ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run2_AugV5_k5_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: 0.9050
• Qwk: 0.5512
• Mse: 0.9050
• Rmse: 0.9513

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	0.0870	2	7.0225	0.0	7.0225	2.6500
No log	0.1739	4	4.8225	0.0536	4.8225	2.1960
No log	0.2609	6	3.6717	-0.0645	3.6717	1.9162
No log	0.3478	8	2.9473	0.0500	2.9473	1.7168
No log	0.4348	10	2.4155	0.1295	2.4155	1.5542
No log	0.5217	12	2.0532	0.0661	2.0532	1.4329
No log	0.6087	14	1.7689	0.2261	1.7689	1.3300
No log	0.6957	16	1.7523	0.3252	1.7523	1.3237
No log	0.7826	18	1.7451	0.3226	1.7451	1.3210
No log	0.8696	20	1.8385	0.3692	1.8385	1.3559
No log	0.9565	22	1.7054	0.3492	1.7054	1.3059
No log	1.0435	24	1.5513	0.3590	1.5513	1.2455
No log	1.1304	26	1.4939	0.3390	1.4939	1.2223
No log	1.2174	28	1.5120	0.3577	1.5120	1.2296
No log	1.3043	30	1.4541	0.3333	1.4541	1.2059
No log	1.3913	32	1.7382	0.3438	1.7382	1.3184
No log	1.4783	34	1.8416	0.3101	1.8416	1.3571
No log	1.5652	36	1.8500	0.2812	1.8500	1.3601
No log	1.6522	38	2.1771	0.1986	2.1771	1.4755
No log	1.7391	40	2.7418	0.1758	2.7418	1.6558
No log	1.8261	42	2.3103	0.2416	2.3103	1.5200
No log	1.9130	44	1.5435	0.3937	1.5435	1.2424
No log	2.0	46	1.4744	0.4068	1.4744	1.2143
No log	2.0870	48	1.7697	0.2742	1.7697	1.3303
No log	2.1739	50	1.7842	0.2742	1.7842	1.3358
No log	2.2609	52	1.5741	0.4320	1.5741	1.2546
No log	2.3478	54	1.4786	0.4062	1.4786	1.2160
No log	2.4348	56	1.6204	0.3817	1.6204	1.2730
No log	2.5217	58	1.6404	0.3692	1.6404	1.2808
No log	2.6087	60	1.5428	0.4341	1.5428	1.2421
No log	2.6957	62	1.2490	0.4094	1.2490	1.1176
No log	2.7826	64	1.3651	0.4262	1.3651	1.1684
No log	2.8696	66	1.8533	0.2560	1.8533	1.3614
No log	2.9565	68	2.0378	0.2400	2.0378	1.4275
No log	3.0435	70	1.6317	0.3101	1.6317	1.2774
No log	3.1304	72	1.5419	0.4672	1.5419	1.2417
No log	3.2174	74	1.3891	0.4511	1.3891	1.1786
No log	3.3043	76	1.2844	0.4603	1.2844	1.1333
No log	3.3913	78	1.4296	0.4370	1.4296	1.1957
No log	3.4783	80	1.6696	0.2857	1.6696	1.2921
No log	3.5652	82	1.6290	0.2689	1.6290	1.2763
No log	3.6522	84	1.4777	0.352	1.4777	1.2156
No log	3.7391	86	1.5511	0.4571	1.5511	1.2454
No log	3.8261	88	1.6673	0.4026	1.6673	1.2913
No log	3.9130	90	1.4860	0.4681	1.4860	1.2190
No log	4.0	92	1.2688	0.5038	1.2688	1.1264
No log	4.0870	94	1.1046	0.5238	1.1046	1.0510
No log	4.1739	96	1.0227	0.5556	1.0227	1.0113
No log	4.2609	98	1.0363	0.544	1.0363	1.0180
No log	4.3478	100	1.1024	0.5736	1.1024	1.0500
No log	4.4348	102	1.0784	0.5469	1.0784	1.0385
No log	4.5217	104	1.3216	0.5079	1.3216	1.1496
No log	4.6087	106	1.9279	0.1818	1.9279	1.3885
No log	4.6957	108	1.8246	0.2131	1.8246	1.3508
No log	4.7826	110	1.7550	0.2880	1.7550	1.3248
No log	4.8696	112	1.8754	0.3359	1.8754	1.3695
No log	4.9565	114	1.5568	0.4375	1.5568	1.2477
No log	5.0435	116	1.1877	0.6061	1.1877	1.0898
No log	5.1304	118	1.0837	0.5909	1.0837	1.0410
No log	5.2174	120	1.1090	0.6094	1.1090	1.0531
No log	5.3043	122	1.0570	0.625	1.0570	1.0281
No log	5.3913	124	1.0942	0.6357	1.0942	1.0460
No log	5.4783	126	1.2239	0.5041	1.2239	1.1063
No log	5.5652	128	1.1752	0.5984	1.1752	1.0841
No log	5.6522	130	1.0968	0.6061	1.0968	1.0473
No log	5.7391	132	1.0866	0.6316	1.0866	1.0424
No log	5.8261	134	1.0597	0.6176	1.0597	1.0294
No log	5.9130	136	1.1325	0.6316	1.1325	1.0642
No log	6.0	138	1.4525	0.3692	1.4525	1.2052
No log	6.0870	140	1.3863	0.4308	1.3863	1.1774
No log	6.1739	142	1.1500	0.5312	1.1500	1.0724
No log	6.2609	144	1.0075	0.6567	1.0075	1.0038
No log	6.3478	146	0.9843	0.6418	0.9843	0.9921
No log	6.4348	148	1.0292	0.6718	1.0292	1.0145
No log	6.5217	150	1.1514	0.4878	1.1514	1.0730
No log	6.6087	152	1.2294	0.4444	1.2294	1.1088
No log	6.6957	154	1.1096	0.512	1.1096	1.0534
No log	6.7826	156	1.0908	0.4715	1.0908	1.0444
No log	6.8696	158	1.0529	0.5	1.0529	1.0261
No log	6.9565	160	0.9862	0.6107	0.9862	0.9931
No log	7.0435	162	0.9369	0.6370	0.9369	0.9680
No log	7.1304	164	0.9323	0.6912	0.9323	0.9655
No log	7.2174	166	0.8931	0.6715	0.8931	0.9451
No log	7.3043	168	0.8506	0.6618	0.8506	0.9223
No log	7.3913	170	0.8479	0.6222	0.8479	0.9208
No log	7.4783	172	0.9016	0.6222	0.9016	0.9495
No log	7.5652	174	1.0564	0.4839	1.0564	1.0278
No log	7.6522	176	1.4836	0.3906	1.4836	1.2180
No log	7.7391	178	1.8799	0.3165	1.8799	1.3711
No log	7.8261	180	1.6885	0.3529	1.6885	1.2994
No log	7.9130	182	1.2886	0.5075	1.2886	1.1352
No log	8.0	184	1.0760	0.6015	1.0760	1.0373
No log	8.0870	186	0.9676	0.6061	0.9676	0.9837
No log	8.1739	188	0.9187	0.6471	0.9187	0.9585
No log	8.2609	190	0.8976	0.6667	0.8976	0.9474
No log	8.3478	192	0.9690	0.6483	0.9690	0.9844
No log	8.4348	194	1.0267	0.6144	1.0267	1.0132
No log	8.5217	196	0.9521	0.6667	0.9521	0.9758
No log	8.6087	198	0.9502	0.6370	0.9502	0.9748
No log	8.6957	200	1.0077	0.6715	1.0077	1.0038
No log	8.7826	202	0.9968	0.6370	0.9968	0.9984
No log	8.8696	204	1.0017	0.6029	1.0017	1.0009
No log	8.9565	206	0.9855	0.5970	0.9855	0.9927
No log	9.0435	208	0.9725	0.5942	0.9725	0.9862
No log	9.1304	210	0.9483	0.5821	0.9483	0.9738
No log	9.2174	212	0.9611	0.5865	0.9611	0.9804
No log	9.3043	214	0.9709	0.5954	0.9709	0.9853
No log	9.3913	216	1.0079	0.5802	1.0079	1.0039
No log	9.4783	218	0.9412	0.6212	0.9412	0.9701
No log	9.5652	220	0.9247	0.6061	0.9247	0.9616
No log	9.6522	222	0.9462	0.5802	0.9462	0.9727
No log	9.7391	224	0.9268	0.5736	0.9268	0.9627
No log	9.8261	226	0.9538	0.6154	0.9538	0.9766
No log	9.9130	228	0.9855	0.544	0.9855	0.9927
No log	10.0	230	0.9940	0.5484	0.9940	0.9970
No log	10.0870	232	1.0068	0.496	1.0068	1.0034
No log	10.1739	234	0.9864	0.5079	0.9864	0.9932
No log	10.2609	236	0.9436	0.6047	0.9436	0.9714
No log	10.3478	238	0.9195	0.6260	0.9195	0.9589
No log	10.4348	240	0.9309	0.6260	0.9309	0.9648
No log	10.5217	242	0.9460	0.5469	0.9460	0.9726
No log	10.6087	244	0.9493	0.5469	0.9493	0.9743
No log	10.6957	246	0.9671	0.5909	0.9671	0.9834
No log	10.7826	248	0.9959	0.5426	0.9959	0.9980
No log	10.8696	250	0.9887	0.5538	0.9887	0.9943
No log	10.9565	252	0.9813	0.5693	0.9813	0.9906
No log	11.0435	254	0.9405	0.5802	0.9405	0.9698
No log	11.1304	256	0.9186	0.6569	0.9186	0.9584
No log	11.2174	258	0.9307	0.6119	0.9307	0.9647
No log	11.3043	260	0.9519	0.5802	0.9519	0.9757
No log	11.3913	262	0.9972	0.5238	0.9972	0.9986
No log	11.4783	264	1.0424	0.5581	1.0424	1.0210
No log	11.5652	266	0.9854	0.5581	0.9854	0.9927
No log	11.6522	268	0.9747	0.5736	0.9747	0.9873
No log	11.7391	270	0.9866	0.5736	0.9866	0.9933
No log	11.8261	272	0.9133	0.6212	0.9133	0.9557
No log	11.9130	274	0.8827	0.6466	0.8827	0.9395
No log	12.0	276	0.8922	0.6519	0.8922	0.9446
No log	12.0870	278	0.8671	0.6618	0.8671	0.9312
No log	12.1739	280	0.8787	0.6418	0.8787	0.9374
No log	12.2609	282	0.9004	0.6212	0.9004	0.9489
No log	12.3478	284	1.0004	0.5512	1.0004	1.0002
No log	12.4348	286	1.0967	0.5512	1.0967	1.0472
No log	12.5217	288	1.0663	0.5238	1.0663	1.0326
No log	12.6087	290	0.9959	0.5736	0.9959	0.9979
No log	12.6957	292	0.9687	0.5736	0.9687	0.9842
No log	12.7826	294	0.9196	0.6061	0.9196	0.9590
No log	12.8696	296	0.9197	0.6165	0.9197	0.9590
No log	12.9565	298	0.9670	0.6519	0.9670	0.9834
No log	13.0435	300	1.0120	0.6269	1.0120	1.0060
No log	13.1304	302	1.0102	0.6316	1.0102	1.0051
No log	13.2174	304	1.0146	0.5625	1.0146	1.0073
No log	13.3043	306	1.0322	0.5238	1.0322	1.0160
No log	13.3913	308	1.0368	0.5161	1.0368	1.0182
No log	13.4783	310	1.0187	0.5238	1.0187	1.0093
No log	13.5652	312	0.9861	0.5238	0.9861	0.9930
No log	13.6522	314	0.9491	0.5312	0.9491	0.9742
No log	13.7391	316	0.9289	0.5426	0.9289	0.9638
No log	13.8261	318	0.9298	0.6316	0.9298	0.9643
No log	13.9130	320	0.9845	0.5954	0.9845	0.9922
No log	14.0	322	1.0377	0.5781	1.0377	1.0187
No log	14.0870	324	1.0636	0.5538	1.0636	1.0313
No log	14.1739	326	1.0629	0.5426	1.0629	1.0310
No log	14.2609	328	1.1354	0.5191	1.1354	1.0656
No log	14.3478	330	1.1735	0.5441	1.1735	1.0833
No log	14.4348	332	1.1246	0.5564	1.1246	1.0605
No log	14.5217	334	0.9958	0.5581	0.9958	0.9979
No log	14.6087	336	0.9538	0.6047	0.9538	0.9766
No log	14.6957	338	0.9935	0.5806	0.9935	0.9967
No log	14.7826	340	0.9995	0.5806	0.9995	0.9997
No log	14.8696	342	1.0029	0.5806	1.0029	1.0015
No log	14.9565	344	1.0416	0.5556	1.0416	1.0206
No log	15.0435	346	1.0626	0.5238	1.0626	1.0308
No log	15.1304	348	1.0375	0.5625	1.0375	1.0186
No log	15.2174	350	1.0398	0.6	1.0398	1.0197
No log	15.3043	352	1.0100	0.5312	1.0100	1.0050
No log	15.3913	354	0.9467	0.5692	0.9467	0.9730
No log	15.4783	356	0.9426	0.6412	0.9426	0.9709
No log	15.5652	358	0.9387	0.6412	0.9387	0.9689
No log	15.6522	360	0.9220	0.6716	0.9220	0.9602
No log	15.7391	362	0.9312	0.5736	0.9312	0.9650
No log	15.8261	364	0.9401	0.5954	0.9401	0.9696
No log	15.9130	366	0.9195	0.5821	0.9195	0.9589
No log	16.0	368	0.9094	0.6107	0.9094	0.9536
No log	16.0870	370	0.8987	0.6	0.8987	0.9480
No log	16.1739	372	0.8945	0.6466	0.8945	0.9458
No log	16.2609	374	0.9023	0.6412	0.9023	0.9499
No log	16.3478	376	0.8988	0.6154	0.8988	0.9481
No log	16.4348	378	0.8867	0.6364	0.8867	0.9417
No log	16.5217	380	0.8886	0.6260	0.8886	0.9426
No log	16.6087	382	0.8995	0.6515	0.8995	0.9484
No log	16.6957	384	0.9125	0.6567	0.9125	0.9552
No log	16.7826	386	0.9045	0.6154	0.9045	0.9511
No log	16.8696	388	0.8718	0.6316	0.8718	0.9337
No log	16.9565	390	0.8397	0.6567	0.8397	0.9164
No log	17.0435	392	0.8249	0.6667	0.8249	0.9082
No log	17.1304	394	0.8418	0.6667	0.8418	0.9175
No log	17.2174	396	0.8669	0.6815	0.8669	0.9311
No log	17.3043	398	0.8825	0.6815	0.8825	0.9394
No log	17.3913	400	0.9098	0.5625	0.9098	0.9539
No log	17.4783	402	0.9789	0.6165	0.9789	0.9894
No log	17.5652	404	1.0233	0.6061	1.0233	1.0116
No log	17.6522	406	0.9670	0.6165	0.9670	0.9833
No log	17.7391	408	0.8736	0.6667	0.8736	0.9346
No log	17.8261	410	0.8711	0.6617	0.8711	0.9333
No log	17.9130	412	0.8961	0.6412	0.8961	0.9466
No log	18.0	414	0.8919	0.5891	0.8919	0.9444
No log	18.0870	416	0.9397	0.6015	0.9397	0.9694
No log	18.1739	418	1.0221	0.6074	1.0221	1.0110
No log	18.2609	420	1.0335	0.6571	1.0335	1.0166
No log	18.3478	422	0.9677	0.6377	0.9677	0.9837
No log	18.4348	424	0.8769	0.6667	0.8769	0.9364
No log	18.5217	426	0.8896	0.6466	0.8896	0.9432
No log	18.6087	428	0.9453	0.5938	0.9453	0.9723
No log	18.6957	430	0.9692	0.5938	0.9692	0.9845
No log	18.7826	432	0.9779	0.5354	0.9779	0.9889
No log	18.8696	434	0.9855	0.5397	0.9855	0.9927
No log	18.9565	436	0.9712	0.5397	0.9712	0.9855
No log	19.0435	438	0.9472	0.5581	0.9472	0.9732
No log	19.1304	440	0.9399	0.6212	0.9399	0.9695
No log	19.2174	442	0.9430	0.6815	0.9430	0.9711
No log	19.3043	444	0.8953	0.7101	0.8953	0.9462
No log	19.3913	446	0.8728	0.6912	0.8728	0.9342
No log	19.4783	448	0.8973	0.6418	0.8973	0.9472
No log	19.5652	450	0.9909	0.5564	0.9909	0.9955
No log	19.6522	452	1.1926	0.5303	1.1926	1.0921
No log	19.7391	454	1.2364	0.5303	1.2364	1.1119
No log	19.8261	456	1.0807	0.5344	1.0807	1.0396
No log	19.9130	458	0.9022	0.5692	0.9022	0.9499
No log	20.0	460	0.8394	0.6912	0.8394	0.9162
No log	20.0870	462	0.8508	0.6418	0.8508	0.9224
No log	20.1739	464	0.8780	0.6418	0.8780	0.9370
No log	20.2609	466	0.9197	0.5802	0.9197	0.9590
No log	20.3478	468	0.9176	0.6061	0.9176	0.9579
No log	20.4348	470	0.9068	0.6519	0.9068	0.9523
No log	20.5217	472	0.9060	0.6812	0.9060	0.9519
No log	20.6087	474	0.8749	0.6812	0.8749	0.9354
No log	20.6957	476	0.8224	0.6765	0.8224	0.9069
No log	20.7826	478	0.8067	0.6667	0.8067	0.8982
No log	20.8696	480	0.8215	0.6569	0.8215	0.9064
No log	20.9565	482	0.8144	0.6569	0.8144	0.9025
No log	21.0435	484	0.8110	0.6667	0.8110	0.9006
No log	21.1304	486	0.8240	0.6912	0.8240	0.9078
No log	21.2174	488	0.8713	0.7059	0.8713	0.9334
No log	21.3043	490	0.9051	0.6917	0.9051	0.9514
No log	21.3913	492	0.8919	0.6912	0.8919	0.9444
No log	21.4783	494	0.8961	0.6716	0.8961	0.9466
No log	21.5652	496	0.9365	0.5736	0.9365	0.9677
No log	21.6522	498	0.9504	0.5736	0.9504	0.9749
0.3582	21.7391	500	0.9218	0.5938	0.9218	0.9601
0.3582	21.8261	502	0.9057	0.6767	0.9057	0.9517
0.3582	21.9130	504	0.9192	0.625	0.9192	0.9587
0.3582	22.0	506	0.9386	0.6107	0.9386	0.9688
0.3582	22.0870	508	0.8994	0.6	0.8994	0.9483
0.3582	22.1739	510	0.8358	0.6963	0.8358	0.9142
0.3582	22.2609	512	0.8397	0.7153	0.8397	0.9163
0.3582	22.3478	514	0.8714	0.5909	0.8714	0.9335
0.3582	22.4348	516	0.8614	0.6061	0.8614	0.9281
0.3582	22.5217	518	0.8249	0.6906	0.8249	0.9082
0.3582	22.6087	520	0.7961	0.6861	0.7961	0.8923
0.3582	22.6957	522	0.8154	0.7007	0.8154	0.9030
0.3582	22.7826	524	0.8357	0.6765	0.8357	0.9142
0.3582	22.8696	526	0.8707	0.6767	0.8707	0.9331
0.3582	22.9565	528	0.8869	0.6061	0.8869	0.9418
0.3582	23.0435	530	0.8646	0.6119	0.8646	0.9298
0.3582	23.1304	532	0.8393	0.6618	0.8393	0.9161
0.3582	23.2174	534	0.8367	0.6316	0.8367	0.9147
0.3582	23.3043	536	0.8106	0.7153	0.8106	0.9004
0.3582	23.3913	538	0.7857	0.7338	0.7857	0.8864
0.3582	23.4783	540	0.7839	0.7482	0.7839	0.8854
0.3582	23.5652	542	0.8133	0.7338	0.8133	0.9018
0.3582	23.6522	544	0.8615	0.7299	0.8615	0.9282
0.3582	23.7391	546	0.9057	0.6818	0.9057	0.9517
0.3582	23.8261	548	0.9123	0.7015	0.9123	0.9551
0.3582	23.9130	550	0.9016	0.7153	0.9016	0.9495
0.3582	24.0	552	0.9014	0.6370	0.9014	0.9494
0.3582	24.0870	554	0.8892	0.6370	0.8892	0.9430
0.3582	24.1739	556	0.8789	0.6569	0.8789	0.9375
0.3582	24.2609	558	0.8755	0.6906	0.8755	0.9357
0.3582	24.3478	560	0.8900	0.6906	0.8900	0.9434
0.3582	24.4348	562	0.9286	0.6715	0.9286	0.9637
0.3582	24.5217	564	0.9567	0.6418	0.9567	0.9781
0.3582	24.6087	566	0.9378	0.6418	0.9378	0.9684
0.3582	24.6957	568	0.9132	0.6471	0.9132	0.9556
0.3582	24.7826	570	0.8864	0.6765	0.8864	0.9415
0.3582	24.8696	572	0.9038	0.6667	0.9038	0.9507
0.3582	24.9565	574	0.9238	0.6308	0.9238	0.9611
0.3582	25.0435	576	0.9223	0.6308	0.9223	0.9604
0.3582	25.1304	578	0.9312	0.6047	0.9312	0.9650
0.3582	25.2174	580	0.8902	0.6767	0.8902	0.9435
0.3582	25.3043	582	0.8460	0.6716	0.8460	0.9198
0.3582	25.3913	584	0.8157	0.6812	0.8157	0.9032
0.3582	25.4783	586	0.8219	0.6861	0.8219	0.9066
0.3582	25.5652	588	0.8449	0.6765	0.8449	0.9192
0.3582	25.6522	590	0.8895	0.6515	0.8895	0.9431
0.3582	25.7391	592	0.9407	0.6462	0.9407	0.9699
0.3582	25.8261	594	0.9791	0.6032	0.9791	0.9895
0.3582	25.9130	596	0.9903	0.5528	0.9903	0.9951
0.3582	26.0	598	0.9893	0.5984	0.9893	0.9947
0.3582	26.0870	600	0.9749	0.5827	0.9749	0.9874
0.3582	26.1739	602	0.9424	0.5891	0.9424	0.9708
0.3582	26.2609	604	0.9125	0.6260	0.9125	0.9553
0.3582	26.3478	606	0.9011	0.6308	0.9011	0.9493
0.3582	26.4348	608	0.8961	0.6667	0.8961	0.9466
0.3582	26.5217	610	0.8860	0.6667	0.8860	0.9413
0.3582	26.6087	612	0.8779	0.6667	0.8779	0.9370
0.3582	26.6957	614	0.8784	0.6565	0.8784	0.9373
0.3582	26.7826	616	0.9056	0.6308	0.9056	0.9516
0.3582	26.8696	618	0.9011	0.6515	0.9011	0.9493
0.3582	26.9565	620	0.8776	0.6617	0.8776	0.9368
0.3582	27.0435	622	0.8592	0.6906	0.8592	0.9269
0.3582	27.1304	624	0.8585	0.6906	0.8585	0.9265
0.3582	27.2174	626	0.8357	0.6815	0.8357	0.9142
0.3582	27.3043	628	0.8238	0.6767	0.8238	0.9076
0.3582	27.3913	630	0.8243	0.6767	0.8243	0.9079
0.3582	27.4783	632	0.8264	0.6617	0.8264	0.9091
0.3582	27.5652	634	0.8312	0.6716	0.8312	0.9117
0.3582	27.6522	636	0.8327	0.6567	0.8327	0.9125
0.3582	27.7391	638	0.8206	0.6765	0.8206	0.9059
0.3582	27.8261	640	0.8089	0.7059	0.8089	0.8994
0.3582	27.9130	642	0.8169	0.7059	0.8169	0.9038
0.3582	28.0	644	0.8368	0.6716	0.8368	0.9148
0.3582	28.0870	646	0.8652	0.6364	0.8652	0.9301
0.3582	28.1739	648	0.8676	0.6466	0.8676	0.9314
0.3582	28.2609	650	0.8585	0.6866	0.8585	0.9265
0.3582	28.3478	652	0.8641	0.6617	0.8641	0.9296
0.3582	28.4348	654	0.8643	0.6617	0.8643	0.9297
0.3582	28.5217	656	0.8657	0.6515	0.8657	0.9304
0.3582	28.6087	658	0.8781	0.6515	0.8781	0.9371
0.3582	28.6957	660	0.9084	0.5891	0.9084	0.9531
0.3582	28.7826	662	0.9263	0.5891	0.9263	0.9625
0.3582	28.8696	664	0.9396	0.6202	0.9396	0.9693
0.3582	28.9565	666	0.9503	0.6094	0.9503	0.9748
0.3582	29.0435	668	0.9438	0.6094	0.9438	0.9715
0.3582	29.1304	670	0.9321	0.6202	0.9321	0.9655
0.3582	29.2174	672	0.9433	0.5625	0.9433	0.9712
0.3582	29.3043	674	0.9422	0.5397	0.9422	0.9707
0.3582	29.3913	676	0.9196	0.5669	0.9196	0.9589
0.3582	29.4783	678	0.8943	0.6154	0.8943	0.9457
0.3582	29.5652	680	0.8874	0.6308	0.8874	0.9420
0.3582	29.6522	682	0.9102	0.6515	0.9102	0.9540
0.3582	29.7391	684	0.9068	0.6515	0.9068	0.9523
0.3582	29.8261	686	0.9048	0.6212	0.9048	0.9512
0.3582	29.9130	688	0.9240	0.5781	0.9240	0.9612
0.3582	30.0	690	0.9304	0.5581	0.9304	0.9646
0.3582	30.0870	692	0.9211	0.5581	0.9211	0.9597
0.3582	30.1739	694	0.9029	0.6154	0.9029	0.9502
0.3582	30.2609	696	0.8980	0.5891	0.8980	0.9476
0.3582	30.3478	698	0.9065	0.5938	0.9065	0.9521
0.3582	30.4348	700	0.9025	0.5760	0.9025	0.9500
0.3582	30.5217	702	0.8955	0.6032	0.8955	0.9463
0.3582	30.6087	704	0.8813	0.6406	0.8813	0.9388
0.3582	30.6957	706	0.8528	0.6462	0.8528	0.9235
0.3582	30.7826	708	0.8330	0.6412	0.8330	0.9127
0.3582	30.8696	710	0.8263	0.6515	0.8263	0.9090
0.3582	30.9565	712	0.8158	0.6617	0.8158	0.9032
0.3582	31.0435	714	0.7960	0.6667	0.7960	0.8922
0.3582	31.1304	716	0.7996	0.6515	0.7996	0.8942
0.3582	31.2174	718	0.8116	0.6716	0.8116	0.9009
0.3582	31.3043	720	0.8213	0.6617	0.8213	0.9063
0.3582	31.3913	722	0.8676	0.6818	0.8676	0.9315
0.3582	31.4783	724	0.9173	0.6515	0.9173	0.9578
0.3582	31.5652	726	0.9492	0.6406	0.9492	0.9743
0.3582	31.6522	728	0.9834	0.6406	0.9834	0.9916
0.3582	31.7391	730	0.9864	0.6667	0.9864	0.9932
0.3582	31.8261	732	0.9658	0.6667	0.9658	0.9827
0.3582	31.9130	734	0.9242	0.6512	0.9242	0.9614
0.3582	32.0	736	0.8847	0.6615	0.8847	0.9406
0.3582	32.0870	738	0.8593	0.6870	0.8593	0.9270
0.3582	32.1739	740	0.8341	0.6917	0.8341	0.9133
0.3582	32.2609	742	0.7992	0.6917	0.7992	0.8940
0.3582	32.3478	744	0.7710	0.7101	0.7710	0.8781
0.3582	32.4348	746	0.7709	0.7101	0.7709	0.8780
0.3582	32.5217	748	0.7775	0.6861	0.7775	0.8817
0.3582	32.6087	750	0.7735	0.7101	0.7735	0.8795
0.3582	32.6957	752	0.7737	0.7194	0.7737	0.8796
0.3582	32.7826	754	0.7792	0.7338	0.7792	0.8827
0.3582	32.8696	756	0.7712	0.7338	0.7712	0.8782
0.3582	32.9565	758	0.7708	0.7101	0.7708	0.8779
0.3582	33.0435	760	0.7775	0.7101	0.7775	0.8818
0.3582	33.1304	762	0.7837	0.7101	0.7837	0.8853
0.3582	33.2174	764	0.7858	0.7101	0.7858	0.8865
0.3582	33.3043	766	0.8015	0.6866	0.8015	0.8953
0.3582	33.3913	768	0.8120	0.7015	0.8120	0.9011
0.3582	33.4783	770	0.8188	0.6917	0.8188	0.9049
0.3582	33.5652	772	0.8265	0.7015	0.8265	0.9091
0.3582	33.6522	774	0.8081	0.6866	0.8081	0.8989
0.3582	33.7391	776	0.7857	0.7101	0.7857	0.8864
0.3582	33.8261	778	0.7651	0.7429	0.7651	0.8747
0.3582	33.9130	780	0.7469	0.7571	0.7469	0.8642
0.3582	34.0	782	0.7403	0.7571	0.7403	0.8604
0.3582	34.0870	784	0.7353	0.7571	0.7353	0.8575
0.3582	34.1739	786	0.7307	0.7429	0.7307	0.8548
0.3582	34.2609	788	0.7227	0.7518	0.7227	0.8501
0.3582	34.3478	790	0.7287	0.7606	0.7287	0.8537
0.3582	34.4348	792	0.7508	0.7518	0.7508	0.8665
0.3582	34.5217	794	0.7841	0.7143	0.7841	0.8855
0.3582	34.6087	796	0.8099	0.6912	0.8099	0.8999
0.3582	34.6957	798	0.8372	0.7101	0.8372	0.9150
0.3582	34.7826	800	0.8729	0.6716	0.8729	0.9343
0.3582	34.8696	802	0.9285	0.6515	0.9285	0.9636
0.3582	34.9565	804	0.9519	0.6047	0.9519	0.9757
0.3582	35.0435	806	0.9676	0.6357	0.9676	0.9837
0.3582	35.1304	808	0.9608	0.6364	0.9608	0.9802
0.3582	35.2174	810	0.9359	0.6364	0.9359	0.9674
0.3582	35.3043	812	0.9226	0.6364	0.9226	0.9605
0.3582	35.3913	814	0.9192	0.6308	0.9192	0.9587
0.3582	35.4783	816	0.9347	0.6565	0.9347	0.9668
0.3582	35.5652	818	0.9481	0.6316	0.9481	0.9737
0.3582	35.6522	820	0.9447	0.6364	0.9447	0.9720
0.3582	35.7391	822	0.9182	0.6615	0.9182	0.9582
0.3582	35.8261	824	0.8868	0.6515	0.8868	0.9417
0.3582	35.9130	826	0.8633	0.6866	0.8633	0.9291
0.3582	36.0	828	0.8428	0.7007	0.8428	0.9180
0.3582	36.0870	830	0.8373	0.7007	0.8373	0.9150
0.3582	36.1739	832	0.8426	0.7007	0.8426	0.9179
0.3582	36.2609	834	0.8693	0.6370	0.8693	0.9324
0.3582	36.3478	836	0.9111	0.6377	0.9111	0.9545
0.3582	36.4348	838	0.9132	0.6222	0.9132	0.9556
0.3582	36.5217	840	0.9017	0.6165	0.9017	0.9496
0.3582	36.6087	842	0.8870	0.6567	0.8870	0.9418
0.3582	36.6957	844	0.8901	0.6866	0.8901	0.9435
0.3582	36.7826	846	0.8985	0.6667	0.8985	0.9479
0.3582	36.8696	848	0.9021	0.6565	0.9021	0.9498
0.3582	36.9565	850	0.8979	0.6667	0.8979	0.9476
0.3582	37.0435	852	0.8900	0.6565	0.8900	0.9434
0.3582	37.1304	854	0.8708	0.6667	0.8708	0.9332
0.3582	37.2174	856	0.8392	0.6963	0.8392	0.9161
0.3582	37.3043	858	0.8047	0.7101	0.8047	0.8971
0.3582	37.3913	860	0.7890	0.7007	0.7890	0.8882
0.3582	37.4783	862	0.7860	0.6912	0.7860	0.8866
0.3582	37.5652	864	0.7952	0.6912	0.7952	0.8918
0.3582	37.6522	866	0.8173	0.6912	0.8173	0.9040
0.3582	37.7391	868	0.8505	0.6718	0.8505	0.9222
0.3582	37.8261	870	0.8649	0.6462	0.8649	0.9300
0.3582	37.9130	872	0.8552	0.6718	0.8552	0.9248
0.3582	38.0	874	0.8499	0.6767	0.8499	0.9219
0.3582	38.0870	876	0.8365	0.6767	0.8365	0.9146
0.3582	38.1739	878	0.8247	0.6767	0.8247	0.9081
0.3582	38.2609	880	0.8121	0.6866	0.8121	0.9012
0.3582	38.3478	882	0.8142	0.6866	0.8142	0.9023
0.3582	38.4348	884	0.8347	0.6963	0.8347	0.9136
0.3582	38.5217	886	0.8589	0.6567	0.8589	0.9267
0.3582	38.6087	888	0.8948	0.6316	0.8948	0.9459
0.3582	38.6957	890	0.9124	0.6316	0.9124	0.9552
0.3582	38.7826	892	0.9026	0.6316	0.9026	0.9501
0.3582	38.8696	894	0.8921	0.6466	0.8921	0.9445
0.3582	38.9565	896	0.8970	0.6567	0.8970	0.9471
0.3582	39.0435	898	0.8917	0.6567	0.8917	0.9443
0.3582	39.1304	900	0.8826	0.6618	0.8826	0.9395
0.3582	39.2174	902	0.8780	0.6618	0.8780	0.9370
0.3582	39.3043	904	0.8599	0.6861	0.8599	0.9273
0.3582	39.3913	906	0.8496	0.7101	0.8496	0.9217
0.3582	39.4783	908	0.8429	0.6765	0.8429	0.9181
0.3582	39.5652	910	0.8526	0.6815	0.8526	0.9234
0.3582	39.6522	912	0.8568	0.6765	0.8568	0.9256
0.3582	39.7391	914	0.8565	0.6815	0.8565	0.9255
0.3582	39.8261	916	0.8575	0.6912	0.8575	0.9260
0.3582	39.9130	918	0.8449	0.6912	0.8449	0.9192
0.3582	40.0	920	0.8323	0.7246	0.8323	0.9123
0.3582	40.0870	922	0.8365	0.7246	0.8365	0.9146
0.3582	40.1739	924	0.8347	0.6567	0.8347	0.9136
0.3582	40.2609	926	0.8295	0.6767	0.8295	0.9108
0.3582	40.3478	928	0.8241	0.6767	0.8241	0.9078
0.3582	40.4348	930	0.8197	0.6567	0.8197	0.9054
0.3582	40.5217	932	0.8229	0.6912	0.8229	0.9072
0.3582	40.6087	934	0.8256	0.6716	0.8256	0.9086
0.3582	40.6957	936	0.8344	0.6815	0.8344	0.9134
0.3582	40.7826	938	0.8585	0.6767	0.8585	0.9265
0.3582	40.8696	940	0.8932	0.6412	0.8932	0.9451
0.3582	40.9565	942	0.9272	0.5397	0.9272	0.9629
0.3582	41.0435	944	0.9496	0.4918	0.9496	0.9745
0.3582	41.1304	946	0.9466	0.5873	0.9466	0.9729
0.3582	41.2174	948	0.9342	0.625	0.9342	0.9666
0.3582	41.3043	950	0.9205	0.6870	0.9205	0.9594
0.3582	41.3913	952	0.9151	0.6615	0.9151	0.9566
0.3582	41.4783	954	0.8995	0.6767	0.8995	0.9484
0.3582	41.5652	956	0.8782	0.6815	0.8782	0.9371
0.3582	41.6522	958	0.8436	0.6567	0.8436	0.9185
0.3582	41.7391	960	0.8206	0.6912	0.8206	0.9059
0.3582	41.8261	962	0.8104	0.6815	0.8104	0.9002
0.3582	41.9130	964	0.7989	0.6912	0.7989	0.8938
0.3582	42.0	966	0.7941	0.6667	0.7941	0.8911
0.3582	42.0870	968	0.7997	0.6765	0.7997	0.8943
0.3582	42.1739	970	0.8294	0.7007	0.8294	0.9107
0.3582	42.2609	972	0.8834	0.6565	0.8834	0.9399
0.3582	42.3478	974	0.9100	0.6412	0.9100	0.9539
0.3582	42.4348	976	0.8992	0.6462	0.8992	0.9483
0.3582	42.5217	978	0.8663	0.6917	0.8663	0.9307
0.3582	42.6087	980	0.8547	0.6917	0.8547	0.9245
0.3582	42.6957	982	0.8482	0.6617	0.8482	0.9210
0.3582	42.7826	984	0.8399	0.6667	0.8399	0.9165
0.3582	42.8696	986	0.8439	0.6765	0.8439	0.9186
0.3582	42.9565	988	0.8610	0.6466	0.8610	0.9279
0.3582	43.0435	990	0.8784	0.6212	0.8784	0.9372
0.3582	43.1304	992	0.8780	0.6154	0.8780	0.9370
0.3582	43.2174	994	0.8709	0.6412	0.8709	0.9332
0.3582	43.3043	996	0.8628	0.6767	0.8628	0.9288
0.3582	43.3913	998	0.8481	0.6963	0.8481	0.9209
0.0613	43.4783	1000	0.8270	0.7206	0.8270	0.9094
0.0613	43.5652	1002	0.8101	0.7007	0.8101	0.9001
0.0613	43.6522	1004	0.7986	0.7338	0.7986	0.8937
0.0613	43.7391	1006	0.8046	0.7429	0.8046	0.8970
0.0613	43.8261	1008	0.8178	0.7299	0.8178	0.9043
0.0613	43.9130	1010	0.8259	0.7111	0.8259	0.9088
0.0613	44.0	1012	0.8388	0.6515	0.8388	0.9158
0.0613	44.0870	1014	0.8679	0.6154	0.8679	0.9316
0.0613	44.1739	1016	0.8954	0.5512	0.8954	0.9462
0.0613	44.2609	1018	0.9050	0.5512	0.9050	0.9513

Framework versions

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