ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k3_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: 0.6305
• Qwk: 0.5445
• Mse: 0.6305
• Rmse: 0.7940

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	0.1111	2	4.1209	-0.0176	4.1209	2.0300
No log	0.2222	4	2.2567	0.0359	2.2567	1.5022
No log	0.3333	6	1.3948	0.0251	1.3948	1.1810
No log	0.4444	8	0.9177	0.0206	0.9177	0.9580
No log	0.5556	10	0.8075	0.2849	0.8075	0.8986
No log	0.6667	12	0.7809	0.2197	0.7809	0.8837
No log	0.7778	14	0.8414	0.1770	0.8414	0.9173
No log	0.8889	16	1.1436	0.0970	1.1436	1.0694
No log	1.0	18	1.2977	0.0657	1.2977	1.1392
No log	1.1111	20	1.1269	0.0324	1.1269	1.0615
No log	1.2222	22	1.3277	0.0891	1.3277	1.1523
No log	1.3333	24	0.9633	0.0989	0.9633	0.9815
No log	1.4444	26	0.8340	0.1761	0.8340	0.9132
No log	1.5556	28	0.8420	0.1804	0.8420	0.9176
No log	1.6667	30	0.7915	0.2469	0.7915	0.8897
No log	1.7778	32	0.7540	0.3044	0.7540	0.8684
No log	1.8889	34	0.8065	0.2887	0.8065	0.8981
No log	2.0	36	0.8345	0.1719	0.8345	0.9135
No log	2.1111	38	0.7737	0.2554	0.7737	0.8796
No log	2.2222	40	0.7262	0.3250	0.7262	0.8522
No log	2.3333	42	0.7834	0.2403	0.7834	0.8851
No log	2.4444	44	0.9490	0.2075	0.9490	0.9742
No log	2.5556	46	0.9232	0.2261	0.9232	0.9608
No log	2.6667	48	0.7782	0.2985	0.7782	0.8821
No log	2.7778	50	0.7225	0.4128	0.7225	0.8500
No log	2.8889	52	0.8502	0.2528	0.8502	0.9221
No log	3.0	54	0.8717	0.2479	0.8717	0.9337
No log	3.1111	56	0.7940	0.2596	0.7940	0.8910
No log	3.2222	58	0.7179	0.4367	0.7179	0.8473
No log	3.3333	60	0.9171	0.4213	0.9171	0.9576
No log	3.4444	62	1.0050	0.4246	1.0050	1.0025
No log	3.5556	64	0.9243	0.4479	0.9243	0.9614
No log	3.6667	66	0.8096	0.3968	0.8096	0.8998
No log	3.7778	68	0.8592	0.4468	0.8592	0.9269
No log	3.8889	70	0.9398	0.3649	0.9398	0.9694
No log	4.0	72	0.9286	0.3503	0.9286	0.9637
No log	4.1111	74	0.8569	0.3437	0.8569	0.9257
No log	4.2222	76	0.6838	0.3586	0.6838	0.8269
No log	4.3333	78	0.6331	0.4603	0.6331	0.7957
No log	4.4444	80	0.6629	0.4894	0.6629	0.8142
No log	4.5556	82	0.7034	0.4973	0.7034	0.8387
No log	4.6667	84	0.7392	0.4936	0.7392	0.8598
No log	4.7778	86	0.7502	0.4975	0.7502	0.8661
No log	4.8889	88	0.7852	0.4832	0.7852	0.8861
No log	5.0	90	0.8169	0.5078	0.8169	0.9038
No log	5.1111	92	0.8346	0.4760	0.8346	0.9136
No log	5.2222	94	0.9517	0.4620	0.9517	0.9756
No log	5.3333	96	0.9719	0.4395	0.9719	0.9859
No log	5.4444	98	0.8923	0.4372	0.8923	0.9446
No log	5.5556	100	0.8090	0.4811	0.8090	0.8994
No log	5.6667	102	0.7973	0.4090	0.7973	0.8929
No log	5.7778	104	0.8533	0.3299	0.8533	0.9238
No log	5.8889	106	0.8745	0.3280	0.8745	0.9351
No log	6.0	108	0.7518	0.4914	0.7518	0.8671
No log	6.1111	110	0.7849	0.4760	0.7849	0.8859
No log	6.2222	112	0.7972	0.4783	0.7972	0.8928
No log	6.3333	114	0.8062	0.5087	0.8062	0.8979
No log	6.4444	116	0.8004	0.5326	0.8004	0.8946
No log	6.5556	118	0.7699	0.5330	0.7699	0.8774
No log	6.6667	120	0.7334	0.5446	0.7334	0.8564
No log	6.7778	122	0.7112	0.5044	0.7112	0.8433
No log	6.8889	124	0.7042	0.5399	0.7042	0.8392
No log	7.0	126	0.6869	0.5330	0.6869	0.8288
No log	7.1111	128	0.7228	0.5010	0.7228	0.8501
No log	7.2222	130	0.7555	0.5261	0.7555	0.8692
No log	7.3333	132	0.7942	0.5091	0.7942	0.8912
No log	7.4444	134	0.8708	0.4951	0.8708	0.9332
No log	7.5556	136	0.8208	0.5006	0.8208	0.9060
No log	7.6667	138	0.7427	0.5115	0.7427	0.8618
No log	7.7778	140	0.7645	0.5091	0.7645	0.8744
No log	7.8889	142	0.8007	0.5080	0.8007	0.8948
No log	8.0	144	0.8414	0.4908	0.8414	0.9173
No log	8.1111	146	0.8427	0.5045	0.8427	0.9180
No log	8.2222	148	0.8125	0.5265	0.8125	0.9014
No log	8.3333	150	0.8575	0.4783	0.8575	0.9260
No log	8.4444	152	0.8119	0.5103	0.8119	0.9010
No log	8.5556	154	0.6869	0.6057	0.6869	0.8288
No log	8.6667	156	0.6756	0.5011	0.6756	0.8220
No log	8.7778	158	0.7312	0.4911	0.7312	0.8551
No log	8.8889	160	0.8864	0.4746	0.8864	0.9415
No log	9.0	162	0.9378	0.4556	0.9378	0.9684
No log	9.1111	164	0.9181	0.4536	0.9181	0.9582
No log	9.2222	166	0.8514	0.5080	0.8514	0.9227
No log	9.3333	168	0.8649	0.5312	0.8649	0.9300
No log	9.4444	170	0.8165	0.5163	0.8165	0.9036
No log	9.5556	172	0.7850	0.4710	0.7850	0.8860
No log	9.6667	174	0.7665	0.4870	0.7665	0.8755
No log	9.7778	176	0.6678	0.4712	0.6678	0.8172
No log	9.8889	178	0.5809	0.5533	0.5809	0.7622
No log	10.0	180	0.6629	0.5477	0.6629	0.8142
No log	10.1111	182	0.7514	0.4421	0.7514	0.8668
No log	10.2222	184	0.7187	0.4934	0.7187	0.8477
No log	10.3333	186	0.6691	0.5302	0.6691	0.8180
No log	10.4444	188	0.7338	0.5242	0.7338	0.8566
No log	10.5556	190	0.7836	0.5120	0.7836	0.8852
No log	10.6667	192	0.7516	0.4890	0.7516	0.8670
No log	10.7778	194	0.6853	0.5262	0.6853	0.8278
No log	10.8889	196	0.6546	0.5426	0.6546	0.8091
No log	11.0	198	0.6348	0.5426	0.6348	0.7967
No log	11.1111	200	0.6221	0.5612	0.6221	0.7887
No log	11.2222	202	0.6729	0.4942	0.6729	0.8203
No log	11.3333	204	0.6558	0.5164	0.6558	0.8098
No log	11.4444	206	0.6353	0.5637	0.6353	0.7971
No log	11.5556	208	0.6423	0.5484	0.6423	0.8015
No log	11.6667	210	0.6224	0.4966	0.6224	0.7889
No log	11.7778	212	0.6079	0.5948	0.6079	0.7797
No log	11.8889	214	0.6682	0.5546	0.6682	0.8174
No log	12.0	216	0.6969	0.5188	0.6969	0.8348
No log	12.1111	218	0.6389	0.5454	0.6389	0.7993
No log	12.2222	220	0.5511	0.5694	0.5511	0.7424
No log	12.3333	222	0.5451	0.6198	0.5451	0.7383
No log	12.4444	224	0.5608	0.5811	0.5608	0.7489
No log	12.5556	226	0.5658	0.5996	0.5658	0.7522
No log	12.6667	228	0.5934	0.5874	0.5934	0.7703
No log	12.7778	230	0.6336	0.5484	0.6336	0.7960
No log	12.8889	232	0.6398	0.5537	0.6398	0.7998
No log	13.0	234	0.5975	0.5920	0.5975	0.7730
No log	13.1111	236	0.5840	0.5892	0.5840	0.7642
No log	13.2222	238	0.5744	0.5842	0.5744	0.7579
No log	13.3333	240	0.5770	0.5882	0.5770	0.7596
No log	13.4444	242	0.6191	0.5920	0.6191	0.7868
No log	13.5556	244	0.6859	0.5246	0.6859	0.8282
No log	13.6667	246	0.7601	0.5422	0.7601	0.8718
No log	13.7778	248	0.7717	0.5541	0.7717	0.8785
No log	13.8889	250	0.6833	0.5356	0.6833	0.8266
No log	14.0	252	0.6076	0.5510	0.6076	0.7795
No log	14.1111	254	0.6031	0.5526	0.6031	0.7766
No log	14.2222	256	0.6307	0.4810	0.6307	0.7941
No log	14.3333	258	0.6627	0.5	0.6627	0.8140
No log	14.4444	260	0.6868	0.5029	0.6868	0.8287
No log	14.5556	262	0.7041	0.5065	0.7041	0.8391
No log	14.6667	264	0.7514	0.5229	0.7514	0.8669
No log	14.7778	266	0.8207	0.4835	0.8207	0.9060
No log	14.8889	268	0.8623	0.4911	0.8623	0.9286
No log	15.0	270	0.8401	0.4900	0.8401	0.9166
No log	15.1111	272	0.7428	0.5048	0.7428	0.8619
No log	15.2222	274	0.7342	0.5122	0.7342	0.8568
No log	15.3333	276	0.7038	0.5027	0.7038	0.8389
No log	15.4444	278	0.6864	0.5515	0.6864	0.8285
No log	15.5556	280	0.7393	0.4760	0.7393	0.8598
No log	15.6667	282	0.9680	0.4417	0.9680	0.9839
No log	15.7778	284	1.1645	0.3787	1.1645	1.0791
No log	15.8889	286	1.0562	0.4306	1.0562	1.0277
No log	16.0	288	0.7685	0.4776	0.7685	0.8766
No log	16.1111	290	0.5746	0.5837	0.5746	0.7581
No log	16.2222	292	0.6474	0.4762	0.6474	0.8046
No log	16.3333	294	0.7410	0.4618	0.7410	0.8608
No log	16.4444	296	0.8401	0.4370	0.8401	0.9166
No log	16.5556	298	0.8148	0.4291	0.8148	0.9027
No log	16.6667	300	0.7353	0.4527	0.7353	0.8575
No log	16.7778	302	0.6593	0.4769	0.6593	0.8120
No log	16.8889	304	0.6487	0.4968	0.6487	0.8054
No log	17.0	306	0.6969	0.4858	0.6969	0.8348
No log	17.1111	308	0.7680	0.4342	0.7680	0.8764
No log	17.2222	310	0.8484	0.4421	0.8484	0.9211
No log	17.3333	312	0.8229	0.4256	0.8229	0.9071
No log	17.4444	314	0.7556	0.4212	0.7556	0.8692
No log	17.5556	316	0.7019	0.4635	0.7019	0.8378
No log	17.6667	318	0.6585	0.4886	0.6585	0.8115
No log	17.7778	320	0.6399	0.4742	0.6399	0.7999
No log	17.8889	322	0.6309	0.4587	0.6309	0.7943
No log	18.0	324	0.6468	0.4953	0.6468	0.8042
No log	18.1111	326	0.6912	0.5011	0.6912	0.8314
No log	18.2222	328	0.7287	0.4636	0.7287	0.8536
No log	18.3333	330	0.7003	0.4636	0.7003	0.8369
No log	18.4444	332	0.6113	0.4952	0.6113	0.7819
No log	18.5556	334	0.5863	0.5438	0.5863	0.7657
No log	18.6667	336	0.5874	0.5591	0.5874	0.7664
No log	18.7778	338	0.6309	0.5214	0.6309	0.7943
No log	18.8889	340	0.6844	0.4636	0.6844	0.8273
No log	19.0	342	0.6496	0.5353	0.6496	0.8060
No log	19.1111	344	0.6068	0.5490	0.6068	0.7790
No log	19.2222	346	0.6027	0.5569	0.6027	0.7763
No log	19.3333	348	0.6117	0.5591	0.6117	0.7821
No log	19.4444	350	0.6242	0.5536	0.6242	0.7900
No log	19.5556	352	0.6047	0.5363	0.6047	0.7776
No log	19.6667	354	0.5969	0.5214	0.5969	0.7726
No log	19.7778	356	0.6133	0.5038	0.6133	0.7831
No log	19.8889	358	0.6646	0.4898	0.6646	0.8152
No log	20.0	360	0.6825	0.4952	0.6825	0.8262
No log	20.1111	362	0.6480	0.4982	0.6480	0.8050
No log	20.2222	364	0.5580	0.5957	0.5580	0.7470
No log	20.3333	366	0.5418	0.6038	0.5418	0.7361
No log	20.4444	368	0.5669	0.6135	0.5669	0.7529
No log	20.5556	370	0.6428	0.5262	0.6428	0.8018
No log	20.6667	372	0.7819	0.5123	0.7819	0.8842
No log	20.7778	374	0.8397	0.5005	0.8397	0.9164
No log	20.8889	376	0.7962	0.5073	0.7962	0.8923
No log	21.0	378	0.7276	0.5891	0.7276	0.8530
No log	21.1111	380	0.6787	0.5750	0.6787	0.8238
No log	21.2222	382	0.6332	0.6193	0.6332	0.7957
No log	21.3333	384	0.6065	0.6463	0.6065	0.7788
No log	21.4444	386	0.6275	0.5343	0.6275	0.7921
No log	21.5556	388	0.6621	0.5241	0.6621	0.8137
No log	21.6667	390	0.6773	0.5740	0.6773	0.8230
No log	21.7778	392	0.6599	0.5744	0.6599	0.8123
No log	21.8889	394	0.6529	0.6101	0.6529	0.8080
No log	22.0	396	0.6555	0.6009	0.6555	0.8096
No log	22.1111	398	0.6688	0.5530	0.6688	0.8178
No log	22.2222	400	0.7177	0.5190	0.7177	0.8471
No log	22.3333	402	0.7147	0.5421	0.7147	0.8454
No log	22.4444	404	0.6799	0.5675	0.6799	0.8245
No log	22.5556	406	0.6617	0.6027	0.6617	0.8135
No log	22.6667	408	0.6658	0.5965	0.6658	0.8159
No log	22.7778	410	0.6639	0.5965	0.6639	0.8148
No log	22.8889	412	0.6734	0.5644	0.6734	0.8206
No log	23.0	414	0.6796	0.5462	0.6796	0.8244
No log	23.1111	416	0.7007	0.4931	0.7007	0.8371
No log	23.2222	418	0.7197	0.4828	0.7197	0.8484
No log	23.3333	420	0.7119	0.4828	0.7119	0.8437
No log	23.4444	422	0.7047	0.5011	0.7047	0.8394
No log	23.5556	424	0.6689	0.5091	0.6689	0.8178
No log	23.6667	426	0.6628	0.5606	0.6628	0.8142
No log	23.7778	428	0.6957	0.5739	0.6957	0.8341
No log	23.8889	430	0.7176	0.5688	0.7176	0.8471
No log	24.0	432	0.7209	0.5688	0.7209	0.8491
No log	24.1111	434	0.7101	0.5285	0.7101	0.8427
No log	24.2222	436	0.6814	0.5509	0.6814	0.8254
No log	24.3333	438	0.6559	0.5611	0.6559	0.8099
No log	24.4444	440	0.6460	0.5039	0.6460	0.8037
No log	24.5556	442	0.6251	0.5470	0.6251	0.7906
No log	24.6667	444	0.6081	0.5161	0.6081	0.7798
No log	24.7778	446	0.6198	0.5372	0.6198	0.7872
No log	24.8889	448	0.6773	0.5312	0.6773	0.8230
No log	25.0	450	0.7183	0.5436	0.7183	0.8475
No log	25.1111	452	0.7096	0.5337	0.7096	0.8423
No log	25.2222	454	0.6747	0.5359	0.6747	0.8214
No log	25.3333	456	0.6339	0.5087	0.6339	0.7962
No log	25.4444	458	0.6252	0.5371	0.6252	0.7907
No log	25.5556	460	0.6302	0.5607	0.6302	0.7938
No log	25.6667	462	0.6720	0.5182	0.6720	0.8198
No log	25.7778	464	0.6835	0.5145	0.6835	0.8267
No log	25.8889	466	0.6644	0.5261	0.6644	0.8151
No log	26.0	468	0.6407	0.5516	0.6407	0.8005
No log	26.1111	470	0.6407	0.5254	0.6407	0.8004
No log	26.2222	472	0.6504	0.5254	0.6504	0.8065
No log	26.3333	474	0.6786	0.5178	0.6786	0.8238
No log	26.4444	476	0.7280	0.4978	0.7280	0.8532
No log	26.5556	478	0.7430	0.4846	0.7430	0.8620
No log	26.6667	480	0.7114	0.5048	0.7114	0.8435
No log	26.7778	482	0.6350	0.5163	0.6350	0.7969
No log	26.8889	484	0.5972	0.5543	0.5972	0.7728
No log	27.0	486	0.5936	0.5628	0.5936	0.7705
No log	27.1111	488	0.5895	0.5421	0.5895	0.7678
No log	27.2222	490	0.5989	0.5752	0.5989	0.7739
No log	27.3333	492	0.6406	0.5533	0.6406	0.8004
No log	27.4444	494	0.6911	0.5262	0.6911	0.8313
No log	27.5556	496	0.7457	0.5198	0.7457	0.8636
No log	27.6667	498	0.7732	0.5185	0.7732	0.8793
0.326	27.7778	500	0.7475	0.5	0.7475	0.8646
0.326	27.8889	502	0.6701	0.5336	0.6701	0.8186
0.326	28.0	504	0.6212	0.5847	0.6212	0.7882
0.326	28.1111	506	0.6209	0.5397	0.6209	0.7880
0.326	28.2222	508	0.6370	0.5179	0.6370	0.7981
0.326	28.3333	510	0.6374	0.5175	0.6374	0.7984
0.326	28.4444	512	0.6293	0.5108	0.6293	0.7933
0.326	28.5556	514	0.6620	0.5550	0.6620	0.8136
0.326	28.6667	516	0.7492	0.5194	0.7492	0.8656
0.326	28.7778	518	0.8182	0.4278	0.8182	0.9045
0.326	28.8889	520	0.8202	0.4714	0.8202	0.9056
0.326	29.0	522	0.7469	0.4408	0.7469	0.8642
0.326	29.1111	524	0.6512	0.4688	0.6512	0.8070
0.326	29.2222	526	0.5958	0.5180	0.5958	0.7719
0.326	29.3333	528	0.5715	0.5238	0.5715	0.7560
0.326	29.4444	530	0.5793	0.5768	0.5793	0.7611
0.326	29.5556	532	0.6322	0.5663	0.6322	0.7951
0.326	29.6667	534	0.6852	0.5406	0.6852	0.8278
0.326	29.7778	536	0.7110	0.5371	0.7110	0.8432
0.326	29.8889	538	0.7024	0.5304	0.7024	0.8381
0.326	30.0	540	0.7013	0.5759	0.7013	0.8374
0.326	30.1111	542	0.7112	0.5445	0.7112	0.8433
0.326	30.2222	544	0.7001	0.5411	0.7001	0.8367
0.326	30.3333	546	0.6693	0.53	0.6693	0.8181
0.326	30.4444	548	0.6509	0.5395	0.6509	0.8068
0.326	30.5556	550	0.6549	0.5570	0.6549	0.8093
0.326	30.6667	552	0.6947	0.5325	0.6947	0.8335
0.326	30.7778	554	0.7401	0.5170	0.7401	0.8603
0.326	30.8889	556	0.7423	0.5440	0.7423	0.8616
0.326	31.0	558	0.7409	0.5455	0.7409	0.8608
0.326	31.1111	560	0.7146	0.5544	0.7146	0.8454
0.326	31.2222	562	0.7116	0.5544	0.7116	0.8435
0.326	31.3333	564	0.6704	0.5560	0.6704	0.8188
0.326	31.4444	566	0.6450	0.5560	0.6450	0.8031
0.326	31.5556	568	0.6211	0.5375	0.6211	0.7881
0.326	31.6667	570	0.6066	0.5833	0.6066	0.7789
0.326	31.7778	572	0.6137	0.5718	0.6137	0.7834
0.326	31.8889	574	0.6035	0.5700	0.6035	0.7768
0.326	32.0	576	0.6224	0.5619	0.6224	0.7889
0.326	32.1111	578	0.6376	0.5326	0.6376	0.7985
0.326	32.2222	580	0.6166	0.5405	0.6166	0.7852
0.326	32.3333	582	0.6208	0.5247	0.6208	0.7879
0.326	32.4444	584	0.5937	0.5513	0.5937	0.7705
0.326	32.5556	586	0.5610	0.5977	0.5610	0.7490
0.326	32.6667	588	0.5620	0.5890	0.5620	0.7497
0.326	32.7778	590	0.6031	0.5468	0.6031	0.7766
0.326	32.8889	592	0.6594	0.5278	0.6594	0.8120
0.326	33.0	594	0.7055	0.5062	0.7055	0.8399
0.326	33.1111	596	0.7113	0.5050	0.7113	0.8434
0.326	33.2222	598	0.6668	0.5005	0.6668	0.8166
0.326	33.3333	600	0.6253	0.5345	0.6253	0.7907
0.326	33.4444	602	0.6341	0.5437	0.6341	0.7963
0.326	33.5556	604	0.6521	0.5229	0.6521	0.8075
0.326	33.6667	606	0.6480	0.5381	0.6480	0.8050
0.326	33.7778	608	0.6401	0.5681	0.6401	0.8001
0.326	33.8889	610	0.6441	0.5727	0.6441	0.8025
0.326	34.0	612	0.6384	0.5477	0.6384	0.7990
0.326	34.1111	614	0.6340	0.5291	0.6340	0.7962
0.326	34.2222	616	0.6313	0.5050	0.6313	0.7946
0.326	34.3333	618	0.6596	0.4892	0.6596	0.8121
0.326	34.4444	620	0.6490	0.4903	0.6490	0.8056
0.326	34.5556	622	0.6231	0.5220	0.6231	0.7894
0.326	34.6667	624	0.5828	0.5682	0.5828	0.7634
0.326	34.7778	626	0.5698	0.6022	0.5698	0.7549
0.326	34.8889	628	0.5970	0.5768	0.5970	0.7726
0.326	35.0	630	0.6431	0.5259	0.6431	0.8019
0.326	35.1111	632	0.6983	0.5421	0.6983	0.8357
0.326	35.2222	634	0.7215	0.5406	0.7215	0.8494
0.326	35.3333	636	0.7235	0.5406	0.7235	0.8506
0.326	35.4444	638	0.7175	0.5406	0.7175	0.8470
0.326	35.5556	640	0.6814	0.5520	0.6814	0.8255
0.326	35.6667	642	0.6721	0.5344	0.6721	0.8198
0.326	35.7778	644	0.6603	0.5374	0.6603	0.8126
0.326	35.8889	646	0.6379	0.5655	0.6379	0.7987
0.326	36.0	648	0.6231	0.5763	0.6231	0.7894
0.326	36.1111	650	0.6199	0.5260	0.6199	0.7873
0.326	36.2222	652	0.6083	0.5299	0.6083	0.7799
0.326	36.3333	654	0.5746	0.5725	0.5746	0.7580
0.326	36.4444	656	0.5648	0.5774	0.5648	0.7516
0.326	36.5556	658	0.5752	0.5812	0.5752	0.7584
0.326	36.6667	660	0.6013	0.6002	0.6013	0.7755
0.326	36.7778	662	0.6240	0.5842	0.6240	0.7899
0.326	36.8889	664	0.6374	0.5820	0.6374	0.7984
0.326	37.0	666	0.6264	0.5520	0.6264	0.7914
0.326	37.1111	668	0.6092	0.5925	0.6092	0.7805
0.326	37.2222	670	0.6021	0.5320	0.6021	0.7759
0.326	37.3333	672	0.6173	0.5137	0.6173	0.7857
0.326	37.4444	674	0.6416	0.5393	0.6416	0.8010
0.326	37.5556	676	0.6619	0.5687	0.6619	0.8136
0.326	37.6667	678	0.6685	0.5596	0.6685	0.8176
0.326	37.7778	680	0.6590	0.5628	0.6590	0.8118
0.326	37.8889	682	0.6620	0.5328	0.6620	0.8136
0.326	38.0	684	0.6827	0.5395	0.6827	0.8263
0.326	38.1111	686	0.6940	0.5366	0.6940	0.8331
0.326	38.2222	688	0.6998	0.5436	0.6998	0.8366
0.326	38.3333	690	0.6756	0.5205	0.6756	0.8220
0.326	38.4444	692	0.6571	0.5240	0.6571	0.8106
0.326	38.5556	694	0.6600	0.5232	0.6600	0.8124
0.326	38.6667	696	0.6839	0.5219	0.6839	0.8270
0.326	38.7778	698	0.7001	0.5158	0.7001	0.8367
0.326	38.8889	700	0.7179	0.5431	0.7179	0.8473
0.326	39.0	702	0.7376	0.5446	0.7376	0.8588
0.326	39.1111	704	0.7420	0.5331	0.7420	0.8614
0.326	39.2222	706	0.7154	0.5345	0.7154	0.8458
0.326	39.3333	708	0.6833	0.5179	0.6833	0.8266
0.326	39.4444	710	0.6638	0.5668	0.6638	0.8147
0.326	39.5556	712	0.6516	0.5705	0.6516	0.8072
0.326	39.6667	714	0.6471	0.5686	0.6471	0.8044
0.326	39.7778	716	0.6474	0.5500	0.6474	0.8046
0.326	39.8889	718	0.6557	0.5478	0.6557	0.8098
0.326	40.0	720	0.6626	0.5274	0.6626	0.8140
0.326	40.1111	722	0.6457	0.5320	0.6457	0.8036
0.326	40.2222	724	0.6130	0.5146	0.6130	0.7830
0.326	40.3333	726	0.5829	0.5768	0.5829	0.7635
0.326	40.4444	728	0.5812	0.5869	0.5812	0.7624
0.326	40.5556	730	0.6149	0.5693	0.6149	0.7841
0.326	40.6667	732	0.6437	0.5426	0.6437	0.8023
0.326	40.7778	734	0.6755	0.5426	0.6755	0.8219
0.326	40.8889	736	0.7089	0.5325	0.7089	0.8420
0.326	41.0	738	0.7529	0.5120	0.7529	0.8677
0.326	41.1111	740	0.7645	0.5202	0.7645	0.8743
0.326	41.2222	742	0.7184	0.5332	0.7184	0.8476
0.326	41.3333	744	0.6673	0.5599	0.6673	0.8169
0.326	41.4444	746	0.6291	0.5493	0.6291	0.7932
0.326	41.5556	748	0.6170	0.5390	0.6170	0.7855
0.326	41.6667	750	0.6130	0.5584	0.6130	0.7829
0.326	41.7778	752	0.6327	0.5510	0.6327	0.7954
0.326	41.8889	754	0.6803	0.5442	0.6803	0.8248
0.326	42.0	756	0.7291	0.5350	0.7291	0.8539
0.326	42.1111	758	0.7370	0.5285	0.7370	0.8585
0.326	42.2222	760	0.7065	0.5442	0.7065	0.8405
0.326	42.3333	762	0.6751	0.5195	0.6751	0.8217
0.326	42.4444	764	0.6584	0.5251	0.6584	0.8114
0.326	42.5556	766	0.6414	0.5568	0.6414	0.8009
0.326	42.6667	768	0.6255	0.5586	0.6255	0.7909
0.326	42.7778	770	0.6250	0.5604	0.6250	0.7906
0.326	42.8889	772	0.6372	0.5463	0.6372	0.7982
0.326	43.0	774	0.6502	0.5499	0.6502	0.8063
0.326	43.1111	776	0.6519	0.5410	0.6519	0.8074
0.326	43.2222	778	0.6395	0.5458	0.6395	0.7997
0.326	43.3333	780	0.6266	0.5640	0.6266	0.7916
0.326	43.4444	782	0.6071	0.5727	0.6071	0.7791
0.326	43.5556	784	0.5871	0.5763	0.5871	0.7662
0.326	43.6667	786	0.5854	0.5361	0.5854	0.7651
0.326	43.7778	788	0.5773	0.5275	0.5773	0.7598
0.326	43.8889	790	0.5593	0.5532	0.5593	0.7479
0.326	44.0	792	0.5551	0.5928	0.5551	0.7451
0.326	44.1111	794	0.5703	0.5888	0.5703	0.7552
0.326	44.2222	796	0.5913	0.5867	0.5913	0.7689
0.326	44.3333	798	0.6121	0.5641	0.6121	0.7824
0.326	44.4444	800	0.6465	0.5214	0.6465	0.8040
0.326	44.5556	802	0.6622	0.5122	0.6622	0.8138
0.326	44.6667	804	0.6717	0.4804	0.6717	0.8196
0.326	44.7778	806	0.6670	0.4779	0.6670	0.8167
0.326	44.8889	808	0.6390	0.4825	0.6390	0.7994
0.326	45.0	810	0.6081	0.5494	0.6081	0.7798
0.326	45.1111	812	0.6065	0.5742	0.6065	0.7788
0.326	45.2222	814	0.6305	0.5688	0.6305	0.7941
0.326	45.3333	816	0.6625	0.5671	0.6625	0.8139
0.326	45.4444	818	0.6820	0.5309	0.6820	0.8259
0.326	45.5556	820	0.7099	0.5436	0.7099	0.8426
0.326	45.6667	822	0.7225	0.5421	0.7225	0.8500
0.326	45.7778	824	0.7456	0.5604	0.7456	0.8635
0.326	45.8889	826	0.7326	0.5604	0.7326	0.8559
0.326	46.0	828	0.6880	0.5606	0.6880	0.8294
0.326	46.1111	830	0.6582	0.5624	0.6582	0.8113
0.326	46.2222	832	0.6395	0.5251	0.6395	0.7997
0.326	46.3333	834	0.6199	0.5409	0.6199	0.7873
0.326	46.4444	836	0.6005	0.5388	0.6005	0.7749
0.326	46.5556	838	0.5941	0.5752	0.5941	0.7708
0.326	46.6667	840	0.6122	0.5763	0.6122	0.7824
0.326	46.7778	842	0.6269	0.5536	0.6269	0.7918
0.326	46.8889	844	0.6275	0.5763	0.6275	0.7921
0.326	47.0	846	0.6218	0.5840	0.6218	0.7885
0.326	47.1111	848	0.6310	0.5840	0.6310	0.7944
0.326	47.2222	850	0.6317	0.5859	0.6317	0.7948
0.326	47.3333	852	0.6255	0.5636	0.6255	0.7909
0.326	47.4444	854	0.6252	0.5660	0.6252	0.7907
0.326	47.5556	856	0.6250	0.5734	0.6250	0.7906
0.326	47.6667	858	0.6246	0.5617	0.6246	0.7903
0.326	47.7778	860	0.6278	0.5763	0.6278	0.7923
0.326	47.8889	862	0.6364	0.5793	0.6364	0.7977
0.326	48.0	864	0.6279	0.5664	0.6279	0.7924
0.326	48.1111	866	0.6319	0.5422	0.6319	0.7949
0.326	48.2222	868	0.6362	0.5455	0.6362	0.7976
0.326	48.3333	870	0.6389	0.5255	0.6389	0.7993
0.326	48.4444	872	0.6331	0.5255	0.6331	0.7957
0.326	48.5556	874	0.6065	0.5581	0.6065	0.7788
0.326	48.6667	876	0.5788	0.5498	0.5788	0.7608
0.326	48.7778	878	0.5793	0.5440	0.5793	0.7611
0.326	48.8889	880	0.5768	0.5463	0.5768	0.7595
0.326	49.0	882	0.5910	0.5507	0.5910	0.7688
0.326	49.1111	884	0.6099	0.5581	0.6099	0.7809
0.326	49.2222	886	0.6046	0.5411	0.6046	0.7776
0.326	49.3333	888	0.6138	0.5339	0.6138	0.7834
0.326	49.4444	890	0.6037	0.5355	0.6037	0.7770
0.326	49.5556	892	0.5983	0.5355	0.5983	0.7735
0.326	49.6667	894	0.6056	0.5472	0.6056	0.7782
0.326	49.7778	896	0.6072	0.5393	0.6072	0.7792
0.326	49.8889	898	0.6061	0.5393	0.6061	0.7785
0.326	50.0	900	0.5951	0.5363	0.5951	0.7714
0.326	50.1111	902	0.5821	0.5463	0.5821	0.7630
0.326	50.2222	904	0.5866	0.6046	0.5866	0.7659
0.326	50.3333	906	0.6005	0.6108	0.6005	0.7749
0.326	50.4444	908	0.6361	0.5642	0.6361	0.7975
0.326	50.5556	910	0.6806	0.5475	0.6806	0.8250
0.326	50.6667	912	0.7289	0.5328	0.7289	0.8538
0.326	50.7778	914	0.7433	0.5479	0.7433	0.8621
0.326	50.8889	916	0.7219	0.5590	0.7219	0.8496
0.326	51.0	918	0.6774	0.5636	0.6774	0.8231
0.326	51.1111	920	0.6282	0.5909	0.6282	0.7926
0.326	51.2222	922	0.5982	0.6052	0.5982	0.7734
0.326	51.3333	924	0.5914	0.5982	0.5914	0.7690
0.326	51.4444	926	0.6046	0.5198	0.6046	0.7776
0.326	51.5556	928	0.6441	0.4881	0.6441	0.8026
0.326	51.6667	930	0.6851	0.4753	0.6851	0.8277
0.326	51.7778	932	0.6958	0.4753	0.6958	0.8342
0.326	51.8889	934	0.6730	0.4788	0.6730	0.8204
0.326	52.0	936	0.6343	0.5168	0.6343	0.7964
0.326	52.1111	938	0.5928	0.5659	0.5928	0.7699
0.326	52.2222	940	0.5655	0.6060	0.5655	0.7520
0.326	52.3333	942	0.5584	0.5434	0.5584	0.7473
0.326	52.4444	944	0.5583	0.5434	0.5583	0.7472
0.326	52.5556	946	0.5649	0.5625	0.5649	0.7516
0.326	52.6667	948	0.5812	0.5723	0.5812	0.7624
0.326	52.7778	950	0.6079	0.5577	0.6079	0.7797
0.326	52.8889	952	0.6207	0.5577	0.6207	0.7879
0.326	53.0	954	0.6270	0.5678	0.6270	0.7919
0.326	53.1111	956	0.6199	0.5678	0.6199	0.7873
0.326	53.2222	958	0.6191	0.5678	0.6191	0.7868
0.326	53.3333	960	0.6046	0.5458	0.6046	0.7776
0.326	53.4444	962	0.5911	0.5597	0.5911	0.7688
0.326	53.5556	964	0.5913	0.5597	0.5913	0.7690
0.326	53.6667	966	0.5914	0.5517	0.5914	0.7690
0.326	53.7778	968	0.6074	0.5310	0.6074	0.7794
0.326	53.8889	970	0.6137	0.5143	0.6137	0.7834
0.326	54.0	972	0.6049	0.5457	0.6049	0.7778
0.326	54.1111	974	0.6098	0.5457	0.6098	0.7809
0.326	54.2222	976	0.6009	0.5457	0.6009	0.7752
0.326	54.3333	978	0.5975	0.5310	0.5975	0.7730
0.326	54.4444	980	0.5986	0.5369	0.5986	0.7737
0.326	54.5556	982	0.6031	0.5369	0.6031	0.7766
0.326	54.6667	984	0.5986	0.5242	0.5986	0.7737
0.326	54.7778	986	0.6085	0.5369	0.6085	0.7800
0.326	54.8889	988	0.6008	0.5457	0.6008	0.7751
0.326	55.0	990	0.5831	0.5232	0.5831	0.7636
0.326	55.1111	992	0.5679	0.5607	0.5679	0.7536
0.326	55.2222	994	0.5689	0.5709	0.5689	0.7543
0.326	55.3333	996	0.5780	0.5688	0.5780	0.7603
0.326	55.4444	998	0.5877	0.5958	0.5877	0.7666
0.0568	55.5556	1000	0.5948	0.5445	0.5948	0.7712
0.0568	55.6667	1002	0.6055	0.5600	0.6055	0.7782
0.0568	55.7778	1004	0.5995	0.5445	0.5995	0.7743
0.0568	55.8889	1006	0.5954	0.5958	0.5954	0.7716
0.0568	56.0	1008	0.5800	0.5886	0.5800	0.7616
0.0568	56.1111	1010	0.5746	0.5907	0.5746	0.7580
0.0568	56.2222	1012	0.5808	0.5983	0.5808	0.7621
0.0568	56.3333	1014	0.5832	0.5925	0.5832	0.7637
0.0568	56.4444	1016	0.5747	0.5736	0.5747	0.7581
0.0568	56.5556	1018	0.5681	0.5438	0.5681	0.7537
0.0568	56.6667	1020	0.5678	0.5795	0.5678	0.7535
0.0568	56.7778	1022	0.5810	0.5983	0.5810	0.7622
0.0568	56.8889	1024	0.6061	0.5727	0.6061	0.7785
0.0568	57.0	1026	0.6356	0.5498	0.6356	0.7973
0.0568	57.1111	1028	0.6489	0.5535	0.6489	0.8055
0.0568	57.2222	1030	0.6472	0.5552	0.6472	0.8045
0.0568	57.3333	1032	0.6392	0.5438	0.6392	0.7995
0.0568	57.4444	1034	0.6145	0.5589	0.6145	0.7839
0.0568	57.5556	1036	0.5866	0.5864	0.5866	0.7659
0.0568	57.6667	1038	0.5757	0.5505	0.5757	0.7588
0.0568	57.7778	1040	0.5796	0.5627	0.5796	0.7613
0.0568	57.8889	1042	0.5832	0.5568	0.5832	0.7637
0.0568	58.0	1044	0.5821	0.5671	0.5821	0.7629
0.0568	58.1111	1046	0.5868	0.5613	0.5868	0.7660
0.0568	58.2222	1048	0.6034	0.5831	0.6034	0.7768
0.0568	58.3333	1050	0.6345	0.5829	0.6345	0.7966
0.0568	58.4444	1052	0.6602	0.5660	0.6602	0.8125
0.0568	58.5556	1054	0.6816	0.5768	0.6816	0.8256
0.0568	58.6667	1056	0.6925	0.5768	0.6925	0.8321
0.0568	58.7778	1058	0.6902	0.5768	0.6902	0.8308
0.0568	58.8889	1060	0.6810	0.5628	0.6810	0.8252
0.0568	59.0	1062	0.6668	0.5591	0.6668	0.8166
0.0568	59.1111	1064	0.6541	0.5480	0.6541	0.8088
0.0568	59.2222	1066	0.6405	0.5210	0.6405	0.8003
0.0568	59.3333	1068	0.6262	0.5245	0.6262	0.7913
0.0568	59.4444	1070	0.6175	0.5296	0.6175	0.7858
0.0568	59.5556	1072	0.6092	0.5502	0.6092	0.7805
0.0568	59.6667	1074	0.6069	0.5598	0.6069	0.7790
0.0568	59.7778	1076	0.6168	0.6080	0.6168	0.7854
0.0568	59.8889	1078	0.6267	0.6089	0.6267	0.7916
0.0568	60.0	1080	0.6395	0.5913	0.6395	0.7997
0.0568	60.1111	1082	0.6440	0.5728	0.6440	0.8025
0.0568	60.2222	1084	0.6434	0.5763	0.6434	0.8021
0.0568	60.3333	1086	0.6333	0.5935	0.6333	0.7958
0.0568	60.4444	1088	0.6202	0.5972	0.6202	0.7875
0.0568	60.5556	1090	0.6117	0.5393	0.6117	0.7821
0.0568	60.6667	1092	0.6106	0.5600	0.6106	0.7814
0.0568	60.7778	1094	0.6164	0.5365	0.6164	0.7851
0.0568	60.8889	1096	0.6164	0.5467	0.6164	0.7851
0.0568	61.0	1098	0.6292	0.5323	0.6292	0.7932
0.0568	61.1111	1100	0.6490	0.5200	0.6490	0.8056
0.0568	61.2222	1102	0.6506	0.5200	0.6506	0.8066
0.0568	61.3333	1104	0.6521	0.5556	0.6521	0.8075
0.0568	61.4444	1106	0.6399	0.5615	0.6399	0.8000
0.0568	61.5556	1108	0.6338	0.5957	0.6338	0.7961
0.0568	61.6667	1110	0.6404	0.5876	0.6404	0.8003
0.0568	61.7778	1112	0.6347	0.5896	0.6347	0.7967
0.0568	61.8889	1114	0.6198	0.5768	0.6198	0.7873
0.0568	62.0	1116	0.6020	0.5872	0.6020	0.7759
0.0568	62.1111	1118	0.5892	0.5720	0.5892	0.7676
0.0568	62.2222	1120	0.5799	0.5621	0.5799	0.7615
0.0568	62.3333	1122	0.5714	0.5456	0.5714	0.7559
0.0568	62.4444	1124	0.5694	0.5959	0.5694	0.7546
0.0568	62.5556	1126	0.5691	0.5751	0.5691	0.7544
0.0568	62.6667	1128	0.5756	0.5514	0.5756	0.7587
0.0568	62.7778	1130	0.5842	0.5513	0.5842	0.7644
0.0568	62.8889	1132	0.5870	0.5517	0.5870	0.7662
0.0568	63.0	1134	0.5961	0.5498	0.5961	0.7721
0.0568	63.1111	1136	0.6070	0.5498	0.6070	0.7791
0.0568	63.2222	1138	0.6132	0.5235	0.6132	0.7831
0.0568	63.3333	1140	0.6163	0.5314	0.6163	0.7851
0.0568	63.4444	1142	0.6103	0.5727	0.6103	0.7812
0.0568	63.5556	1144	0.6115	0.5937	0.6115	0.7820
0.0568	63.6667	1146	0.6051	0.5586	0.6051	0.7778
0.0568	63.7778	1148	0.6028	0.5624	0.6028	0.7764
0.0568	63.8889	1150	0.5977	0.5793	0.5977	0.7731
0.0568	64.0	1152	0.5912	0.5793	0.5912	0.7689
0.0568	64.1111	1154	0.5917	0.5829	0.5917	0.7692
0.0568	64.2222	1156	0.5946	0.5881	0.5946	0.7711
0.0568	64.3333	1158	0.6042	0.5671	0.6042	0.7773
0.0568	64.4444	1160	0.6182	0.5575	0.6182	0.7863
0.0568	64.5556	1162	0.6267	0.5337	0.6267	0.7917
0.0568	64.6667	1164	0.6320	0.5371	0.6320	0.7950
0.0568	64.7778	1166	0.6271	0.5416	0.6271	0.7919
0.0568	64.8889	1168	0.6151	0.5360	0.6151	0.7843
0.0568	65.0	1170	0.6071	0.5575	0.6071	0.7791
0.0568	65.1111	1172	0.6130	0.5575	0.6130	0.7829
0.0568	65.2222	1174	0.6285	0.5366	0.6285	0.7928
0.0568	65.3333	1176	0.6453	0.5165	0.6453	0.8033
0.0568	65.4444	1178	0.6524	0.5200	0.6524	0.8077
0.0568	65.5556	1180	0.6459	0.5246	0.6459	0.8037
0.0568	65.6667	1182	0.6305	0.5445	0.6305	0.7940

Framework versions

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