	510	0.7596	0.6856	0.7596	0.8716
0.4224	11.6364	512	0.8184	0.6657	0.8184	0.9047
0.4224	11.6818	514	0.9114	0.6477	0.9114	0.9547
0.4224	11.7273	516	0.9481	0.6365	0.9481	0.9737
0.4224	11.7727	518	0.8766	0.6225	0.8766	0.9363
0.4224	11.8182	520	0.9082	0.6187	0.9082	0.9530
0.4224	11.8636	522	1.0243	0.5577	1.0243	1.0121
0.4224	11.9091	524	1.1355	0.5161	1.1355	1.0656
0.4224	11.9545	526	1.0896	0.5355	1.0896	1.0439
0.4224	12.0	528	0.9199	0.5997	0.9199	0.9591
0.4224	12.0455	530	0.7637	0.6889	0.7637	0.8739
0.4224	12.0909	532	0.7388	0.6694	0.7388	0.8595
0.4224	12.1364	534	0.7899	0.6786	0.7899	0.8887
0.4224	12.1818	536	0.9115	0.6111	0.9115	0.9547
0.4224	12.2273	538	0.9340	0.5617	0.9340	0.9665
0.4224	12.2727	540	0.8608	0.5861	0.8608	0.9278
0.4224	12.3182	542	0.8373	0.6157	0.8373	0.9150
0.4224	12.3636	544	0.7851	0.6636	0.7851	0.8860
0.4224	12.4091	546	0.7252	0.6915	0.7252	0.8516
0.4224	12.4545	548	0.7075	0.6876	0.7075	0.8411
0.4224	12.5	550	0.7347	0.6907	0.7347	0.8572
0.4224	12.5455	552	0.7716	0.6776	0.7716	0.8784
0.4224	12.5909	554	0.8089	0.6554	0.8089	0.8994
0.4224	12.6364	556	0.8925	0.6284	0.8925	0.9447
0.4224	12.6818	558	0.8854	0.6490	0.8854	0.9410
0.4224	12.7273	560	0.8063	0.6368	0.8063	0.8979
0.4224	12.7727	562	0.8146	0.6298	0.8146	0.9025
0.4224	12.8182	564	0.8606	0.6283	0.8606	0.9277
0.4224	12.8636	566	0.9779	0.5864	0.9779	0.9889
0.4224	12.9091	568	1.0035	0.5899	1.0035	1.0017
0.4224	12.9545	570	0.8708	0.6433	0.8708	0.9332
0.4224	13.0	572	0.7544	0.6936	0.7544	0.8686
0.4224	13.0455	574	0.7060	0.6850	0.7060	0.8402
0.4224	13.0909	576	0.7092	0.6890	0.7092	0.8421
0.4224	13.1364	578	0.7767	0.6933	0.7767	0.8813
0.4224	13.1818	580	0.8859	0.6582	0.8859	0.9412
0.4224	13.2273	582	0.8892	0.6411	0.8892	0.9430
0.4224	13.2727	584	0.7844	0.6820	0.7844	0.8857
0.4224	13.3182	586	0.7573	0.6713	0.7573	0.8702
0.4224	13.3636	588	0.7244	0.6763	0.7244	0.8511
0.4224	13.4091	590	0.7181	0.6803	0.7181	0.8474
0.4224	13.4545	592	0.7004	0.6763	0.7004	0.8369
0.4224	13.5	594	0.7160	0.6849	0.7160	0.8462
0.4224	13.5455	596	0.7388	0.6864	0.7388	0.8595
0.4224	13.5909	598	0.7478	0.7010	0.7478	0.8648
0.4224	13.6364	600	0.7738	0.7051	0.7738	0.8797
0.4224	13.6818	602	0.8035	0.6774	0.8035	0.8964
0.4224	13.7273	604	0.7900	0.6524	0.7900	0.8888
0.4224	13.7727	606	0.7441	0.6684	0.7441	0.8626
0.4224	13.8182	608	0.7514	0.6615	0.7514	0.8669
0.4224	13.8636	610	0.7828	0.6606	0.7828	0.8848
0.4224	13.9091	612	0.7500	0.6676	0.7500	0.8660
0.4224	13.9545	614	0.6919	0.6988	0.6919	0.8318
0.4224	14.0	616	0.6613	0.7096	0.6613	0.8132
0.4224	14.0455	618	0.6498	0.7031	0.6498	0.8061
0.4224	14.0909	620	0.6975	0.7162	0.6975	0.8351
0.4224	14.1364	622	0.8513	0.6592	0.8513	0.9227
0.4224	14.1818	624	0.9479	0.6521	0.9479	0.9736
0.4224	14.2273	626	0.9001	0.6499	0.9001	0.9487
0.4224	14.2727	628	0.7874	0.7118	0.7874	0.8873
0.4224	14.3182	630	0.6938	0.6922	0.6938	0.8330
0.4224	14.3636	632	0.6664	0.6857	0.6664	0.8163
0.4224	14.4091	634	0.6837	0.6684	0.6837	0.8269
0.4224	14.4545	636	0.7395	0.6635	0.7395	0.8599
0.4224	14.5	638	0.8280	0.6297	0.8280	0.9099
0.4224	14.5455	640	0.8470	0.6457	0.8470	0.9203
0.4224	14.5909	642	0.7680	0.6735	0.7680	0.8763
0.4224	14.6364	644	0.6795	0.6784	0.6795	0.8243
0.4224	14.6818	646	0.6433	0.6889	0.6433	0.8021
0.4224	14.7273	648	0.6446	0.6889	0.6446	0.8029
0.4224	14.7727	650	0.6733	0.6908	0.6733	0.8206
0.4224	14.8182	652	0.7291	0.6903	0.7291	0.8539
0.4224	14.8636	654	0.7247	0.6915	0.7247	0.8513
0.4224	14.9091	656	0.7188	0.6723	0.7188	0.8478
0.4224	14.9545	658	0.7396	0.6665	0.7396	0.8600
0.4224	15.0	660	0.7219	0.6634	0.7219	0.8496
0.4224	15.0455	662	0.7268	0.6634	0.7268	0.8525
0.4224	15.0909	664	0.7678	0.6553	0.7678	0.8762
0.4224	15.1364	666	0.8240	0.6432	0.8240	0.9077
0.4224	15.1818	668	0.8134	0.6400	0.8134	0.9019
0.4224	15.2273	670	0.7594	0.6665	0.7594	0.8714
0.4224	15.2727	672	0.7242	0.6706	0.7242	0.8510
0.4224	15.3182	674	0.7208	0.6706	0.7208	0.8490
0.4224	15.3636	676	0.7162	0.6655	0.7162	0.8463
0.4224	15.4091	678	0.7358	0.6757	0.7358	0.8578
0.4224	15.4545	680	0.7522	0.6917	0.7522	0.8673
0.4224	15.5	682	0.7397	0.6826	0.7397	0.8601
0.4224	15.5455	684	0.6951	0.6788	0.6951	0.8337
0.4224	15.5909	686	0.6634	0.6767	0.6634	0.8145
0.4224	15.6364	688	0.6682	0.6767	0.6682	0.8174
0.4224	15.6818	690	0.6970	0.6673	0.6970	0.8349
0.4224	15.7273	692	0.7846	0.6741	0.7846	0.8858
0.4224	15.7727	694	0.8309	0.6612	0.8309	0.9115
0.4224	15.8182	696	0.8765	0.6499	0.8765	0.9362
0.4224	15.8636	698	0.8560	0.6468	0.8560	0.9252
0.4224	15.9091	700	0.8388	0.6546	0.8388	0.9158
0.4224	15.9545	702	0.8568	0.6437	0.8568	0.9256
0.4224	16.0	704	0.8520	0.6519	0.8520	0.9230
0.4224	16.0455	706	0.8665	0.6541	0.8665	0.9308
0.4224	16.0909	708	0.8847	0.6408	0.8847	0.9406
0.4224	16.1364	710	0.9272	0.6414	0.9272	0.9629
0.4224	16.1818	712	0.9451	0.6509	0.9451	0.9722
0.4224	16.2273	714	0.8685	0.6612	0.8685	0.9319
0.4224	16.2727	716	0.7350	0.7276	0.7350	0.8573
0.4224	16.3182	718	0.7006	0.7121	0.7006	0.8370
0.4224	16.3636	720	0.7103	0.7188	0.7103	0.8428
0.4224	16.4091	722	0.7360	0.7247	0.7360	0.8579
0.4224	16.4545	724	0.8007	0.7057	0.8007	0.8948
0.4224	16.5	726	0.8888	0.6474	0.8888	0.9428
0.4224	16.5455	728	0.9263	0.6294	0.9263	0.9624
0.4224	16.5909	730	0.8853	0.6446	0.8853	0.9409
0.4224	16.6364	732	0.8096	0.6574	0.8096	0.8998
0.4224	16.6818	734	0.7729	0.7015	0.7729	0.8792
0.4224	16.7273	736	0.7165	0.7126	0.7165	0.8465
0.4224	16.7727	738	0.6975	0.7004	0.6975	0.8352
0.4224	16.8182	740	0.6926	0.6960	0.6926	0.8322
0.4224	16.8636	742	0.7000	0.7082	0.7000	0.8367
0.4224	16.9091	744	0.6693	0.6844	0.6693	0.8181
0.4224	16.9545	746	0.6299	0.7003	0.6299	0.7936
0.4224	17.0	748	0.6164	0.7049	0.6164	0.7851
0.4224	17.0455	750	0.6311	0.6950	0.6311	0.7944
0.4224	17.0909	752	0.6584	0.6832	0.6584	0.8114
0.4224	17.1364	754	0.6950	0.6694	0.6950	0.8336
0.4224	17.1818	756	0.6873	0.6775	0.6873	0.8291
0.4224	17.2273	758	0.6837	0.6933	0.6837	0.8269
0.4224	17.2727	760	0.6575	0.7034	0.6575	0.8109
0.4224	17.3182	762	0.6643	0.7017	0.6643	0.8150
0.4224	17.3636	764	0.6942	0.6866	0.6942	0.8332
0.4224	17.4091	766	0.7455	0.6776	0.7455	0.8634
0.4224	17.4545	768	0.7656	0.6637	0.7656	0.8750
0.4224	17.5	770	0.8387	0.6541	0.8387	0.9158
0.4224	17.5455	772	0.8534	0.6357	0.8534	0.9238
0.4224	17.5909	774	0.8052	0.6294	0.8052	0.8974
0.4224	17.6364	776	0.7910	0.6441	0.7910	0.8894
0.4224	17.6818	778	0.7715	0.6542	0.7715	0.8784
0.4224	17.7273	780	0.8154	0.6622	0.8154	0.9030
0.4224	17.7727	782	0.8974	0.6336	0.8974	0.9473
0.4224	17.8182	784	0.9938	0.6213	0.9938	0.9969
0.4224	17.8636	786	0.9743	0.6226	0.9743	0.9871
0.4224	17.9091	788	0.9225	0.6396	0.9225	0.9605
0.4224	17.9545	790	0.8645	0.6388	0.8645	0.9298
0.4224	18.0	792	0.8932	0.6431	0.8932	0.9451
0.4224	18.0455	794	0.9277	0.6290	0.9277	0.9632
0.4224	18.0909	796	0.8838	0.6228	0.8838	0.9401
0.4224	18.1364	798	0.7990	0.6601	0.7990	0.8939
0.4224	18.1818	800	0.7426	0.6713	0.7426	0.8617
0.4224	18.2273	802	0.7576	0.6760	0.7576	0.8704
0.4224	18.2727	804	0.8473	0.6693	0.8473	0.9205
0.4224	18.3182	806	0.9154	0.6385	0.9154	0.9567
0.4224	18.3636	808	0.9018	0.6439	0.9018	0.9496
0.4224	18.4091	810	0.8392	0.6751	0.8392	0.9161
0.4224	18.4545	812	0.8178	0.6658	0.8178	0.9043
0.4224	18.5	814	0.8202	0.6579	0.8202	0.9057
0.4224	18.5455	816	0.8542	0.6762	0.8542	0.9242
0.4224	18.5909	818	0.8214	0.6838	0.8214	0.9063
0.4224	18.6364	820	0.7250	0.6982	0.7250	0.8514
0.4224	18.6818	822	0.6958	0.6833	0.6958	0.8342
0.4224	18.7273	824	0.7367	0.6942	0.7367	0.8583
0.4224	18.7727	826	0.8013	0.6870	0.8013	0.8951
0.4224	18.8182	828	0.7979	0.7067	0.7979	0.8932
0.4224	18.8636	830	0.7261	0.6918	0.7261	0.8521
0.4224	18.9091	832	0.6525	0.6873	0.6525	0.8078
0.4224	18.9545	834	0.6360	0.7161	0.6360	0.7975
0.4224	19.0	836	0.6282	0.7098	0.6282	0.7926
0.4224	19.0455	838	0.6438	0.6827	0.6438	0.8024
0.4224	19.0909	840	0.6565	0.7006	0.6565	0.8102
0.4224	19.1364	842	0.6561	0.6711	0.6561	0.8100
0.4224	19.1818	844	0.6423	0.6827	0.6423	0.8014
0.4224	19.2273	846	0.6437	0.7237	0.6437	0.8023
0.4224	19.2727	848	0.6694	0.7259	0.6694	0.8182
0.4224	19.3182	850	0.6836	0.7379	0.6836	0.8268
0.4224	19.3636	852	0.7006	0.7241	0.7006	0.8370
0.4224	19.4091	854	0.7264	0.7270	0.7264	0.8523
0.4224	19.4545	856	0.7727	0.7003	0.7727	0.8790
0.4224	19.5	858	0.7716	0.6593	0.7716	0.8784
0.4224	19.5455	860	0.7508	0.6693	0.7508	0.8665
0.4224	19.5909	862	0.7209	0.6785	0.7209	0.8490
0.4224	19.6364	864	0.6810	0.6857	0.6810	0.8252
0.4224	19.6818	866	0.6573	0.6820	0.6573	0.8107
0.4224	19.7273	868	0.6560	0.7053	0.6560	0.8099
0.4224	19.7727	870	0.6843	0.6817	0.6843	0.8272
0.4224	19.8182	872	0.7668	0.6629	0.7668	0.8757
0.4224	19.8636	874	0.8824	0.6399	0.8824	0.9394
0.4224	19.9091	876	0.9402	0.6433	0.9402	0.9696
0.4224	19.9545	878	0.8952	0.6374	0.8952	0.9462
0.4224	20.0	880	0.8235	0.6713	0.8235	0.9074
0.4224	20.0455	882	0.7273	0.6714	0.7273	0.8528
0.4224	20.0909	884	0.6947	0.6761	0.6947	0.8335
0.4224	20.1364	886	0.7005	0.6713	0.7005	0.8370
0.4224	20.1818	888	0.7289	0.6770	0.7289	0.8538
0.4224	20.2273	890	0.7793	0.6829	0.7793	0.8828
0.4224	20.2727	892	0.8022	0.6721	0.8022	0.8957
0.4224	20.3182	894	0.7957	0.688	0.7957	0.8920
0.4224	20.3636	896	0.7767	0.6794	0.7767	0.8813
0.4224	20.4091	898	0.7878	0.6956	0.7878	0.8876
0.4224	20.4545	900	0.7771	0.6895	0.7771	0.8816
0.4224	20.5	902	0.7312	0.6969	0.7312	0.8551
0.4224	20.5455	904	0.6971	0.7127	0.6971	0.8349
0.4224	20.5909	906	0.6938	0.7192	0.6938	0.8330
0.4224	20.6364	908	0.7051	0.7127	0.7051	0.8397
0.4224	20.6818	910	0.7493	0.7010	0.7493	0.8656
0.4224	20.7273	912	0.8117	0.6496	0.8117	0.9009
0.4224	20.7727	914	0.8182	0.6507	0.8182	0.9045
0.4224	20.8182	916	0.7956	0.6622	0.7956	0.8920
0.4224	20.8636	918	0.7398	0.6693	0.7398	0.8601
0.4224	20.9091	920	0.6899	0.6789	0.6899	0.8306
0.4224	20.9545	922	0.6488	0.6792	0.6488	0.8055
0.4224	21.0	924	0.6351	0.6958	0.6351	0.7969
0.4224	21.0455	926	0.6357	0.6856	0.6357	0.7973
0.4224	21.0909	928	0.6661	0.6683	0.6661	0.8161
0.4224	21.1364	930	0.7546	0.6793	0.7546	0.8687
0.4224	21.1818	932	0.8211	0.6550	0.8211	0.9062
0.4224	21.2273	934	0.8461	0.6540	0.8461	0.9198
0.4224	21.2727	936	0.8338	0.6597	0.8338	0.9131
0.4224	21.3182	938	0.7743	0.6713	0.7743	0.8800
0.4224	21.3636	940	0.7487	0.6905	0.7487	0.8653
0.4224	21.4091	942	0.7491	0.7140	0.7491	0.8655
0.4224	21.4545	944	0.7590	0.7140	0.7590	0.8712
0.4224	21.5	946	0.7782	0.7157	0.7782	0.8822
0.4224	21.5455	948	0.8283	0.6970	0.8283	0.9101
0.4224	21.5909	950	0.8825	0.6684	0.8825	0.9394
0.4224	21.6364	952	0.8830	0.6907	0.8830	0.9397
0.4224	21.6818	954	0.7873	0.7106	0.7873	0.8873
0.4224	21.7273	956	0.7599	0.7265	0.7599	0.8717
0.4224	21.7727	958	0.7293	0.7220	0.7293	0.8540
0.4224	21.8182	960	0.7258	0.7080	0.7258	0.8519
0.4224	21.8636	962	0.7727	0.6894	0.7727	0.8790
0.4224	21.9091	964	0.7870	0.6807	0.7870	0.8871
0.4224	21.9545	966	0.7298	0.6865	0.7298	0.8543
0.4224	22.0	968	0.6711	0.6824	0.6711	0.8192
0.4224	22.0455	970	0.6414	0.6731	0.6414	0.8009
0.4224	22.0909	972	0.6426	0.6813	0.6426	0.8017
0.4224	22.1364	974	0.6714	0.6525	0.6714	0.8194
0.4224	22.1818	976	0.7609	0.6675	0.7609	0.8723
0.4224	22.2273	978	0.8406	0.6650	0.8406	0.9168
0.4224	22.2727	980	0.8638	0.6761	0.8638	0.9294
0.4224	22.3182	982	0.8472	0.6761	0.8472	0.9204
0.4224	22.3636	984	0.7824	0.6988	0.7824	0.8845
0.4224	22.4091	986	0.7415	0.7166	0.7415	0.8611
0.4224	22.4545	988	0.7077	0.7150	0.7077	0.8413
0.4224	22.5	990	0.6859	0.7191	0.6859	0.8282
0.4224	22.5455	992	0.7051	0.7136	0.7051	0.8397
0.4224	22.5909	994	0.7101	0.7055	0.7101	0.8427
0.4224	22.6364	996	0.6890	0.6966	0.6890	0.8300
0.4224	22.6818	998	0.6858	0.7171	0.6858	0.8281
0.0836	22.7273	1000	0.6812	0.7440	0.6812	0.8254
0.0836	22.7727	1002	0.7145	0.7222	0.7145	0.8453
0.0836	22.8182	1004	0.7563	0.7372	0.7563	0.8696
0.0836	22.8636	1006	0.7802	0.7372	0.7802	0.8833
0.0836	22.9091	1008	0.7840	0.7453	0.7840	0.8854
0.0836	22.9545	1010	0.7770	0.7263	0.7770	0.8815
0.0836	23.0	1012	0.7255	0.7202	0.7255	0.8518
0.0836	23.0455	1014	0.6627	0.7087	0.6627	0.8141
0.0836	23.0909	1016	0.6271	0.7120	0.6271	0.7919
0.0836	23.1364	1018	0.6230	0.7341	0.6230	0.7893

Framework versions

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