ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run3_AugV5_k10_task2_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: 0.6404
• Qwk: 0.5029
• Mse: 0.6404
• Rmse: 0.8003

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	0.0377	2	4.2473	-0.0228	4.2473	2.0609
No log	0.0755	4	2.3310	0.0238	2.3310	1.5268
No log	0.1132	6	1.3560	0.0205	1.3560	1.1645
No log	0.1509	8	0.9130	0.0383	0.9130	0.9555
No log	0.1887	10	0.8565	0.1596	0.8565	0.9255
No log	0.2264	12	1.0357	0.0713	1.0357	1.0177
No log	0.2642	14	1.0549	0.1234	1.0549	1.0271
No log	0.3019	16	0.8566	0.1477	0.8566	0.9255
No log	0.3396	18	1.1207	0.1474	1.1207	1.0587
No log	0.3774	20	1.6261	0.0643	1.6261	1.2752
No log	0.4151	22	1.5250	0.0550	1.5250	1.2349
No log	0.4528	24	1.2243	0.0677	1.2243	1.1065
No log	0.4906	26	0.9723	0.1509	0.9723	0.9860
No log	0.5283	28	0.9085	0.1681	0.9085	0.9532
No log	0.5660	30	0.8029	0.2499	0.8029	0.8961
No log	0.6038	32	0.8286	0.1573	0.8286	0.9103
No log	0.6415	34	0.8689	0.1731	0.8689	0.9322
No log	0.6792	36	1.1002	0.0847	1.1002	1.0489
No log	0.7170	38	1.4252	0.0868	1.4252	1.1938
No log	0.7547	40	1.8930	0.1372	1.8930	1.3759
No log	0.7925	42	1.7148	0.1316	1.7148	1.3095
No log	0.8302	44	1.2532	0.2452	1.2532	1.1195
No log	0.8679	46	0.9984	0.2395	0.9984	0.9992
No log	0.9057	48	1.0085	0.2069	1.0085	1.0042
No log	0.9434	50	0.8329	0.3641	0.8329	0.9126
No log	0.9811	52	0.6157	0.3959	0.6157	0.7846
No log	1.0189	54	0.6081	0.4061	0.6081	0.7798
No log	1.0566	56	0.6818	0.3701	0.6818	0.8257
No log	1.0943	58	0.9277	0.2847	0.9277	0.9632
No log	1.1321	60	1.0415	0.3412	1.0415	1.0205
No log	1.1698	62	0.9216	0.3506	0.9216	0.9600
No log	1.2075	64	0.6502	0.4398	0.6502	0.8063
No log	1.2453	66	0.7747	0.2631	0.7747	0.8802
No log	1.2830	68	0.9121	0.1402	0.9121	0.9550
No log	1.3208	70	0.7329	0.2601	0.7329	0.8561
No log	1.3585	72	0.6610	0.5366	0.6610	0.8130
No log	1.3962	74	0.9865	0.4573	0.9865	0.9932
No log	1.4340	76	1.1531	0.3424	1.1531	1.0738
No log	1.4717	78	0.9473	0.4736	0.9473	0.9733
No log	1.5094	80	0.9756	0.4506	0.9756	0.9877
No log	1.5472	82	0.9997	0.4460	0.9997	0.9999
No log	1.5849	84	1.2514	0.2979	1.2514	1.1187
No log	1.6226	86	1.2607	0.3124	1.2607	1.1228
No log	1.6604	88	1.3783	0.2598	1.3783	1.1740
No log	1.6981	90	1.3063	0.2830	1.3063	1.1429
No log	1.7358	92	0.9235	0.4575	0.9235	0.9610
No log	1.7736	94	0.5829	0.4552	0.5829	0.7635
No log	1.8113	96	0.6093	0.4342	0.6093	0.7805
No log	1.8491	98	0.5742	0.3628	0.5742	0.7578
No log	1.8868	100	0.6228	0.4603	0.6228	0.7892
No log	1.9245	102	0.6994	0.5053	0.6994	0.8363
No log	1.9623	104	0.5974	0.4997	0.5974	0.7729
No log	2.0	106	0.5891	0.5375	0.5891	0.7675
No log	2.0377	108	0.6116	0.5281	0.6116	0.7821
No log	2.0755	110	0.6222	0.6008	0.6222	0.7888
No log	2.1132	112	0.7781	0.5635	0.7781	0.8821
No log	2.1509	114	1.1884	0.3373	1.1884	1.0902
No log	2.1887	116	1.5178	0.2919	1.5178	1.2320
No log	2.2264	118	1.2534	0.3059	1.2534	1.1195
No log	2.2642	120	0.7709	0.5254	0.7709	0.8780
No log	2.3019	122	0.5978	0.5234	0.5978	0.7732
No log	2.3396	124	0.6255	0.4921	0.6255	0.7909
No log	2.3774	126	0.5841	0.5536	0.5841	0.7643
No log	2.4151	128	0.7852	0.5560	0.7852	0.8861
No log	2.4528	130	0.9215	0.3990	0.9215	0.9599
No log	2.4906	132	0.7816	0.5569	0.7816	0.8841
No log	2.5283	134	0.5990	0.5452	0.5990	0.7739
No log	2.5660	136	0.5412	0.4919	0.5412	0.7357
No log	2.6038	138	0.5472	0.4689	0.5472	0.7397
No log	2.6415	140	0.7115	0.5535	0.7115	0.8435
No log	2.6792	142	1.3119	0.3421	1.3119	1.1454
No log	2.7170	144	1.5224	0.2856	1.5224	1.2338
No log	2.7547	146	1.1841	0.4041	1.1841	1.0882
No log	2.7925	148	0.9617	0.4544	0.9617	0.9807
No log	2.8302	150	0.8756	0.4804	0.8756	0.9358
No log	2.8679	152	0.9670	0.4648	0.9670	0.9834
No log	2.9057	154	1.1254	0.3595	1.1254	1.0609
No log	2.9434	156	0.9562	0.4757	0.9562	0.9779
No log	2.9811	158	0.7437	0.5500	0.7437	0.8624
No log	3.0189	160	0.6462	0.5414	0.6462	0.8039
No log	3.0566	162	0.6470	0.5277	0.6470	0.8044
No log	3.0943	164	0.7120	0.5137	0.7120	0.8438
No log	3.1321	166	0.8192	0.5071	0.8192	0.9051
No log	3.1698	168	0.9236	0.4534	0.9236	0.9610
No log	3.2075	170	0.8508	0.5040	0.8508	0.9224
No log	3.2453	172	0.7356	0.5419	0.7356	0.8577
No log	3.2830	174	0.6803	0.5183	0.6803	0.8248
No log	3.3208	176	0.6747	0.5787	0.6747	0.8214
No log	3.3585	178	0.6850	0.5714	0.6850	0.8277
No log	3.3962	180	0.7099	0.5388	0.7099	0.8426
No log	3.4340	182	0.7962	0.5214	0.7962	0.8923
No log	3.4717	184	0.7702	0.5532	0.7702	0.8776
No log	3.5094	186	0.6431	0.5696	0.6431	0.8019
No log	3.5472	188	0.6170	0.5693	0.6170	0.7855
No log	3.5849	190	0.7147	0.5322	0.7147	0.8454
No log	3.6226	192	0.9754	0.4538	0.9754	0.9876
No log	3.6604	194	1.0223	0.4284	1.0223	1.0111
No log	3.6981	196	0.8039	0.5049	0.8039	0.8966
No log	3.7358	198	0.6262	0.5378	0.6262	0.7913
No log	3.7736	200	0.5897	0.544	0.5897	0.7679
No log	3.8113	202	0.5879	0.4848	0.5879	0.7667
No log	3.8491	204	0.6732	0.5162	0.6732	0.8205
No log	3.8868	206	0.7012	0.5104	0.7012	0.8374
No log	3.9245	208	0.7607	0.5141	0.7607	0.8722
No log	3.9623	210	0.7177	0.4838	0.7177	0.8472
No log	4.0	212	0.7243	0.4587	0.7243	0.8511
No log	4.0377	214	0.7986	0.4752	0.7986	0.8937
No log	4.0755	216	0.8368	0.4465	0.8368	0.9147
No log	4.1132	218	0.7661	0.4456	0.7661	0.8753
No log	4.1509	220	0.6834	0.4762	0.6834	0.8267
No log	4.1887	222	0.6034	0.5200	0.6034	0.7768
No log	4.2264	224	0.5829	0.5026	0.5829	0.7635
No log	4.2642	226	0.5522	0.5046	0.5522	0.7431
No log	4.3019	228	0.6732	0.5143	0.6732	0.8205
No log	4.3396	230	0.8137	0.5024	0.8137	0.9020
No log	4.3774	232	0.7688	0.5289	0.7688	0.8768
No log	4.4151	234	0.6635	0.5474	0.6635	0.8146
No log	4.4528	236	0.5890	0.5847	0.5890	0.7675
No log	4.4906	238	0.5520	0.5296	0.5520	0.7430
No log	4.5283	240	0.5479	0.4513	0.5479	0.7402
No log	4.5660	242	0.5546	0.4287	0.5546	0.7447
No log	4.6038	244	0.6018	0.4705	0.6018	0.7758
No log	4.6415	246	0.8159	0.4863	0.8159	0.9033
No log	4.6792	248	0.9919	0.3930	0.9919	0.9959
No log	4.7170	250	0.8988	0.4560	0.8988	0.9480
No log	4.7547	252	0.7981	0.5224	0.7981	0.8934
No log	4.7925	254	0.7082	0.5429	0.7082	0.8416
No log	4.8302	256	0.6740	0.5810	0.6740	0.8210
No log	4.8679	258	0.6624	0.5910	0.6624	0.8139
No log	4.9057	260	0.6916	0.5185	0.6916	0.8316
No log	4.9434	262	0.8107	0.4617	0.8107	0.9004
No log	4.9811	264	0.9351	0.4061	0.9351	0.9670
No log	5.0189	266	0.9234	0.4039	0.9234	0.9609
No log	5.0566	268	0.7650	0.5064	0.7650	0.8746
No log	5.0943	270	0.6317	0.5487	0.6317	0.7948
No log	5.1321	272	0.5789	0.4779	0.5789	0.7609
No log	5.1698	274	0.6494	0.4821	0.6494	0.8058
No log	5.2075	276	0.6298	0.4959	0.6298	0.7936
No log	5.2453	278	0.5982	0.5173	0.5981	0.7734
No log	5.2830	280	0.8517	0.4940	0.8517	0.9229
No log	5.3208	282	1.2323	0.2818	1.2323	1.1101
No log	5.3585	284	1.2627	0.2595	1.2627	1.1237
No log	5.3962	286	0.9694	0.4360	0.9694	0.9846
No log	5.4340	288	0.6580	0.5133	0.6580	0.8112
No log	5.4717	290	0.5646	0.5791	0.5646	0.7514
No log	5.5094	292	0.5872	0.4476	0.5872	0.7663
No log	5.5472	294	0.5897	0.4657	0.5897	0.7679
No log	5.5849	296	0.5925	0.5642	0.5925	0.7697
No log	5.6226	298	0.6847	0.5382	0.6847	0.8275
No log	5.6604	300	0.9729	0.4245	0.9729	0.9864
No log	5.6981	302	1.3748	0.3148	1.3748	1.1725
No log	5.7358	304	1.6679	0.2424	1.6679	1.2915
No log	5.7736	306	1.5423	0.2462	1.5423	1.2419
No log	5.8113	308	1.1594	0.3335	1.1594	1.0767
No log	5.8491	310	0.8002	0.4709	0.8002	0.8945
No log	5.8868	312	0.5973	0.5889	0.5973	0.7729
No log	5.9245	314	0.5677	0.6079	0.5677	0.7535
No log	5.9623	316	0.5561	0.6258	0.5561	0.7457
No log	6.0	318	0.5507	0.6429	0.5507	0.7421
No log	6.0377	320	0.5508	0.6175	0.5508	0.7422
No log	6.0755	322	0.5591	0.6309	0.5591	0.7478
No log	6.1132	324	0.5875	0.6441	0.5875	0.7665
No log	6.1509	326	0.6572	0.5946	0.6572	0.8107
No log	6.1887	328	0.7346	0.5047	0.7346	0.8571
No log	6.2264	330	0.7883	0.4531	0.7883	0.8879
No log	6.2642	332	0.7583	0.4830	0.7583	0.8708
No log	6.3019	334	0.6975	0.5044	0.6975	0.8352
No log	6.3396	336	0.6328	0.5577	0.6328	0.7955
No log	6.3774	338	0.6077	0.6084	0.6077	0.7796
No log	6.4151	340	0.6454	0.6105	0.6454	0.8034
No log	6.4528	342	0.6772	0.6293	0.6772	0.8229
No log	6.4906	344	0.7261	0.5732	0.7261	0.8521
No log	6.5283	346	0.8307	0.4926	0.8307	0.9115
No log	6.5660	348	0.8205	0.4750	0.8205	0.9058
No log	6.6038	350	0.7000	0.5564	0.7000	0.8367
No log	6.6415	352	0.5884	0.5860	0.5884	0.7670
No log	6.6792	354	0.5588	0.6040	0.5588	0.7475
No log	6.7170	356	0.5540	0.5842	0.5540	0.7443
No log	6.7547	358	0.5684	0.5746	0.5684	0.7540
No log	6.7925	360	0.5849	0.5558	0.5849	0.7648
No log	6.8302	362	0.5776	0.5804	0.5776	0.7600
No log	6.8679	364	0.5644	0.5859	0.5644	0.7512
No log	6.9057	366	0.5538	0.5618	0.5538	0.7442
No log	6.9434	368	0.5417	0.5377	0.5417	0.7360
No log	6.9811	370	0.5460	0.4654	0.5460	0.7389
No log	7.0189	372	0.5722	0.4889	0.5722	0.7565
No log	7.0566	374	0.5693	0.4889	0.5693	0.7545
No log	7.0943	376	0.6087	0.5328	0.6087	0.7802
No log	7.1321	378	0.5971	0.5242	0.5971	0.7727
No log	7.1698	380	0.5952	0.5262	0.5952	0.7715
No log	7.2075	382	0.5716	0.5724	0.5716	0.7560
No log	7.2453	384	0.5663	0.5643	0.5663	0.7525
No log	7.2830	386	0.5560	0.5641	0.5560	0.7456
No log	7.3208	388	0.5432	0.4990	0.5432	0.7370
No log	7.3585	390	0.5355	0.5048	0.5355	0.7318
No log	7.3962	392	0.5335	0.4804	0.5335	0.7304
No log	7.4340	394	0.5408	0.5046	0.5408	0.7354
No log	7.4717	396	0.5895	0.5395	0.5895	0.7678
No log	7.5094	398	0.6544	0.5187	0.6544	0.8089
No log	7.5472	400	0.6710	0.5369	0.6710	0.8192
No log	7.5849	402	0.6784	0.5301	0.6784	0.8236
No log	7.6226	404	0.6731	0.5271	0.6731	0.8204
No log	7.6604	406	0.7178	0.5552	0.7178	0.8472
No log	7.6981	408	0.7901	0.5554	0.7901	0.8889
No log	7.7358	410	0.9238	0.4669	0.9238	0.9611
No log	7.7736	412	0.9980	0.4031	0.9980	0.9990
No log	7.8113	414	0.9183	0.4453	0.9183	0.9583
No log	7.8491	416	0.7103	0.5337	0.7103	0.8428
No log	7.8868	418	0.6005	0.5762	0.6005	0.7749
No log	7.9245	420	0.5906	0.4772	0.5906	0.7685
No log	7.9623	422	0.5679	0.4024	0.5679	0.7536
No log	8.0	424	0.5324	0.3755	0.5324	0.7296
No log	8.0377	426	0.5280	0.4100	0.5280	0.7266
No log	8.0755	428	0.5301	0.4996	0.5301	0.7281
No log	8.1132	430	0.5226	0.4621	0.5226	0.7229
No log	8.1509	432	0.5423	0.5516	0.5423	0.7364
No log	8.1887	434	0.5498	0.6100	0.5498	0.7415
No log	8.2264	436	0.5586	0.6482	0.5586	0.7474
No log	8.2642	438	0.6275	0.5434	0.6275	0.7922
No log	8.3019	440	0.6392	0.5291	0.6392	0.7995
No log	8.3396	442	0.5715	0.5607	0.5715	0.7560
No log	8.3774	444	0.5203	0.5805	0.5203	0.7213
No log	8.4151	446	0.5551	0.5067	0.5551	0.7451
No log	8.4528	448	0.5769	0.4789	0.5769	0.7596
No log	8.4906	450	0.5339	0.5006	0.5339	0.7307
No log	8.5283	452	0.5035	0.4897	0.5035	0.7096
No log	8.5660	454	0.5923	0.5489	0.5923	0.7696
No log	8.6038	456	0.6918	0.5313	0.6918	0.8318
No log	8.6415	458	0.7063	0.5126	0.7063	0.8404
No log	8.6792	460	0.6414	0.5401	0.6414	0.8009
No log	8.7170	462	0.5628	0.6358	0.5628	0.7502
No log	8.7547	464	0.5601	0.6314	0.5601	0.7484
No log	8.7925	466	0.5738	0.6288	0.5738	0.7575
No log	8.8302	468	0.6672	0.5434	0.6672	0.8169
No log	8.8679	470	0.8416	0.4655	0.8416	0.9174
No log	8.9057	472	0.8374	0.4467	0.8374	0.9151
No log	8.9434	474	0.6751	0.4961	0.6751	0.8216
No log	8.9811	476	0.5743	0.5342	0.5743	0.7578
No log	9.0189	478	0.5423	0.5137	0.5423	0.7364
No log	9.0566	480	0.5473	0.5446	0.5473	0.7398
No log	9.0943	482	0.5612	0.5665	0.5612	0.7491
No log	9.1321	484	0.5746	0.5318	0.5747	0.7581
No log	9.1698	486	0.6079	0.5389	0.6079	0.7797
No log	9.2075	488	0.6587	0.5355	0.6587	0.8116
No log	9.2453	490	0.6466	0.5158	0.6466	0.8041
No log	9.2830	492	0.5998	0.5187	0.5998	0.7744
No log	9.3208	494	0.5841	0.4931	0.5841	0.7643
No log	9.3585	496	0.5826	0.4931	0.5826	0.7633
No log	9.3962	498	0.6094	0.5269	0.6094	0.7806
0.4026	9.4340	500	0.6498	0.4771	0.6498	0.8061
0.4026	9.4717	502	0.7081	0.4931	0.7081	0.8415
0.4026	9.5094	504	0.6831	0.4858	0.6831	0.8265
0.4026	9.5472	506	0.6339	0.5921	0.6339	0.7962
0.4026	9.5849	508	0.6050	0.5660	0.6050	0.7778
0.4026	9.6226	510	0.6029	0.5348	0.6029	0.7765
0.4026	9.6604	512	0.5805	0.5531	0.5805	0.7619
0.4026	9.6981	514	0.5793	0.4448	0.5793	0.7611
0.4026	9.7358	516	0.6128	0.4777	0.6128	0.7828
0.4026	9.7736	518	0.6073	0.4777	0.6073	0.7793
0.4026	9.8113	520	0.5890	0.4941	0.5890	0.7674
0.4026	9.8491	522	0.6008	0.5494	0.6008	0.7751
0.4026	9.8868	524	0.6307	0.6296	0.6307	0.7942
0.4026	9.9245	526	0.6690	0.5738	0.6690	0.8179
0.4026	9.9623	528	0.7104	0.4782	0.7104	0.8429
0.4026	10.0	530	0.7745	0.4514	0.7745	0.8801
0.4026	10.0377	532	0.7810	0.4642	0.7810	0.8837
0.4026	10.0755	534	0.6887	0.4742	0.6887	0.8299
0.4026	10.1132	536	0.6139	0.5396	0.6139	0.7835
0.4026	10.1509	538	0.5841	0.5476	0.5841	0.7643
0.4026	10.1887	540	0.5686	0.5402	0.5686	0.7541
0.4026	10.2264	542	0.5925	0.5269	0.5925	0.7698
0.4026	10.2642	544	0.5995	0.4816	0.5995	0.7743
0.4026	10.3019	546	0.5616	0.4984	0.5616	0.7494
0.4026	10.3396	548	0.5623	0.5271	0.5623	0.7499
0.4026	10.3774	550	0.6186	0.5229	0.6186	0.7865
0.4026	10.4151	552	0.6444	0.5453	0.6444	0.8027
0.4026	10.4528	554	0.6285	0.5237	0.6285	0.7928
0.4026	10.4906	556	0.6011	0.5447	0.6011	0.7753
0.4026	10.5283	558	0.5841	0.5861	0.5841	0.7643
0.4026	10.5660	560	0.5949	0.5238	0.5949	0.7713
0.4026	10.6038	562	0.5829	0.5649	0.5829	0.7635
0.4026	10.6415	564	0.5605	0.5341	0.5605	0.7486
0.4026	10.6792	566	0.5942	0.5437	0.5942	0.7708
0.4026	10.7170	568	0.6717	0.4899	0.6717	0.8196
0.4026	10.7547	570	0.6902	0.4899	0.6902	0.8308
0.4026	10.7925	572	0.6270	0.5578	0.6270	0.7918
0.4026	10.8302	574	0.5758	0.5919	0.5758	0.7588
0.4026	10.8679	576	0.5609	0.5746	0.5609	0.7489
0.4026	10.9057	578	0.5661	0.5514	0.5661	0.7524
0.4026	10.9434	580	0.5552	0.5593	0.5552	0.7451
0.4026	10.9811	582	0.5368	0.5970	0.5368	0.7326
0.4026	11.0189	584	0.5309	0.5560	0.5309	0.7286
0.4026	11.0566	586	0.5418	0.5589	0.5418	0.7361
0.4026	11.0943	588	0.5484	0.5777	0.5484	0.7406
0.4026	11.1321	590	0.5748	0.5442	0.5748	0.7582
0.4026	11.1698	592	0.5988	0.5629	0.5988	0.7738
0.4026	11.2075	594	0.5828	0.5570	0.5828	0.7634
0.4026	11.2453	596	0.5513	0.6214	0.5513	0.7425
0.4026	11.2830	598	0.5608	0.5872	0.5608	0.7489
0.4026	11.3208	600	0.5678	0.6336	0.5678	0.7535
0.4026	11.3585	602	0.5578	0.6292	0.5578	0.7469
0.4026	11.3962	604	0.5570	0.6111	0.5570	0.7463
0.4026	11.4340	606	0.6239	0.5537	0.6239	0.7899
0.4026	11.4717	608	0.6865	0.5001	0.6865	0.8285
0.4026	11.5094	610	0.6768	0.5178	0.6768	0.8227
0.4026	11.5472	612	0.5969	0.5299	0.5969	0.7726
0.4026	11.5849	614	0.5379	0.6202	0.5379	0.7334
0.4026	11.6226	616	0.5269	0.5943	0.5269	0.7259
0.4026	11.6604	618	0.5273	0.5522	0.5273	0.7262
0.4026	11.6981	620	0.5315	0.4704	0.5315	0.7290
0.4026	11.7358	622	0.5357	0.4693	0.5357	0.7319
0.4026	11.7736	624	0.5408	0.4763	0.5408	0.7354
0.4026	11.8113	626	0.5448	0.5294	0.5448	0.7381
0.4026	11.8491	628	0.5527	0.5948	0.5527	0.7434
0.4026	11.8868	630	0.5598	0.6508	0.5598	0.7482
0.4026	11.9245	632	0.5630	0.6100	0.5630	0.7504
0.4026	11.9623	634	0.5638	0.5968	0.5638	0.7509
0.4026	12.0	636	0.5580	0.6151	0.5580	0.7470
0.4026	12.0377	638	0.5523	0.6151	0.5523	0.7432
0.4026	12.0755	640	0.5518	0.5886	0.5518	0.7428
0.4026	12.1132	642	0.5606	0.5969	0.5606	0.7487
0.4026	12.1509	644	0.5594	0.5722	0.5594	0.7479
0.4026	12.1887	646	0.5685	0.53	0.5685	0.7540
0.4026	12.2264	648	0.5943	0.5674	0.5943	0.7709
0.4026	12.2642	650	0.6236	0.6040	0.6236	0.7897
0.4026	12.3019	652	0.6388	0.6125	0.6388	0.7992
0.4026	12.3396	654	0.6041	0.6178	0.6041	0.7772
0.4026	12.3774	656	0.5825	0.6264	0.5825	0.7632
0.4026	12.4151	658	0.5679	0.5762	0.5679	0.7536
0.4026	12.4528	660	0.5633	0.5067	0.5633	0.7505
0.4026	12.4906	662	0.5971	0.4847	0.5971	0.7727
0.4026	12.5283	664	0.6482	0.4899	0.6482	0.8051
0.4026	12.5660	666	0.6779	0.5240	0.6779	0.8234
0.4026	12.6038	668	0.6705	0.5282	0.6705	0.8189
0.4026	12.6415	670	0.6883	0.5501	0.6883	0.8296
0.4026	12.6792	672	0.7226	0.5104	0.7226	0.8501
0.4026	12.7170	674	0.6862	0.5238	0.6862	0.8284
0.4026	12.7547	676	0.6551	0.5396	0.6551	0.8094
0.4026	12.7925	678	0.6419	0.5340	0.6419	0.8012
0.4026	12.8302	680	0.5884	0.5355	0.5884	0.7671
0.4026	12.8679	682	0.5400	0.5896	0.5400	0.7349
0.4026	12.9057	684	0.5287	0.5767	0.5287	0.7271
0.4026	12.9434	686	0.5255	0.4666	0.5255	0.7249
0.4026	12.9811	688	0.5244	0.4816	0.5244	0.7241
0.4026	13.0189	690	0.5278	0.5004	0.5278	0.7265
0.4026	13.0566	692	0.5362	0.5856	0.5362	0.7322
0.4026	13.0943	694	0.5394	0.5211	0.5394	0.7345
0.4026	13.1321	696	0.5516	0.5197	0.5516	0.7427
0.4026	13.1698	698	0.5498	0.5197	0.5498	0.7415
0.4026	13.2075	700	0.5545	0.5197	0.5545	0.7447
0.4026	13.2453	702	0.5731	0.5223	0.5731	0.7570
0.4026	13.2830	704	0.5552	0.5197	0.5552	0.7451
0.4026	13.3208	706	0.5549	0.5197	0.5549	0.7449
0.4026	13.3585	708	0.5819	0.5010	0.5819	0.7628
0.4026	13.3962	710	0.5824	0.4920	0.5824	0.7632
0.4026	13.4340	712	0.5841	0.5010	0.5841	0.7643
0.4026	13.4717	714	0.5661	0.4740	0.5661	0.7524
0.4026	13.5094	716	0.5719	0.5130	0.5719	0.7562
0.4026	13.5472	718	0.5917	0.5262	0.5917	0.7692
0.4026	13.5849	720	0.6151	0.5205	0.6151	0.7843
0.4026	13.6226	722	0.6434	0.5072	0.6434	0.8021
0.4026	13.6604	724	0.6276	0.4949	0.6276	0.7922
0.4026	13.6981	726	0.5934	0.4935	0.5934	0.7703
0.4026	13.7358	728	0.5870	0.4908	0.5870	0.7661
0.4026	13.7736	730	0.5700	0.5524	0.5700	0.7550
0.4026	13.8113	732	0.5656	0.6182	0.5656	0.7520
0.4026	13.8491	734	0.5804	0.6054	0.5804	0.7619
0.4026	13.8868	736	0.6192	0.5462	0.6192	0.7869
0.4026	13.9245	738	0.6436	0.5109	0.6436	0.8022
0.4026	13.9623	740	0.6516	0.5066	0.6516	0.8072
0.4026	14.0	742	0.6361	0.5176	0.6361	0.7976
0.4026	14.0377	744	0.6154	0.5101	0.6154	0.7845
0.4026	14.0755	746	0.5645	0.5878	0.5645	0.7513
0.4026	14.1132	748	0.5596	0.6190	0.5596	0.7480
0.4026	14.1509	750	0.5807	0.5571	0.5807	0.7621
0.4026	14.1887	752	0.5913	0.5840	0.5913	0.7689
0.4026	14.2264	754	0.5706	0.6046	0.5706	0.7554
0.4026	14.2642	756	0.5529	0.6461	0.5529	0.7436
0.4026	14.3019	758	0.5776	0.5482	0.5776	0.7600
0.4026	14.3396	760	0.6419	0.5207	0.6419	0.8012
0.4026	14.3774	762	0.6703	0.4790	0.6703	0.8187
0.4026	14.4151	764	0.6680	0.4916	0.6680	0.8173
0.4026	14.4528	766	0.6454	0.5284	0.6454	0.8034
0.4026	14.4906	768	0.5906	0.5660	0.5906	0.7685
0.4026	14.5283	770	0.5657	0.6221	0.5657	0.7521
0.4026	14.5660	772	0.5493	0.6707	0.5493	0.7411
0.4026	14.6038	774	0.5489	0.6429	0.5489	0.7409
0.4026	14.6415	776	0.5699	0.5510	0.5699	0.7549
0.4026	14.6792	778	0.5806	0.5425	0.5806	0.7619
0.4026	14.7170	780	0.5693	0.5514	0.5693	0.7545
0.4026	14.7547	782	0.5407	0.6059	0.5407	0.7354
0.4026	14.7925	784	0.5329	0.6322	0.5329	0.7300
0.4026	14.8302	786	0.5516	0.6479	0.5516	0.7427
0.4026	14.8679	788	0.6065	0.5923	0.6065	0.7788
0.4026	14.9057	790	0.6305	0.5952	0.6305	0.7941
0.4026	14.9434	792	0.6533	0.5898	0.6533	0.8082
0.4026	14.9811	794	0.7234	0.4894	0.7234	0.8505
0.4026	15.0189	796	0.7686	0.4736	0.7686	0.8767
0.4026	15.0566	798	0.7126	0.4996	0.7126	0.8441
0.4026	15.0943	800	0.6281	0.5070	0.6281	0.7925
0.4026	15.1321	802	0.5525	0.6103	0.5525	0.7433
0.4026	15.1698	804	0.5437	0.6582	0.5437	0.7373
0.4026	15.2075	806	0.5752	0.6160	0.5752	0.7584
0.4026	15.2453	808	0.5765	0.6462	0.5765	0.7593
0.4026	15.2830	810	0.5650	0.6936	0.5650	0.7517
0.4026	15.3208	812	0.5896	0.6098	0.5896	0.7679
0.4026	15.3585	814	0.6334	0.5324	0.6334	0.7958
0.4026	15.3962	816	0.6662	0.5117	0.6662	0.8162
0.4026	15.4340	818	0.6409	0.4959	0.6409	0.8006
0.4026	15.4717	820	0.5866	0.5220	0.5866	0.7659
0.4026	15.5094	822	0.5443	0.5510	0.5443	0.7378
0.4026	15.5472	824	0.5345	0.5723	0.5345	0.7311
0.4026	15.5849	826	0.5417	0.5702	0.5417	0.7360
0.4026	15.6226	828	0.5403	0.6262	0.5403	0.7350
0.4026	15.6604	830	0.5824	0.5425	0.5824	0.7631
0.4026	15.6981	832	0.6294	0.5107	0.6294	0.7933
0.4026	15.7358	834	0.6359	0.5107	0.6359	0.7974
0.4026	15.7736	836	0.5840	0.5226	0.5840	0.7642
0.4026	15.8113	838	0.5516	0.5326	0.5516	0.7427
0.4026	15.8491	840	0.5465	0.4654	0.5465	0.7392
0.4026	15.8868	842	0.5452	0.5185	0.5452	0.7384
0.4026	15.9245	844	0.5479	0.5540	0.5479	0.7402
0.4026	15.9623	846	0.5709	0.5478	0.5709	0.7556
0.4026	16.0	848	0.5965	0.5244	0.5965	0.7723
0.4026	16.0377	850	0.5855	0.5244	0.5855	0.7652
0.4026	16.0755	852	0.5563	0.5236	0.5563	0.7458
0.4026	16.1132	854	0.5512	0.5236	0.5512	0.7425
0.4026	16.1509	856	0.5425	0.5236	0.5425	0.7366
0.4026	16.1887	858	0.5488	0.5236	0.5488	0.7408
0.4026	16.2264	860	0.5559	0.4886	0.5559	0.7456
0.4026	16.2642	862	0.5384	0.5155	0.5384	0.7338
0.4026	16.3019	864	0.5216	0.4828	0.5216	0.7222
0.4026	16.3396	866	0.5268	0.5323	0.5268	0.7258
0.4026	16.3774	868	0.5287	0.5185	0.5287	0.7271
0.4026	16.4151	870	0.5528	0.5339	0.5528	0.7435
0.4026	16.4528	872	0.6222	0.5080	0.6222	0.7888
0.4026	16.4906	874	0.7171	0.5038	0.7171	0.8468
0.4026	16.5283	876	0.7497	0.4812	0.7497	0.8658
0.4026	16.5660	878	0.6911	0.4845	0.6911	0.8313
0.4026	16.6038	880	0.6496	0.5364	0.6496	0.8060
0.4026	16.6415	882	0.6414	0.5208	0.6414	0.8009
0.4026	16.6792	884	0.5922	0.5420	0.5922	0.7695
0.4026	16.7170	886	0.5651	0.6104	0.5651	0.7517
0.4026	16.7547	888	0.5588	0.5669	0.5588	0.7475
0.4026	16.7925	890	0.5557	0.5481	0.5557	0.7455
0.4026	16.8302	892	0.5771	0.4740	0.5771	0.7597
0.4026	16.8679	894	0.5899	0.4550	0.5899	0.7680
0.4026	16.9057	896	0.5709	0.4102	0.5709	0.7556
0.4026	16.9434	898	0.5444	0.4642	0.5444	0.7378
0.4026	16.9811	900	0.5414	0.5285	0.5414	0.7358
0.4026	17.0189	902	0.5508	0.5601	0.5508	0.7422
0.4026	17.0566	904	0.5689	0.5713	0.5689	0.7543
0.4026	17.0943	906	0.6032	0.5619	0.6032	0.7766
0.4026	17.1321	908	0.6153	0.5504	0.6153	0.7844
0.4026	17.1698	910	0.6342	0.5334	0.6342	0.7964
0.4026	17.2075	912	0.6339	0.5214	0.6339	0.7962
0.4026	17.2453	914	0.6112	0.5437	0.6112	0.7818
0.4026	17.2830	916	0.5990	0.5355	0.5990	0.7739
0.4026	17.3208	918	0.6068	0.5536	0.6068	0.7789
0.4026	17.3585	920	0.6082	0.6025	0.6082	0.7799
0.4026	17.3962	922	0.6076	0.5941	0.6076	0.7795
0.4026	17.4340	924	0.5976	0.5650	0.5976	0.7731
0.4026	17.4717	926	0.5777	0.5848	0.5777	0.7601
0.4026	17.5094	928	0.5699	0.5968	0.5699	0.7549
0.4026	17.5472	930	0.5633	0.5972	0.5633	0.7505
0.4026	17.5849	932	0.5612	0.5489	0.5612	0.7491
0.4026	17.6226	934	0.5579	0.5320	0.5579	0.7469
0.4026	17.6604	936	0.5655	0.5476	0.5655	0.7520
0.4026	17.6981	938	0.5781	0.5565	0.5781	0.7603
0.4026	17.7358	940	0.5921	0.5649	0.5921	0.7695
0.4026	17.7736	942	0.5825	0.5811	0.5825	0.7632
0.4026	17.8113	944	0.5678	0.5728	0.5678	0.7535
0.4026	17.8491	946	0.5673	0.5684	0.5673	0.7532
0.4026	17.8868	948	0.5647	0.5402	0.5647	0.7514
0.4026	17.9245	950	0.5597	0.5323	0.5597	0.7481
0.4026	17.9623	952	0.5595	0.4975	0.5595	0.7480
0.4026	18.0	954	0.5616	0.5131	0.5616	0.7494
0.4026	18.0377	956	0.5634	0.5323	0.5634	0.7506
0.4026	18.0755	958	0.5776	0.5176	0.5776	0.7600
0.4026	18.1132	960	0.5828	0.5176	0.5828	0.7634
0.4026	18.1509	962	0.5774	0.4913	0.5774	0.7599
0.4026	18.1887	964	0.5772	0.4913	0.5772	0.7598
0.4026	18.2264	966	0.5806	0.4913	0.5806	0.7620
0.4026	18.2642	968	0.5831	0.4928	0.5831	0.7636
0.4026	18.3019	970	0.5795	0.5019	0.5795	0.7612
0.4026	18.3396	972	0.5723	0.5312	0.5723	0.7565
0.4026	18.3774	974	0.5806	0.5500	0.5806	0.7620
0.4026	18.4151	976	0.5773	0.5500	0.5773	0.7598
0.4026	18.4528	978	0.5773	0.5500	0.5773	0.7598
0.4026	18.4906	980	0.5722	0.5164	0.5722	0.7565
0.4026	18.5283	982	0.5644	0.4888	0.5644	0.7513
0.4026	18.5660	984	0.5568	0.4864	0.5568	0.7462
0.4026	18.6038	986	0.5575	0.5078	0.5575	0.7467
0.4026	18.6415	988	0.5570	0.5078	0.5570	0.7463
0.4026	18.6792	990	0.5582	0.5004	0.5582	0.7471
0.4026	18.7170	992	0.5635	0.4835	0.5635	0.7506
0.4026	18.7547	994	0.5736	0.4812	0.5736	0.7574
0.4026	18.7925	996	0.5634	0.4904	0.5634	0.7506
0.4026	18.8302	998	0.5571	0.5147	0.5571	0.7464
0.0707	18.8679	1000	0.5565	0.5421	0.5565	0.7460
0.0707	18.9057	1002	0.5585	0.4857	0.5585	0.7473
0.0707	18.9434	1004	0.5899	0.5059	0.5899	0.7681
0.0707	18.9811	1006	0.6331	0.4695	0.6331	0.7957
0.0707	19.0189	1008	0.6374	0.5029	0.6374	0.7983
0.0707	19.0566	1010	0.6404	0.5029	0.6404	0.8003

Framework versions

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