ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k10_task7_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: 0.6476
• Qwk: 0.4488
• Mse: 0.6476
• Rmse: 0.8047

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	0.04	2	2.4646	-0.0109	2.4646	1.5699
No log	0.08	4	1.6193	0.1005	1.6193	1.2725
No log	0.12	6	0.7914	0.2066	0.7914	0.8896
No log	0.16	8	0.9638	0.1313	0.9638	0.9817
No log	0.2	10	1.3465	-0.2167	1.3465	1.1604
No log	0.24	12	1.2218	-0.1408	1.2218	1.1053
No log	0.28	14	1.0731	-0.0288	1.0731	1.0359
No log	0.32	16	0.8548	0.0	0.8548	0.9246
No log	0.36	18	1.0298	0.1795	1.0298	1.0148
No log	0.4	20	1.0431	0.2954	1.0431	1.0213
No log	0.44	22	0.8764	0.3238	0.8764	0.9361
No log	0.48	24	0.8654	0.3032	0.8654	0.9302
No log	0.52	26	0.8652	0.3042	0.8652	0.9302
No log	0.56	28	0.8212	0.3606	0.8212	0.9062
No log	0.6	30	0.7203	0.4134	0.7203	0.8487
No log	0.64	32	0.6157	0.3839	0.6157	0.7847
No log	0.68	34	0.5651	0.4492	0.5651	0.7517
No log	0.72	36	0.5516	0.4468	0.5516	0.7427
No log	0.76	38	0.5796	0.4354	0.5796	0.7613
No log	0.8	40	0.5483	0.4837	0.5483	0.7405
No log	0.84	42	0.5334	0.4795	0.5334	0.7304
No log	0.88	44	0.5432	0.4161	0.5432	0.7370
No log	0.92	46	0.5341	0.4847	0.5341	0.7308
No log	0.96	48	0.5167	0.4752	0.5167	0.7188
No log	1.0	50	0.5080	0.5526	0.5080	0.7127
No log	1.04	52	0.5376	0.5442	0.5376	0.7332
No log	1.08	54	0.4958	0.5853	0.4958	0.7041
No log	1.12	56	0.5319	0.5015	0.5319	0.7293
No log	1.16	58	0.5773	0.5149	0.5773	0.7598
No log	1.2	60	0.6309	0.4502	0.6309	0.7943
No log	1.24	62	0.5312	0.5593	0.5312	0.7289
No log	1.28	64	0.5052	0.6326	0.5052	0.7107
No log	1.32	66	0.5210	0.5543	0.5210	0.7218
No log	1.3600	68	0.5777	0.4904	0.5777	0.7600
No log	1.4	70	0.5526	0.4769	0.5526	0.7434
No log	1.44	72	0.6732	0.5047	0.6732	0.8205
No log	1.48	74	0.6895	0.5249	0.6895	0.8304
No log	1.52	76	0.5004	0.5403	0.5004	0.7074
No log	1.56	78	0.4648	0.5995	0.4648	0.6817
No log	1.6	80	0.5735	0.5416	0.5735	0.7573
No log	1.6400	82	0.6923	0.5094	0.6923	0.8321
No log	1.6800	84	0.7245	0.5281	0.7245	0.8512
No log	1.72	86	0.5347	0.5639	0.5347	0.7312
No log	1.76	88	0.5288	0.4849	0.5288	0.7272
No log	1.8	90	0.5194	0.5915	0.5194	0.7207
No log	1.8400	92	0.5365	0.5373	0.5365	0.7325
No log	1.88	94	0.6492	0.5080	0.6492	0.8058
No log	1.92	96	0.7395	0.5255	0.7395	0.8599
No log	1.96	98	0.7038	0.5008	0.7038	0.8389
No log	2.0	100	0.5829	0.5123	0.5829	0.7635
No log	2.04	102	0.6051	0.5059	0.6051	0.7779
No log	2.08	104	0.6740	0.5085	0.6740	0.8210
No log	2.12	106	0.6947	0.5237	0.6947	0.8335
No log	2.16	108	0.5858	0.5265	0.5858	0.7654
No log	2.2	110	0.5471	0.5231	0.5471	0.7396
No log	2.24	112	0.5188	0.5906	0.5188	0.7203
No log	2.2800	114	0.5647	0.5204	0.5647	0.7514
No log	2.32	116	0.5324	0.5895	0.5324	0.7296
No log	2.36	118	0.4970	0.6712	0.4970	0.7050
No log	2.4	120	0.4921	0.6815	0.4921	0.7015
No log	2.44	122	0.4770	0.7196	0.4770	0.6907
No log	2.48	124	0.5309	0.5431	0.5309	0.7286
No log	2.52	126	0.5216	0.5293	0.5216	0.7222
No log	2.56	128	0.4555	0.5882	0.4555	0.6749
No log	2.6	130	0.4399	0.6278	0.4399	0.6632
No log	2.64	132	0.4362	0.6169	0.4362	0.6604
No log	2.68	134	0.4538	0.5803	0.4538	0.6736
No log	2.7200	136	0.5325	0.4728	0.5325	0.7297
No log	2.76	138	0.7809	0.4465	0.7809	0.8837
No log	2.8	140	0.8218	0.4305	0.8218	0.9066
No log	2.84	142	0.6228	0.4512	0.6228	0.7892
No log	2.88	144	0.4612	0.7118	0.4612	0.6791
No log	2.92	146	0.4083	0.7114	0.4083	0.6390
No log	2.96	148	0.4161	0.6978	0.4161	0.6450
No log	3.0	150	0.4042	0.6602	0.4042	0.6357
No log	3.04	152	0.5535	0.4592	0.5535	0.7440
No log	3.08	154	0.5293	0.4587	0.5293	0.7276
No log	3.12	156	0.4312	0.6029	0.4312	0.6566
No log	3.16	158	0.4598	0.5720	0.4598	0.6781
No log	3.2	160	0.6108	0.4717	0.6108	0.7815
No log	3.24	162	0.7269	0.4432	0.7269	0.8526
No log	3.2800	164	0.5212	0.4887	0.5212	0.7220
No log	3.32	166	0.4325	0.6628	0.4325	0.6577
No log	3.36	168	0.4514	0.6517	0.4514	0.6719
No log	3.4	170	0.5680	0.3940	0.5680	0.7536
No log	3.44	172	0.9055	0.4417	0.9055	0.9516
No log	3.48	174	0.9943	0.4213	0.9943	0.9971
No log	3.52	176	0.7231	0.4315	0.7231	0.8504
No log	3.56	178	0.5629	0.4759	0.5629	0.7503
No log	3.6	180	0.5419	0.4980	0.5419	0.7362
No log	3.64	182	0.5411	0.4980	0.5411	0.7356
No log	3.68	184	0.5706	0.4531	0.5706	0.7554
No log	3.7200	186	0.5012	0.5965	0.5012	0.7080
No log	3.76	188	0.4793	0.5980	0.4793	0.6923
No log	3.8	190	0.4902	0.6187	0.4902	0.7001
No log	3.84	192	0.4774	0.6730	0.4774	0.6909
No log	3.88	194	0.4796	0.6828	0.4796	0.6925
No log	3.92	196	0.5040	0.6427	0.5040	0.7099
No log	3.96	198	0.6043	0.5008	0.6043	0.7774
No log	4.0	200	0.5748	0.4812	0.5748	0.7582
No log	4.04	202	0.4860	0.5403	0.4860	0.6971
No log	4.08	204	0.4277	0.6949	0.4277	0.6540
No log	4.12	206	0.4300	0.6278	0.4300	0.6557
No log	4.16	208	0.4755	0.5271	0.4755	0.6896
No log	4.2	210	0.4459	0.5752	0.4459	0.6677
No log	4.24	212	0.4435	0.6852	0.4435	0.6660
No log	4.28	214	0.4470	0.6852	0.4470	0.6686
No log	4.32	216	0.4615	0.5752	0.4615	0.6793
No log	4.36	218	0.6744	0.4350	0.6744	0.8212
No log	4.4	220	0.7609	0.4246	0.7609	0.8723
No log	4.44	222	0.6255	0.4723	0.6255	0.7909
No log	4.48	224	0.4864	0.5111	0.4864	0.6974
No log	4.52	226	0.4649	0.5367	0.4649	0.6819
No log	4.5600	228	0.5095	0.4827	0.5095	0.7138
No log	4.6	230	0.6848	0.5016	0.6848	0.8275
No log	4.64	232	0.5995	0.5047	0.5995	0.7743
No log	4.68	234	0.4553	0.6264	0.4553	0.6747
No log	4.72	236	0.4584	0.6264	0.4584	0.6771
No log	4.76	238	0.5463	0.4409	0.5463	0.7391
No log	4.8	240	0.7491	0.3618	0.7491	0.8655
No log	4.84	242	0.7316	0.3953	0.7316	0.8553
No log	4.88	244	0.5621	0.4815	0.5621	0.7497
No log	4.92	246	0.5315	0.4576	0.5315	0.7291
No log	4.96	248	0.6055	0.4892	0.6055	0.7781
No log	5.0	250	0.6546	0.4223	0.6546	0.8091
No log	5.04	252	0.6067	0.4892	0.6067	0.7789
No log	5.08	254	0.5920	0.4892	0.5920	0.7694
No log	5.12	256	0.5168	0.5067	0.5168	0.7189
No log	5.16	258	0.4683	0.5119	0.4683	0.6843
No log	5.2	260	0.4520	0.5965	0.4520	0.6723
No log	5.24	262	0.4868	0.5544	0.4868	0.6977
No log	5.28	264	0.5356	0.5495	0.5356	0.7319
No log	5.32	266	0.5455	0.5416	0.5455	0.7386
No log	5.36	268	0.4899	0.6011	0.4899	0.6999
No log	5.4	270	0.4471	0.6611	0.4471	0.6687
No log	5.44	272	0.4680	0.6214	0.4680	0.6841
No log	5.48	274	0.4719	0.6004	0.4719	0.6870
No log	5.52	276	0.5206	0.5410	0.5206	0.7215
No log	5.5600	278	0.5536	0.4887	0.5536	0.7440
No log	5.6	280	0.4918	0.5934	0.4918	0.7013
No log	5.64	282	0.5054	0.5512	0.5054	0.7109
No log	5.68	284	0.5468	0.5107	0.5468	0.7394
No log	5.72	286	0.6042	0.4887	0.6042	0.7773
No log	5.76	288	0.5242	0.5426	0.5242	0.7240
No log	5.8	290	0.5226	0.5426	0.5226	0.7229
No log	5.84	292	0.5779	0.5107	0.5779	0.7602
No log	5.88	294	0.6956	0.4462	0.6956	0.8340
No log	5.92	296	0.7667	0.3956	0.7667	0.8756
No log	5.96	298	0.6465	0.4667	0.6465	0.8040
No log	6.0	300	0.4875	0.6318	0.4875	0.6982
No log	6.04	302	0.4547	0.7002	0.4547	0.6743
No log	6.08	304	0.4528	0.7002	0.4528	0.6729
No log	6.12	306	0.5124	0.6226	0.5124	0.7158
No log	6.16	308	0.6735	0.4067	0.6735	0.8206
No log	6.2	310	0.6740	0.3980	0.6740	0.8210
No log	6.24	312	0.4933	0.6238	0.4933	0.7023
No log	6.28	314	0.4454	0.6604	0.4454	0.6674
No log	6.32	316	0.4679	0.6135	0.4679	0.6840
No log	6.36	318	0.5561	0.5373	0.5561	0.7457
No log	6.4	320	0.5409	0.5576	0.5409	0.7355
No log	6.44	322	0.4858	0.6045	0.4858	0.6970
No log	6.48	324	0.4555	0.6931	0.4555	0.6749
No log	6.52	326	0.4580	0.6414	0.4580	0.6768
No log	6.5600	328	0.4709	0.5741	0.4709	0.6862
No log	6.6	330	0.4877	0.5726	0.4877	0.6983
No log	6.64	332	0.5328	0.5538	0.5328	0.7299
No log	6.68	334	0.6425	0.4735	0.6425	0.8016
No log	6.72	336	0.5680	0.4933	0.5680	0.7536
No log	6.76	338	0.4763	0.5655	0.4763	0.6902
No log	6.8	340	0.4631	0.6082	0.4631	0.6805
No log	6.84	342	0.5262	0.5553	0.5262	0.7254
No log	6.88	344	0.7744	0.3963	0.7744	0.8800
No log	6.92	346	0.8901	0.4699	0.8901	0.9435
No log	6.96	348	0.6903	0.3669	0.6903	0.8308
No log	7.0	350	0.4726	0.5752	0.4726	0.6875
No log	7.04	352	0.4478	0.6949	0.4478	0.6692
No log	7.08	354	0.4503	0.6667	0.4503	0.6710
No log	7.12	356	0.4369	0.7055	0.4369	0.6610
No log	7.16	358	0.4891	0.6032	0.4891	0.6994
No log	7.2	360	0.5988	0.4937	0.5988	0.7738
No log	7.24	362	0.6159	0.4993	0.6159	0.7848
No log	7.28	364	0.5281	0.5538	0.5281	0.7267
No log	7.32	366	0.4607	0.7065	0.4607	0.6788
No log	7.36	368	0.4523	0.7354	0.4523	0.6725
No log	7.4	370	0.4941	0.6137	0.4941	0.7030
No log	7.44	372	0.5247	0.5659	0.5247	0.7244
No log	7.48	374	0.5046	0.5735	0.5046	0.7104
No log	7.52	376	0.4650	0.6518	0.4650	0.6819
No log	7.5600	378	0.4431	0.6716	0.4431	0.6657
No log	7.6	380	0.4714	0.6227	0.4714	0.6866
No log	7.64	382	0.4793	0.6011	0.4793	0.6923
No log	7.68	384	0.5104	0.5538	0.5104	0.7144
No log	7.72	386	0.4943	0.5497	0.4943	0.7030
No log	7.76	388	0.4531	0.6395	0.4531	0.6731
No log	7.8	390	0.4321	0.6931	0.4321	0.6574
No log	7.84	392	0.4404	0.6949	0.4404	0.6636
No log	7.88	394	0.4960	0.5831	0.4960	0.7043
No log	7.92	396	0.5977	0.5190	0.5977	0.7731
No log	7.96	398	0.6610	0.4799	0.6610	0.8130
No log	8.0	400	0.7551	0.4094	0.7551	0.8690
No log	8.04	402	0.7008	0.4142	0.7008	0.8372
No log	8.08	404	0.5349	0.5085	0.5349	0.7314
No log	8.12	406	0.4426	0.6060	0.4426	0.6653
No log	8.16	408	0.4378	0.6730	0.4378	0.6617
No log	8.2	410	0.4518	0.5980	0.4518	0.6722
No log	8.24	412	0.4465	0.6506	0.4465	0.6682
No log	8.28	414	0.4462	0.6698	0.4462	0.6680
No log	8.32	416	0.4807	0.6137	0.4807	0.6933
No log	8.36	418	0.5847	0.5139	0.5847	0.7646
No log	8.4	420	0.6461	0.4789	0.6461	0.8038
No log	8.44	422	0.6403	0.4860	0.6403	0.8002
No log	8.48	424	0.5973	0.4933	0.5973	0.7728
No log	8.52	426	0.5559	0.5326	0.5559	0.7456
No log	8.56	428	0.6209	0.4933	0.6209	0.7880
No log	8.6	430	0.6994	0.4511	0.6994	0.8363
No log	8.64	432	0.6204	0.5008	0.6204	0.7876
No log	8.68	434	0.5464	0.5326	0.5464	0.7392
No log	8.72	436	0.4870	0.5528	0.4870	0.6979
No log	8.76	438	0.4698	0.5831	0.4698	0.6854
No log	8.8	440	0.5056	0.5639	0.5056	0.7111
No log	8.84	442	0.5439	0.5538	0.5439	0.7375
No log	8.88	444	0.6043	0.4933	0.6043	0.7774
No log	8.92	446	0.5437	0.5538	0.5437	0.7374
No log	8.96	448	0.4566	0.6201	0.4566	0.6757
No log	9.0	450	0.4522	0.6408	0.4522	0.6725
No log	9.04	452	0.4858	0.6011	0.4858	0.6970
No log	9.08	454	0.5474	0.5659	0.5474	0.7399
No log	9.12	456	0.6174	0.4867	0.6174	0.7858
No log	9.16	458	0.6752	0.4350	0.6752	0.8217
No log	9.2	460	0.6521	0.4528	0.6521	0.8075
No log	9.24	462	0.6056	0.4795	0.6056	0.7782
No log	9.28	464	0.5534	0.5326	0.5534	0.7439
No log	9.32	466	0.4910	0.5802	0.4910	0.7007
No log	9.36	468	0.4470	0.5923	0.4470	0.6686
No log	9.4	470	0.4307	0.7589	0.4307	0.6563
No log	9.44	472	0.4320	0.7442	0.4320	0.6573
No log	9.48	474	0.4711	0.5787	0.4711	0.6864
No log	9.52	476	0.4770	0.5591	0.4770	0.6906
No log	9.56	478	0.4354	0.6401	0.4354	0.6599
No log	9.6	480	0.4268	0.7329	0.4268	0.6533
No log	9.64	482	0.4324	0.6757	0.4324	0.6575
No log	9.68	484	0.4506	0.6401	0.4506	0.6713
No log	9.72	486	0.5135	0.5410	0.5135	0.7166
No log	9.76	488	0.5308	0.5326	0.5308	0.7286
No log	9.8	490	0.5247	0.4979	0.5247	0.7243
No log	9.84	492	0.4692	0.5177	0.4692	0.6850
No log	9.88	494	0.4393	0.6502	0.4393	0.6628
No log	9.92	496	0.4456	0.6266	0.4456	0.6675
No log	9.96	498	0.4996	0.4911	0.4996	0.7068
0.2896	10.0	500	0.5391	0.4409	0.5391	0.7343
0.2896	10.04	502	0.5128	0.4491	0.5128	0.7161
0.2896	10.08	504	0.4647	0.5698	0.4647	0.6817
0.2896	10.12	506	0.4524	0.6037	0.4524	0.6726
0.2896	10.16	508	0.4511	0.6266	0.4511	0.6716
0.2896	10.2	510	0.4797	0.5403	0.4797	0.6926
0.2896	10.24	512	0.5461	0.4961	0.5461	0.7390
0.2896	10.28	514	0.5873	0.4880	0.5873	0.7663
0.2896	10.32	516	0.5201	0.5570	0.5201	0.7212
0.2896	10.36	518	0.4659	0.5851	0.4659	0.6826
0.2896	10.4	520	0.4663	0.6174	0.4663	0.6829
0.2896	10.44	522	0.5073	0.5787	0.5073	0.7123
0.2896	10.48	524	0.5995	0.5204	0.5995	0.7742
0.2896	10.52	526	0.7037	0.4437	0.7037	0.8389
0.2896	10.56	528	0.7370	0.4378	0.7370	0.8585
0.2896	10.6	530	0.6492	0.4462	0.6492	0.8057
0.2896	10.64	532	0.5256	0.5190	0.5256	0.7250
0.2896	10.68	534	0.4712	0.5614	0.4712	0.6864
0.2896	10.72	536	0.4620	0.5852	0.4620	0.6797
0.2896	10.76	538	0.4790	0.5111	0.4790	0.6921
0.2896	10.8	540	0.4952	0.4845	0.4952	0.7037
0.2896	10.84	542	0.5014	0.5500	0.5014	0.7081
0.2896	10.88	544	0.5124	0.5245	0.5124	0.7158
0.2896	10.92	546	0.5135	0.4981	0.5135	0.7166
0.2896	10.96	548	0.5040	0.5245	0.5040	0.7099
0.2896	11.0	550	0.4748	0.5766	0.4748	0.6890
0.2896	11.04	552	0.4516	0.6502	0.4516	0.6720
0.2896	11.08	554	0.4484	0.6389	0.4484	0.6696
0.2896	11.12	556	0.4531	0.6045	0.4531	0.6731
0.2896	11.16	558	0.4970	0.4845	0.4970	0.7050
0.2896	11.2	560	0.5389	0.4569	0.5389	0.7341
0.2896	11.24	562	0.5811	0.4307	0.5811	0.7623
0.2896	11.28	564	0.6549	0.4568	0.6549	0.8093
0.2896	11.32	566	0.6766	0.4432	0.6766	0.8226
0.2896	11.36	568	0.6513	0.4268	0.6513	0.8071
0.2896	11.4	570	0.5741	0.5373	0.5741	0.7577
0.2896	11.44	572	0.5555	0.5576	0.5555	0.7453
0.2896	11.48	574	0.5083	0.5468	0.5083	0.7130
0.2896	11.52	576	0.5043	0.5692	0.5043	0.7101
0.2896	11.56	578	0.5089	0.6011	0.5089	0.7134
0.2896	11.6	580	0.4703	0.6702	0.4703	0.6858
0.2896	11.64	582	0.4454	0.6841	0.4454	0.6674
0.2896	11.68	584	0.4434	0.6736	0.4434	0.6659
0.2896	11.72	586	0.4573	0.6388	0.4573	0.6762
0.2896	11.76	588	0.5646	0.4741	0.5646	0.7514
0.2896	11.8	590	0.6749	0.4204	0.6749	0.8215
0.2896	11.84	592	0.6677	0.4268	0.6677	0.8171
0.2896	11.88	594	0.5809	0.4961	0.5809	0.7622
0.2896	11.92	596	0.5116	0.5880	0.5116	0.7152
0.2896	11.96	598	0.4471	0.6045	0.4471	0.6687
0.2896	12.0	600	0.4341	0.6807	0.4341	0.6589
0.2896	12.04	602	0.4475	0.6797	0.4475	0.6689
0.2896	12.08	604	0.5029	0.5431	0.5029	0.7091
0.2896	12.12	606	0.5402	0.5231	0.5402	0.7349
0.2896	12.16	608	0.6093	0.4597	0.6093	0.7806
0.2896	12.2	610	0.6552	0.4142	0.6552	0.8094
0.2896	12.24	612	0.6775	0.4142	0.6775	0.8231
0.2896	12.28	614	0.5956	0.4880	0.5956	0.7718
0.2896	12.32	616	0.4857	0.6159	0.4857	0.6969
0.2896	12.36	618	0.4383	0.6490	0.4383	0.6621
0.2896	12.4	620	0.4247	0.6832	0.4247	0.6517
0.2896	12.44	622	0.4219	0.7726	0.4219	0.6495
0.2896	12.48	624	0.4288	0.7479	0.4288	0.6549
0.2896	12.52	626	0.4678	0.5895	0.4678	0.6840
0.2896	12.56	628	0.5313	0.5155	0.5313	0.7289
0.2896	12.6	630	0.5849	0.4735	0.5849	0.7648
0.2896	12.64	632	0.6519	0.4204	0.6519	0.8074
0.2896	12.68	634	0.6370	0.4528	0.6370	0.7981
0.2896	12.72	636	0.5840	0.4568	0.5840	0.7642
0.2896	12.76	638	0.5021	0.4749	0.5021	0.7086
0.2896	12.8	640	0.4722	0.5111	0.4722	0.6871
0.2896	12.84	642	0.4683	0.5551	0.4683	0.6844
0.2896	12.88	644	0.4560	0.5597	0.4560	0.6752
0.2896	12.92	646	0.4499	0.5597	0.4499	0.6708
0.2896	12.96	648	0.4382	0.5551	0.4382	0.6620
0.2896	13.0	650	0.4474	0.5551	0.4474	0.6689
0.2896	13.04	652	0.4755	0.5452	0.4755	0.6896
0.2896	13.08	654	0.4778	0.5017	0.4778	0.6912
0.2896	13.12	656	0.4502	0.5500	0.4502	0.6710
0.2896	13.16	658	0.4560	0.5500	0.4560	0.6753
0.2896	13.2	660	0.4573	0.5500	0.4573	0.6763
0.2896	13.24	662	0.4984	0.5275	0.4984	0.7060
0.2896	13.28	664	0.4873	0.5107	0.4873	0.6981
0.2896	13.32	666	0.4213	0.6712	0.4213	0.6490
0.2896	13.36	668	0.4044	0.7333	0.4044	0.6359
0.2896	13.4	670	0.4067	0.7236	0.4067	0.6378
0.2896	13.44	672	0.4119	0.7656	0.4119	0.6418
0.2896	13.48	674	0.4767	0.5712	0.4767	0.6904
0.2896	13.52	676	0.6270	0.4204	0.6270	0.7918
0.2896	13.56	678	0.7207	0.3867	0.7207	0.8489
0.2896	13.6	680	0.6889	0.4250	0.6889	0.8300
0.2896	13.64	682	0.6001	0.4646	0.6001	0.7747
0.2896	13.68	684	0.5087	0.5290	0.5087	0.7132
0.2896	13.72	686	0.4720	0.5500	0.4720	0.6870
0.2896	13.76	688	0.4601	0.5551	0.4601	0.6783
0.2896	13.8	690	0.4735	0.6863	0.4735	0.6881
0.2896	13.84	692	0.5543	0.5614	0.5543	0.7445
0.2896	13.88	694	0.6493	0.4858	0.6493	0.8058
0.2896	13.92	696	0.6630	0.4683	0.6630	0.8143
0.2896	13.96	698	0.5715	0.5181	0.5715	0.7560
0.2896	14.0	700	0.5119	0.5712	0.5119	0.7155
0.2896	14.04	702	0.5047	0.5252	0.5047	0.7105
0.2896	14.08	704	0.5341	0.4835	0.5341	0.7308
0.2896	14.12	706	0.5745	0.4665	0.5745	0.7579
0.2896	14.16	708	0.6068	0.4400	0.6068	0.7789
0.2896	14.2	710	0.5478	0.5026	0.5478	0.7401
0.2896	14.24	712	0.5019	0.5497	0.5019	0.7085
0.2896	14.28	714	0.4485	0.6991	0.4485	0.6697
0.2896	14.32	716	0.4483	0.6991	0.4483	0.6695
0.2896	14.36	718	0.4633	0.6694	0.4633	0.6806
0.2896	14.4	720	0.5224	0.5538	0.5224	0.7228
0.2896	14.44	722	0.5503	0.5326	0.5503	0.7418
0.2896	14.48	724	0.5148	0.5697	0.5148	0.7175
0.2896	14.52	726	0.5185	0.5697	0.5185	0.7200
0.2896	14.56	728	0.5056	0.5452	0.5056	0.7111
0.2896	14.6	730	0.4739	0.5851	0.4739	0.6884
0.2896	14.64	732	0.4711	0.6073	0.4711	0.6864
0.2896	14.68	734	0.4943	0.5538	0.4943	0.7030
0.2896	14.72	736	0.5179	0.5326	0.5179	0.7197
0.2896	14.76	738	0.5081	0.5219	0.5081	0.7128
0.2896	14.8	740	0.5226	0.5131	0.5226	0.7229
0.2896	14.84	742	0.5544	0.5085	0.5544	0.7446
0.2896	14.88	744	0.5867	0.5008	0.5867	0.7659
0.2896	14.92	746	0.6346	0.4735	0.6346	0.7966
0.2896	14.96	748	0.6185	0.4528	0.6185	0.7865
0.2896	15.0	750	0.6032	0.4721	0.6032	0.7767
0.2896	15.04	752	0.5651	0.4726	0.5651	0.7517
0.2896	15.08	754	0.5325	0.5045	0.5325	0.7297
0.2896	15.12	756	0.5373	0.4961	0.5373	0.7330
0.2896	15.16	758	0.5839	0.4870	0.5839	0.7642
0.2896	15.2	760	0.6011	0.4870	0.6011	0.7753
0.2896	15.24	762	0.5742	0.4870	0.5742	0.7577
0.2896	15.28	764	0.5176	0.5275	0.5176	0.7194
0.2896	15.32	766	0.4854	0.5379	0.4854	0.6967
0.2896	15.36	768	0.5003	0.5624	0.5003	0.7073
0.2896	15.4	770	0.5346	0.5107	0.5346	0.7312
0.2896	15.44	772	0.5619	0.5026	0.5619	0.7496
0.2896	15.48	774	0.6039	0.4947	0.6039	0.7771
0.2896	15.52	776	0.6181	0.4646	0.6181	0.7862
0.2896	15.56	778	0.6505	0.4133	0.6505	0.8065
0.2896	15.6	780	0.6523	0.3731	0.6523	0.8077
0.2896	15.64	782	0.6413	0.3731	0.6413	0.8008
0.2896	15.68	784	0.5748	0.4409	0.5748	0.7581
0.2896	15.72	786	0.4918	0.5309	0.4918	0.7013
0.2896	15.76	788	0.4600	0.6021	0.4600	0.6782
0.2896	15.8	790	0.4476	0.6266	0.4476	0.6690
0.2896	15.84	792	0.4708	0.5195	0.4708	0.6861
0.2896	15.88	794	0.5331	0.5107	0.5331	0.7301
0.2896	15.92	796	0.5526	0.5163	0.5526	0.7433
0.2896	15.96	798	0.5715	0.4937	0.5715	0.7560
0.2896	16.0	800	0.5879	0.4937	0.5879	0.7667
0.2896	16.04	802	0.5724	0.5243	0.5724	0.7566
0.2896	16.08	804	0.5389	0.4961	0.5389	0.7341
0.2896	16.12	806	0.5428	0.4961	0.5428	0.7367
0.2896	16.16	808	0.5504	0.4961	0.5504	0.7419
0.2896	16.2	810	0.6055	0.4795	0.6055	0.7781
0.2896	16.24	812	0.6741	0.4860	0.6741	0.8210
0.2896	16.28	814	0.6796	0.4795	0.6796	0.8244
0.2896	16.32	816	0.6181	0.4870	0.6181	0.7862
0.2896	16.36	818	0.5436	0.5158	0.5436	0.7373
0.2896	16.4	820	0.4978	0.5448	0.4978	0.7056
0.2896	16.44	822	0.4955	0.5403	0.4955	0.7039
0.2896	16.48	824	0.4858	0.5538	0.4858	0.6970
0.2896	16.52	826	0.4712	0.6599	0.4712	0.6864
0.2896	16.56	828	0.4874	0.6434	0.4874	0.6982
0.2896	16.6	830	0.5228	0.5918	0.5228	0.7230
0.2896	16.64	832	0.5586	0.5264	0.5586	0.7474
0.2896	16.68	834	0.5397	0.5215	0.5397	0.7347
0.2896	16.72	836	0.5133	0.5219	0.5133	0.7164
0.2896	16.76	838	0.4880	0.5189	0.4880	0.6986
0.2896	16.8	840	0.4742	0.5189	0.4742	0.6886
0.2896	16.84	842	0.4821	0.5448	0.4821	0.6943
0.2896	16.88	844	0.5292	0.5131	0.5292	0.7275
0.2896	16.92	846	0.6054	0.5008	0.6054	0.7781
0.2896	16.96	848	0.6240	0.4795	0.6240	0.7899
0.2896	17.0	850	0.5677	0.5163	0.5677	0.7534
0.2896	17.04	852	0.5250	0.5755	0.5250	0.7246
0.2896	17.08	854	0.5162	0.5935	0.5162	0.7184
0.2896	17.12	856	0.5013	0.5720	0.5013	0.7080
0.2896	17.16	858	0.4931	0.5290	0.4931	0.7022
0.2896	17.2	860	0.4979	0.5290	0.4979	0.7057
0.2896	17.24	862	0.4984	0.5950	0.4984	0.7060
0.2896	17.28	864	0.4982	0.5950	0.4982	0.7058
0.2896	17.32	866	0.4975	0.5755	0.4975	0.7053
0.2896	17.36	868	0.4818	0.5755	0.4818	0.6941
0.2896	17.4	870	0.4892	0.5661	0.4892	0.6994
0.2896	17.44	872	0.5242	0.5394	0.5242	0.7240
0.2896	17.48	874	0.5758	0.4648	0.5758	0.7588
0.2896	17.52	876	0.5686	0.4648	0.5686	0.7541
0.2896	17.56	878	0.5213	0.5394	0.5213	0.7220
0.2896	17.6	880	0.4619	0.5851	0.4619	0.6796
0.2896	17.64	882	0.4587	0.5820	0.4587	0.6773
0.2896	17.68	884	0.4865	0.5570	0.4865	0.6975
0.2896	17.72	886	0.5612	0.5163	0.5612	0.7491
0.2896	17.76	888	0.6309	0.4721	0.6309	0.7943
0.2896	17.8	890	0.6871	0.4396	0.6871	0.8289
0.2896	17.84	892	0.6447	0.4789	0.6447	0.8029
0.2896	17.88	894	0.5486	0.5107	0.5486	0.7407
0.2896	17.92	896	0.4736	0.6159	0.4736	0.6882
0.2896	17.96	898	0.4613	0.6477	0.4613	0.6792
0.2896	18.0	900	0.4812	0.5624	0.4812	0.6937
0.2896	18.04	902	0.4925	0.5591	0.4925	0.7018
0.2896	18.08	904	0.4777	0.5978	0.4777	0.6912
0.2896	18.12	906	0.4480	0.6601	0.4480	0.6693
0.2896	18.16	908	0.4239	0.7434	0.4239	0.6511
0.2896	18.2	910	0.4141	0.6843	0.4141	0.6435
0.2896	18.24	912	0.4121	0.7003	0.4121	0.6419
0.2896	18.28	914	0.4486	0.6950	0.4486	0.6698
0.2896	18.32	916	0.4943	0.6269	0.4943	0.7030
0.2896	18.36	918	0.4954	0.6269	0.4954	0.7039
0.2896	18.4	920	0.4546	0.6777	0.4546	0.6742
0.2896	18.44	922	0.4390	0.6956	0.4390	0.6625
0.2896	18.48	924	0.4289	0.7098	0.4289	0.6549
0.2896	18.52	926	0.4310	0.6903	0.4310	0.6565
0.2896	18.56	928	0.4478	0.6786	0.4478	0.6692
0.2896	18.6	930	0.4801	0.6201	0.4801	0.6929
0.2896	18.64	932	0.4946	0.5817	0.4946	0.7033
0.2896	18.68	934	0.5186	0.5455	0.5186	0.7202
0.2896	18.72	936	0.5726	0.5190	0.5726	0.7567
0.2896	18.76	938	0.5872	0.5190	0.5872	0.7663
0.2896	18.8	940	0.5280	0.5139	0.5280	0.7267
0.2896	18.84	942	0.5072	0.5231	0.5072	0.7122
0.2896	18.88	944	0.4531	0.6105	0.4531	0.6732
0.2896	18.92	946	0.4216	0.7648	0.4216	0.6493
0.2896	18.96	948	0.4066	0.7820	0.4066	0.6377
0.2896	19.0	950	0.4035	0.7719	0.4035	0.6352
0.2896	19.04	952	0.4085	0.7820	0.4085	0.6391
0.2896	19.08	954	0.4508	0.6860	0.4508	0.6714
0.2896	19.12	956	0.4818	0.5814	0.4818	0.6941
0.2896	19.16	958	0.4763	0.5591	0.4763	0.6902
0.2896	19.2	960	0.4697	0.5553	0.4697	0.6853
0.2896	19.24	962	0.4998	0.5410	0.4998	0.7070
0.2896	19.28	964	0.5339	0.5243	0.5339	0.7307
0.2896	19.32	966	0.5320	0.5326	0.5320	0.7294
0.2896	19.36	968	0.5056	0.5720	0.5056	0.7110
0.2896	19.4	970	0.5197	0.5362	0.5197	0.7209
0.2896	19.44	972	0.5403	0.5243	0.5403	0.7351
0.2896	19.48	974	0.5723	0.5085	0.5723	0.7565
0.2896	19.52	976	0.6427	0.4937	0.6427	0.8017
0.2896	19.56	978	0.7336	0.4447	0.7336	0.8565
0.2896	19.6	980	0.6632	0.5045	0.6632	0.8144
0.2896	19.64	982	0.5511	0.5132	0.5511	0.7424
0.2896	19.68	984	0.4564	0.6214	0.4564	0.6756
0.2896	19.72	986	0.4311	0.6765	0.4311	0.6566
0.2896	19.76	988	0.4128	0.7170	0.4128	0.6425
0.2896	19.8	990	0.4121	0.6786	0.4121	0.6419
0.2896	19.84	992	0.4295	0.6583	0.4295	0.6554
0.2896	19.88	994	0.4541	0.6375	0.4541	0.6739
0.2896	19.92	996	0.4950	0.6058	0.4950	0.7036
0.2896	19.96	998	0.5380	0.5865	0.5380	0.7335
0.0641	20.0	1000	0.5971	0.4947	0.5971	0.7727
0.0641	20.04	1002	0.5960	0.4947	0.5960	0.7720
0.0641	20.08	1004	0.5609	0.5345	0.5609	0.7489
0.0641	20.12	1006	0.5081	0.5481	0.5081	0.7128
0.0641	20.16	1008	0.4831	0.5481	0.4831	0.6951
0.0641	20.2	1010	0.4825	0.5639	0.4825	0.6946
0.0641	20.24	1012	0.5431	0.5163	0.5431	0.7369
0.0641	20.28	1014	0.6345	0.4462	0.6345	0.7966
0.0641	20.32	1016	0.6271	0.4462	0.6271	0.7919
0.0641	20.36	1018	0.5553	0.4726	0.5553	0.7452
0.0641	20.4	1020	0.4914	0.5091	0.4914	0.7010
0.0641	20.44	1022	0.4858	0.5533	0.4858	0.6970
0.0641	20.48	1024	0.5260	0.4824	0.5260	0.7253
0.0641	20.52	1026	0.5843	0.4144	0.5843	0.7644
0.0641	20.56	1028	0.6156	0.4102	0.6156	0.7846
0.0641	20.6	1030	0.5797	0.4482	0.5797	0.7614
0.0641	20.64	1032	0.5028	0.5481	0.5028	0.7091
0.0641	20.68	1034	0.4404	0.6251	0.4404	0.6636
0.0641	20.72	1036	0.4233	0.6488	0.4233	0.6507
0.0641	20.76	1038	0.4252	0.6717	0.4252	0.6521
0.0641	20.8	1040	0.4575	0.6477	0.4575	0.6764
0.0641	20.84	1042	0.4840	0.5858	0.4840	0.6957
0.0641	20.88	1044	0.5455	0.5132	0.5455	0.7386
0.0641	20.92	1046	0.5553	0.5132	0.5553	0.7452
0.0641	20.96	1048	0.4981	0.5817	0.4981	0.7058
0.0641	21.0	1050	0.4432	0.6368	0.4432	0.6657
0.0641	21.04	1052	0.4425	0.6360	0.4425	0.6652
0.0641	21.08	1054	0.4628	0.6123	0.4628	0.6803
0.0641	21.12	1056	0.4908	0.5374	0.4908	0.7005
0.0641	21.16	1058	0.5335	0.5664	0.5335	0.7304
0.0641	21.2	1060	0.5442	0.5233	0.5442	0.7377
0.0641	21.24	1062	0.5396	0.5292	0.5396	0.7346
0.0641	21.28	1064	0.4936	0.6037	0.4936	0.7026
0.0641	21.32	1066	0.4564	0.6037	0.4564	0.6756
0.0641	21.36	1068	0.4395	0.6368	0.4395	0.6630
0.0641	21.4	1070	0.4277	0.6360	0.4277	0.6540
0.0641	21.44	1072	0.4375	0.6360	0.4375	0.6614
0.0641	21.48	1074	0.4809	0.6273	0.4809	0.6935
0.0641	21.52	1076	0.5721	0.4933	0.5721	0.7564
0.0641	21.56	1078	0.6538	0.4437	0.6538	0.8086
0.0641	21.6	1080	0.7386	0.4321	0.7386	0.8594
0.0641	21.64	1082	0.7344	0.4321	0.7344	0.8570
0.0641	21.68	1084	0.6476	0.4488	0.6476	0.8047

Framework versions

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