README.md

metadata

library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
  - generated_from_trainer
model-index:
  - name: >-
      ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k5_task2_organization
    results: []

ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k5_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: 0.6239
• Qwk: 0.4051
• Mse: 0.6239
• Rmse: 0.7899

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	0.0714	2	4.2824	-0.0316	4.2824	2.0694
No log	0.1429	4	2.3461	0.0642	2.3461	1.5317
No log	0.2143	6	1.3178	0.0361	1.3178	1.1479
No log	0.2857	8	1.0098	0.0084	1.0098	1.0049
No log	0.3571	10	0.8637	0.1044	0.8637	0.9294
No log	0.4286	12	1.0882	0.0192	1.0882	1.0432
No log	0.5	14	1.8616	0.0672	1.8616	1.3644
No log	0.5714	16	1.5589	0.0561	1.5589	1.2486
No log	0.6429	18	1.0280	0.0672	1.0280	1.0139
No log	0.7143	20	0.9847	0.1223	0.9847	0.9923
No log	0.7857	22	0.9005	0.1724	0.9005	0.9490
No log	0.8571	24	0.7960	0.1953	0.7960	0.8922
No log	0.9286	26	0.7679	0.2261	0.7679	0.8763
No log	1.0	28	0.8049	0.2403	0.8049	0.8971
No log	1.0714	30	0.8510	0.2158	0.8510	0.9225
No log	1.1429	32	0.8555	0.1817	0.8555	0.9249
No log	1.2143	34	1.0517	0.1283	1.0517	1.0255
No log	1.2857	36	1.1125	0.1065	1.1125	1.0547
No log	1.3571	38	0.9621	0.1566	0.9621	0.9809
No log	1.4286	40	0.7641	0.3000	0.7641	0.8741
No log	1.5	42	0.7043	0.3503	0.7043	0.8392
No log	1.5714	44	0.9069	0.2073	0.9069	0.9523
No log	1.6429	46	0.7506	0.3478	0.7506	0.8664
No log	1.7143	48	0.6723	0.3524	0.6723	0.8200
No log	1.7857	50	1.0927	0.3423	1.0927	1.0453
No log	1.8571	52	0.9955	0.3248	0.9955	0.9977
No log	1.9286	54	0.6852	0.3030	0.6852	0.8278
No log	2.0	56	0.7623	0.3586	0.7623	0.8731
No log	2.0714	58	1.0847	0.0570	1.0847	1.0415
No log	2.1429	60	1.0336	0.0622	1.0336	1.0167
No log	2.2143	62	0.7304	0.3529	0.7304	0.8547
No log	2.2857	64	0.7048	0.2071	0.7048	0.8395
No log	2.3571	66	0.7269	0.2743	0.7269	0.8526
No log	2.4286	68	0.7578	0.2907	0.7578	0.8705
No log	2.5	70	0.6493	0.3917	0.6493	0.8058
No log	2.5714	72	0.6474	0.3535	0.6474	0.8046
No log	2.6429	74	0.6617	0.3715	0.6617	0.8134
No log	2.7143	76	0.6680	0.4083	0.6680	0.8173
No log	2.7857	78	0.7822	0.3770	0.7822	0.8844
No log	2.8571	80	0.7910	0.3534	0.7910	0.8894
No log	2.9286	82	0.7214	0.4119	0.7214	0.8494
No log	3.0	84	0.8914	0.3197	0.8914	0.9441
No log	3.0714	86	0.7998	0.3125	0.7998	0.8943
No log	3.1429	88	0.7095	0.4408	0.7095	0.8423
No log	3.2143	90	0.7816	0.3704	0.7816	0.8841
No log	3.2857	92	0.7392	0.4512	0.7392	0.8598
No log	3.3571	94	0.6843	0.4249	0.6843	0.8272
No log	3.4286	96	0.7494	0.3881	0.7494	0.8657
No log	3.5	98	0.6523	0.3825	0.6523	0.8076
No log	3.5714	100	0.6147	0.4123	0.6147	0.7840
No log	3.6429	102	0.6600	0.4487	0.6600	0.8124
No log	3.7143	104	0.6313	0.4684	0.6313	0.7946
No log	3.7857	106	0.6408	0.4874	0.6408	0.8005
No log	3.8571	108	0.6202	0.5012	0.6202	0.7875
No log	3.9286	110	0.6218	0.5260	0.6218	0.7885
No log	4.0	112	0.7823	0.4962	0.7823	0.8845
No log	4.0714	114	0.8052	0.4931	0.8052	0.8973
No log	4.1429	116	0.6945	0.4886	0.6945	0.8334
No log	4.2143	118	0.7175	0.5528	0.7175	0.8471
No log	4.2857	120	0.6935	0.5531	0.6935	0.8328
No log	4.3571	122	0.6217	0.5556	0.6217	0.7885
No log	4.4286	124	0.7057	0.4913	0.7057	0.8401
No log	4.5	126	0.6876	0.5147	0.6876	0.8292
No log	4.5714	128	0.5725	0.4745	0.5725	0.7566
No log	4.6429	130	0.6012	0.4801	0.6012	0.7754
No log	4.7143	132	0.6103	0.4642	0.6103	0.7812
No log	4.7857	134	0.6061	0.4541	0.6061	0.7785
No log	4.8571	136	0.7380	0.4830	0.7380	0.8591
No log	4.9286	138	0.6723	0.4427	0.6723	0.8200
No log	5.0	140	0.6304	0.4401	0.6304	0.7940
No log	5.0714	142	0.6748	0.4750	0.6748	0.8215
No log	5.1429	144	0.6776	0.4576	0.6776	0.8231
No log	5.2143	146	0.8337	0.4586	0.8337	0.9131
No log	5.2857	148	0.8582	0.4488	0.8582	0.9264
No log	5.3571	150	0.6823	0.4642	0.6823	0.8260
No log	5.4286	152	0.6298	0.4407	0.6298	0.7936
No log	5.5	154	0.6184	0.4791	0.6184	0.7864
No log	5.5714	156	0.6055	0.4380	0.6055	0.7781
No log	5.6429	158	0.6225	0.3896	0.6225	0.7890
No log	5.7143	160	0.6503	0.4672	0.6503	0.8064
No log	5.7857	162	0.6156	0.4418	0.6156	0.7846
No log	5.8571	164	0.6231	0.4420	0.6231	0.7893
No log	5.9286	166	0.7062	0.4949	0.7062	0.8404
No log	6.0	168	0.6526	0.4504	0.6526	0.8078
No log	6.0714	170	0.7102	0.4641	0.7102	0.8427
No log	6.1429	172	0.8138	0.4332	0.8138	0.9021
No log	6.2143	174	0.7036	0.4140	0.7036	0.8388
No log	6.2857	176	0.6224	0.4247	0.6224	0.7890
No log	6.3571	178	0.6692	0.4579	0.6692	0.8180
No log	6.4286	180	0.6889	0.4668	0.6889	0.8300
No log	6.5	182	0.7768	0.4666	0.7768	0.8813
No log	6.5714	184	0.7042	0.4511	0.7042	0.8391
No log	6.6429	186	0.6636	0.4830	0.6636	0.8146
No log	6.7143	188	0.6985	0.4281	0.6985	0.8358
No log	6.7857	190	0.6956	0.4681	0.6956	0.8340
No log	6.8571	192	0.6774	0.4781	0.6774	0.8230
No log	6.9286	194	0.7231	0.4849	0.7231	0.8504
No log	7.0	196	0.6943	0.4790	0.6943	0.8332
No log	7.0714	198	0.6754	0.4802	0.6754	0.8218
No log	7.1429	200	0.7429	0.4587	0.7429	0.8619
No log	7.2143	202	0.6849	0.4623	0.6849	0.8276
No log	7.2857	204	0.6551	0.4419	0.6551	0.8094
No log	7.3571	206	0.6882	0.4331	0.6882	0.8296
No log	7.4286	208	0.6489	0.4471	0.6489	0.8056
No log	7.5	210	0.6522	0.3858	0.6522	0.8076
No log	7.5714	212	0.6443	0.3644	0.6443	0.8027
No log	7.6429	214	0.6523	0.4091	0.6523	0.8077
No log	7.7143	216	0.7440	0.3772	0.7440	0.8625
No log	7.7857	218	0.7889	0.3907	0.7889	0.8882
No log	7.8571	220	0.7246	0.4337	0.7246	0.8512
No log	7.9286	222	0.7386	0.4225	0.7386	0.8594
No log	8.0	224	0.7410	0.4556	0.7410	0.8608
No log	8.0714	226	0.7597	0.4432	0.7597	0.8716
No log	8.1429	228	0.6829	0.4972	0.6829	0.8264
No log	8.2143	230	0.6461	0.4152	0.6461	0.8038
No log	8.2857	232	0.6277	0.4120	0.6277	0.7923
No log	8.3571	234	0.6910	0.4171	0.6910	0.8313
No log	8.4286	236	0.7028	0.3810	0.7028	0.8383
No log	8.5	238	0.6388	0.3710	0.6388	0.7993
No log	8.5714	240	0.6665	0.4659	0.6665	0.8164
No log	8.6429	242	0.6938	0.4779	0.6938	0.8329
No log	8.7143	244	0.6769	0.4695	0.6769	0.8227
No log	8.7857	246	0.6789	0.4513	0.6789	0.8239
No log	8.8571	248	0.6863	0.4462	0.6863	0.8285
No log	8.9286	250	0.6981	0.4260	0.6981	0.8355
No log	9.0	252	0.7083	0.4104	0.7083	0.8416
No log	9.0714	254	0.7826	0.4339	0.7826	0.8847
No log	9.1429	256	0.7712	0.4344	0.7712	0.8782
No log	9.2143	258	0.6721	0.3710	0.6721	0.8198
No log	9.2857	260	0.6864	0.4235	0.6864	0.8285
No log	9.3571	262	0.6728	0.4535	0.6728	0.8202
No log	9.4286	264	0.6744	0.4114	0.6744	0.8212
No log	9.5	266	0.7162	0.4593	0.7162	0.8463
No log	9.5714	268	0.6850	0.4613	0.6850	0.8277
No log	9.6429	270	0.6855	0.4613	0.6855	0.8279
No log	9.7143	272	0.6788	0.4166	0.6788	0.8239
No log	9.7857	274	0.6924	0.4557	0.6924	0.8321
No log	9.8571	276	0.7547	0.4667	0.7547	0.8687
No log	9.9286	278	0.8136	0.4898	0.8136	0.9020
No log	10.0	280	0.7875	0.4737	0.7875	0.8874
No log	10.0714	282	0.7135	0.5010	0.7135	0.8447
No log	10.1429	284	0.6940	0.4854	0.6940	0.8331
No log	10.2143	286	0.6714	0.4396	0.6714	0.8194
No log	10.2857	288	0.6398	0.3931	0.6398	0.7999
No log	10.3571	290	0.6273	0.3371	0.6273	0.7920
No log	10.4286	292	0.6282	0.3218	0.6282	0.7926
No log	10.5	294	0.6308	0.3273	0.6308	0.7942
No log	10.5714	296	0.6529	0.4179	0.6529	0.8080
No log	10.6429	298	0.6828	0.4179	0.6828	0.8263
No log	10.7143	300	0.6868	0.4176	0.6868	0.8287
No log	10.7857	302	0.6925	0.4205	0.6925	0.8322
No log	10.8571	304	0.7092	0.4111	0.7092	0.8422
No log	10.9286	306	0.7119	0.4049	0.7119	0.8437
No log	11.0	308	0.7337	0.4479	0.7337	0.8566
No log	11.0714	310	0.6957	0.4693	0.6957	0.8341
No log	11.1429	312	0.6479	0.4001	0.6479	0.8049
No log	11.2143	314	0.6920	0.5355	0.6920	0.8319
No log	11.2857	316	0.8098	0.4412	0.8098	0.8999
No log	11.3571	318	0.7874	0.4857	0.7874	0.8873
No log	11.4286	320	0.7421	0.4872	0.7421	0.8614
No log	11.5	322	0.6596	0.5553	0.6596	0.8122
No log	11.5714	324	0.6752	0.4672	0.6752	0.8217
No log	11.6429	326	0.6897	0.4537	0.6897	0.8305
No log	11.7143	328	0.6386	0.4608	0.6386	0.7991
No log	11.7857	330	0.6783	0.5016	0.6783	0.8236
No log	11.8571	332	0.7185	0.4406	0.7185	0.8476
No log	11.9286	334	0.6547	0.4949	0.6547	0.8091
No log	12.0	336	0.6262	0.4089	0.6262	0.7914
No log	12.0714	338	0.6513	0.4538	0.6513	0.8070
No log	12.1429	340	0.6485	0.4242	0.6485	0.8053
No log	12.2143	342	0.6618	0.5372	0.6618	0.8135
No log	12.2857	344	0.6575	0.4957	0.6575	0.8109
No log	12.3571	346	0.6514	0.4476	0.6514	0.8071
No log	12.4286	348	0.6481	0.4692	0.6481	0.8051
No log	12.5	350	0.6831	0.4372	0.6831	0.8265
No log	12.5714	352	0.7275	0.4820	0.7275	0.8529
No log	12.6429	354	0.7167	0.4857	0.7167	0.8466
No log	12.7143	356	0.6411	0.4911	0.6411	0.8007
No log	12.7857	358	0.6805	0.5096	0.6805	0.8249
No log	12.8571	360	0.8136	0.4298	0.8136	0.9020
No log	12.9286	362	0.7651	0.4643	0.7651	0.8747
No log	13.0	364	0.6598	0.4587	0.6598	0.8123
No log	13.0714	366	0.6775	0.4996	0.6775	0.8231
No log	13.1429	368	0.6903	0.4726	0.6903	0.8309
No log	13.2143	370	0.6766	0.4556	0.6766	0.8226
No log	13.2857	372	0.7163	0.4675	0.7163	0.8463
No log	13.3571	374	0.7098	0.4503	0.7098	0.8425
No log	13.4286	376	0.7745	0.4423	0.7745	0.8800
No log	13.5	378	0.7394	0.4721	0.7394	0.8599
No log	13.5714	380	0.6548	0.5084	0.6548	0.8092
No log	13.6429	382	0.6326	0.4498	0.6326	0.7953
No log	13.7143	384	0.6357	0.4915	0.6357	0.7973
No log	13.7857	386	0.6458	0.5158	0.6458	0.8036
No log	13.8571	388	0.6641	0.5184	0.6641	0.8149
No log	13.9286	390	0.6395	0.4332	0.6395	0.7997
No log	14.0	392	0.6531	0.4585	0.6531	0.8082
No log	14.0714	394	0.6595	0.4870	0.6595	0.8121
No log	14.1429	396	0.6652	0.4857	0.6652	0.8156
No log	14.2143	398	0.6906	0.5006	0.6906	0.8310
No log	14.2857	400	0.6707	0.4923	0.6707	0.8190
No log	14.3571	402	0.6493	0.4521	0.6493	0.8058
No log	14.4286	404	0.6592	0.4446	0.6592	0.8119
No log	14.5	406	0.6787	0.4581	0.6787	0.8238
No log	14.5714	408	0.7207	0.4875	0.7207	0.8489
No log	14.6429	410	0.7264	0.4550	0.7264	0.8523
No log	14.7143	412	0.6674	0.4620	0.6674	0.8170
No log	14.7857	414	0.6397	0.4689	0.6397	0.7998
No log	14.8571	416	0.6465	0.4474	0.6465	0.8040
No log	14.9286	418	0.6492	0.4474	0.6492	0.8057
No log	15.0	420	0.6419	0.4830	0.6419	0.8012
No log	15.0714	422	0.6470	0.4646	0.6470	0.8044
No log	15.1429	424	0.6526	0.4284	0.6526	0.8078
No log	15.2143	426	0.6896	0.4336	0.6896	0.8304
No log	15.2857	428	0.6967	0.3850	0.6967	0.8347
No log	15.3571	430	0.6970	0.3792	0.6970	0.8349
No log	15.4286	432	0.6754	0.4579	0.6754	0.8218
No log	15.5	434	0.6712	0.5391	0.6712	0.8192
No log	15.5714	436	0.6937	0.4591	0.6937	0.8329
No log	15.6429	438	0.7321	0.3823	0.7321	0.8556
No log	15.7143	440	0.7034	0.4008	0.7034	0.8387
No log	15.7857	442	0.6592	0.4515	0.6592	0.8119
No log	15.8571	444	0.6470	0.4392	0.6470	0.8044
No log	15.9286	446	0.6477	0.4250	0.6477	0.8048
No log	16.0	448	0.6608	0.4424	0.6608	0.8129
No log	16.0714	450	0.6580	0.4416	0.6580	0.8112
No log	16.1429	452	0.6401	0.4523	0.6401	0.8001
No log	16.2143	454	0.6403	0.4410	0.6403	0.8002
No log	16.2857	456	0.6707	0.4009	0.6707	0.8189
No log	16.3571	458	0.6741	0.4068	0.6741	0.8211
No log	16.4286	460	0.6304	0.4912	0.6304	0.7940
No log	16.5	462	0.6211	0.5006	0.6211	0.7881
No log	16.5714	464	0.6401	0.4765	0.6401	0.8001
No log	16.6429	466	0.6872	0.4726	0.6872	0.8290
No log	16.7143	468	0.7593	0.4593	0.7593	0.8714
No log	16.7857	470	0.7780	0.4382	0.7780	0.8820
No log	16.8571	472	0.7353	0.4687	0.7353	0.8575
No log	16.9286	474	0.6979	0.5	0.6979	0.8354
No log	17.0	476	0.6638	0.4843	0.6638	0.8147
No log	17.0714	478	0.6492	0.4452	0.6492	0.8057
No log	17.1429	480	0.6546	0.4452	0.6546	0.8091
No log	17.2143	482	0.6264	0.4499	0.6264	0.7915
No log	17.2857	484	0.6029	0.4129	0.6029	0.7764
No log	17.3571	486	0.6026	0.4620	0.6026	0.7763
No log	17.4286	488	0.6122	0.4689	0.6122	0.7824
No log	17.5	490	0.6390	0.4587	0.6390	0.7994
No log	17.5714	492	0.6450	0.4608	0.6450	0.8031
No log	17.6429	494	0.6690	0.4407	0.6690	0.8179
No log	17.7143	496	0.6956	0.4522	0.6956	0.8340
No log	17.7857	498	0.6520	0.4337	0.6520	0.8075
0.3428	17.8571	500	0.6172	0.3857	0.6172	0.7856
0.3428	17.9286	502	0.6117	0.3759	0.6117	0.7821
0.3428	18.0	504	0.6165	0.4428	0.6165	0.7852
0.3428	18.0714	506	0.6165	0.4428	0.6165	0.7852
0.3428	18.1429	508	0.6165	0.4428	0.6165	0.7852
0.3428	18.2143	510	0.6294	0.4127	0.6294	0.7934
0.3428	18.2857	512	0.6367	0.4229	0.6367	0.7979
0.3428	18.3571	514	0.6340	0.4480	0.6340	0.7963
0.3428	18.4286	516	0.6250	0.4414	0.6250	0.7906
0.3428	18.5	518	0.6236	0.4531	0.6236	0.7897
0.3428	18.5714	520	0.6290	0.4063	0.6290	0.7931
0.3428	18.6429	522	0.6298	0.4291	0.6298	0.7936
0.3428	18.7143	524	0.6548	0.4691	0.6548	0.8092
0.3428	18.7857	526	0.6574	0.4599	0.6574	0.8108
0.3428	18.8571	528	0.6366	0.4837	0.6366	0.7979
0.3428	18.9286	530	0.6427	0.4136	0.6427	0.8017
0.3428	19.0	532	0.6416	0.4328	0.6416	0.8010
0.3428	19.0714	534	0.6606	0.4608	0.6606	0.8128
0.3428	19.1429	536	0.6996	0.4037	0.6996	0.8364
0.3428	19.2143	538	0.7039	0.4098	0.7039	0.8390
0.3428	19.2857	540	0.6789	0.4231	0.6789	0.8240
0.3428	19.3571	542	0.6550	0.4370	0.6550	0.8093
0.3428	19.4286	544	0.6345	0.5209	0.6345	0.7965
0.3428	19.5	546	0.6344	0.4807	0.6344	0.7965
0.3428	19.5714	548	0.6645	0.4112	0.6645	0.8152
0.3428	19.6429	550	0.7313	0.4098	0.7313	0.8551
0.3428	19.7143	552	0.7901	0.3931	0.7901	0.8889
0.3428	19.7857	554	0.7508	0.3971	0.7508	0.8665
0.3428	19.8571	556	0.6914	0.4599	0.6914	0.8315
0.3428	19.9286	558	0.6680	0.4992	0.6680	0.8173
0.3428	20.0	560	0.6688	0.4742	0.6688	0.8178
0.3428	20.0714	562	0.6914	0.4364	0.6914	0.8315
0.3428	20.1429	564	0.6749	0.4112	0.6749	0.8215
0.3428	20.2143	566	0.6517	0.3988	0.6517	0.8073
0.3428	20.2857	568	0.6345	0.4073	0.6345	0.7965
0.3428	20.3571	570	0.6293	0.4497	0.6293	0.7933
0.3428	20.4286	572	0.6281	0.4497	0.6281	0.7925
0.3428	20.5	574	0.6245	0.4558	0.6245	0.7903
0.3428	20.5714	576	0.6348	0.4699	0.6348	0.7968
0.3428	20.6429	578	0.6440	0.4146	0.6440	0.8025
0.3428	20.7143	580	0.6331	0.4153	0.6331	0.7957
0.3428	20.7857	582	0.6057	0.4592	0.6057	0.7783
0.3428	20.8571	584	0.6046	0.4401	0.6046	0.7775
0.3428	20.9286	586	0.6025	0.4532	0.6025	0.7762
0.3428	21.0	588	0.6017	0.4428	0.6017	0.7757
0.3428	21.0714	590	0.6034	0.4991	0.6034	0.7768
0.3428	21.1429	592	0.6119	0.4627	0.6119	0.7822
0.3428	21.2143	594	0.6219	0.4750	0.6219	0.7886
0.3428	21.2857	596	0.6138	0.4911	0.6138	0.7834
0.3428	21.3571	598	0.6068	0.5232	0.6068	0.7790
0.3428	21.4286	600	0.6010	0.4887	0.6010	0.7752
0.3428	21.5	602	0.5980	0.4837	0.5980	0.7733
0.3428	21.5714	604	0.5944	0.4046	0.5944	0.7710
0.3428	21.6429	606	0.5980	0.4723	0.5980	0.7733
0.3428	21.7143	608	0.6085	0.5151	0.6085	0.7801
0.3428	21.7857	610	0.6476	0.4949	0.6476	0.8047
0.3428	21.8571	612	0.7053	0.5338	0.7053	0.8398
0.3428	21.9286	614	0.7176	0.5675	0.7176	0.8471
0.3428	22.0	616	0.7409	0.4986	0.7409	0.8607
0.3428	22.0714	618	0.7580	0.4732	0.7580	0.8706
0.3428	22.1429	620	0.7623	0.4496	0.7623	0.8731
0.3428	22.2143	622	0.7577	0.4477	0.7577	0.8705
0.3428	22.2857	624	0.7725	0.3862	0.7725	0.8789
0.3428	22.3571	626	0.7758	0.4098	0.7758	0.8808
0.3428	22.4286	628	0.7666	0.4427	0.7666	0.8756
0.3428	22.5	630	0.6870	0.5356	0.6870	0.8289
0.3428	22.5714	632	0.6450	0.4985	0.6450	0.8031
0.3428	22.6429	634	0.6590	0.4348	0.6590	0.8118
0.3428	22.7143	636	0.6742	0.4672	0.6742	0.8211
0.3428	22.7857	638	0.6506	0.4360	0.6506	0.8066
0.3428	22.8571	640	0.6463	0.4576	0.6463	0.8039
0.3428	22.9286	642	0.6263	0.4304	0.6263	0.7914
0.3428	23.0	644	0.6143	0.4950	0.6143	0.7838
0.3428	23.0714	646	0.6142	0.4827	0.6142	0.7837
0.3428	23.1429	648	0.6235	0.5125	0.6235	0.7896
0.3428	23.2143	650	0.6189	0.5131	0.6189	0.7867
0.3428	23.2857	652	0.6154	0.4859	0.6154	0.7845
0.3428	23.3571	654	0.6390	0.4750	0.6390	0.7994
0.3428	23.4286	656	0.6532	0.4862	0.6532	0.8082
0.3428	23.5	658	0.6573	0.4701	0.6573	0.8108
0.3428	23.5714	660	0.6479	0.4711	0.6479	0.8049
0.3428	23.6429	662	0.6302	0.4859	0.6302	0.7938
0.3428	23.7143	664	0.6319	0.4847	0.6319	0.7949
0.3428	23.7857	666	0.6368	0.4685	0.6368	0.7980
0.3428	23.8571	668	0.6350	0.4936	0.6350	0.7969
0.3428	23.9286	670	0.6364	0.4774	0.6364	0.7978
0.3428	24.0	672	0.6510	0.5190	0.6510	0.8069
0.3428	24.0714	674	0.6647	0.4492	0.6647	0.8153
0.3428	24.1429	676	0.6474	0.4530	0.6474	0.8046
0.3428	24.2143	678	0.6252	0.4686	0.6252	0.7907
0.3428	24.2857	680	0.6190	0.4935	0.6190	0.7868
0.3428	24.3571	682	0.6246	0.4849	0.6246	0.7903
0.3428	24.4286	684	0.6341	0.4991	0.6341	0.7963
0.3428	24.5	686	0.6442	0.4695	0.6442	0.8026
0.3428	24.5714	688	0.6632	0.5282	0.6632	0.8144
0.3428	24.6429	690	0.6963	0.5567	0.6963	0.8345
0.3428	24.7143	692	0.6945	0.5626	0.6945	0.8334
0.3428	24.7857	694	0.6828	0.5626	0.6828	0.8263
0.3428	24.8571	696	0.6604	0.5364	0.6604	0.8126
0.3428	24.9286	698	0.6545	0.5074	0.6545	0.8090
0.3428	25.0	700	0.6383	0.5110	0.6383	0.7989
0.3428	25.0714	702	0.6284	0.5184	0.6284	0.7927
0.3428	25.1429	704	0.6208	0.4736	0.6208	0.7879
0.3428	25.2143	706	0.6218	0.4683	0.6218	0.7885
0.3428	25.2857	708	0.6361	0.5033	0.6361	0.7976
0.3428	25.3571	710	0.6870	0.4779	0.6870	0.8288
0.3428	25.4286	712	0.6957	0.4719	0.6957	0.8341
0.3428	25.5	714	0.6800	0.4610	0.6800	0.8246
0.3428	25.5714	716	0.6325	0.5350	0.6325	0.7953
0.3428	25.6429	718	0.6438	0.4391	0.6438	0.8024
0.3428	25.7143	720	0.6683	0.4076	0.6683	0.8175
0.3428	25.7857	722	0.6752	0.4043	0.6752	0.8217
0.3428	25.8571	724	0.6704	0.3828	0.6704	0.8188
0.3428	25.9286	726	0.6584	0.4354	0.6584	0.8114
0.3428	26.0	728	0.6493	0.4600	0.6493	0.8058
0.3428	26.0714	730	0.6560	0.4890	0.6560	0.8099
0.3428	26.1429	732	0.6598	0.4890	0.6598	0.8123
0.3428	26.2143	734	0.6530	0.4603	0.6530	0.8081
0.3428	26.2857	736	0.6458	0.4514	0.6458	0.8036
0.3428	26.3571	738	0.6544	0.4507	0.6544	0.8090
0.3428	26.4286	740	0.6696	0.4179	0.6696	0.8183
0.3428	26.5	742	0.6874	0.3816	0.6874	0.8291
0.3428	26.5714	744	0.6932	0.3816	0.6932	0.8326
0.3428	26.6429	746	0.6998	0.3816	0.6998	0.8365
0.3428	26.7143	748	0.7000	0.4231	0.7000	0.8367
0.3428	26.7857	750	0.6724	0.4421	0.6724	0.8200
0.3428	26.8571	752	0.6702	0.4794	0.6702	0.8186
0.3428	26.9286	754	0.6551	0.4605	0.6551	0.8094
0.3428	27.0	756	0.6438	0.4281	0.6438	0.8024
0.3428	27.0714	758	0.6453	0.4695	0.6453	0.8033
0.3428	27.1429	760	0.6537	0.4915	0.6537	0.8085
0.3428	27.2143	762	0.6597	0.4659	0.6597	0.8122
0.3428	27.2857	764	0.6575	0.4568	0.6575	0.8109
0.3428	27.3571	766	0.6651	0.4445	0.6651	0.8156
0.3428	27.4286	768	0.6809	0.4622	0.6809	0.8252
0.3428	27.5	770	0.6663	0.4652	0.6663	0.8163
0.3428	27.5714	772	0.6352	0.4452	0.6352	0.7970
0.3428	27.6429	774	0.6150	0.4545	0.6150	0.7842
0.3428	27.7143	776	0.6221	0.4496	0.6221	0.7887
0.3428	27.7857	778	0.6271	0.3932	0.6271	0.7919
0.3428	27.8571	780	0.6159	0.4161	0.6159	0.7848
0.3428	27.9286	782	0.6162	0.4113	0.6162	0.7850
0.3428	28.0	784	0.6336	0.4025	0.6336	0.7960
0.3428	28.0714	786	0.6293	0.3831	0.6293	0.7933
0.3428	28.1429	788	0.6211	0.4319	0.6211	0.7881
0.3428	28.2143	790	0.6269	0.4189	0.6269	0.7918
0.3428	28.2857	792	0.6322	0.3994	0.6322	0.7951
0.3428	28.3571	794	0.6238	0.4623	0.6238	0.7898
0.3428	28.4286	796	0.6306	0.4131	0.6306	0.7941
0.3428	28.5	798	0.6499	0.4712	0.6499	0.8062
0.3428	28.5714	800	0.6807	0.4165	0.6807	0.8250
0.3428	28.6429	802	0.7088	0.4592	0.7088	0.8419
0.3428	28.7143	804	0.7111	0.4469	0.7111	0.8432
0.3428	28.7857	806	0.6808	0.4427	0.6808	0.8251
0.3428	28.8571	808	0.6602	0.4395	0.6602	0.8125
0.3428	28.9286	810	0.6391	0.4410	0.6391	0.7994
0.3428	29.0	812	0.6320	0.4825	0.6320	0.7950
0.3428	29.0714	814	0.6375	0.4820	0.6375	0.7984
0.3428	29.1429	816	0.6394	0.4779	0.6394	0.7996
0.3428	29.2143	818	0.6424	0.4783	0.6424	0.8015
0.3428	29.2857	820	0.6650	0.4618	0.6650	0.8155
0.3428	29.3571	822	0.6782	0.4618	0.6782	0.8236
0.3428	29.4286	824	0.6631	0.4870	0.6631	0.8143
0.3428	29.5	826	0.6691	0.4682	0.6691	0.8180
0.3428	29.5714	828	0.6654	0.4428	0.6654	0.8157
0.3428	29.6429	830	0.6385	0.4442	0.6385	0.7991
0.3428	29.7143	832	0.6226	0.4439	0.6226	0.7891
0.3428	29.7857	834	0.6184	0.4380	0.6184	0.7864
0.3428	29.8571	836	0.6248	0.4850	0.6248	0.7905
0.3428	29.9286	838	0.6362	0.4699	0.6362	0.7976
0.3428	30.0	840	0.6334	0.4963	0.6334	0.7959
0.3428	30.0714	842	0.6383	0.4933	0.6383	0.7990
0.3428	30.1429	844	0.6638	0.3716	0.6638	0.8147
0.3428	30.2143	846	0.6772	0.3884	0.6772	0.8229
0.3428	30.2857	848	0.6774	0.3786	0.6774	0.8230
0.3428	30.3571	850	0.6408	0.4455	0.6408	0.8005
0.3428	30.4286	852	0.6333	0.4586	0.6333	0.7958
0.3428	30.5	854	0.6205	0.4601	0.6205	0.7877
0.3428	30.5714	856	0.6216	0.4601	0.6216	0.7884
0.3428	30.6429	858	0.6286	0.4708	0.6286	0.7929
0.3428	30.7143	860	0.6308	0.4708	0.6308	0.7942
0.3428	30.7857	862	0.6285	0.4846	0.6285	0.7928
0.3428	30.8571	864	0.6313	0.5040	0.6313	0.7946
0.3428	30.9286	866	0.6270	0.5279	0.6270	0.7918
0.3428	31.0	868	0.6352	0.4881	0.6352	0.7970
0.3428	31.0714	870	0.6692	0.5020	0.6692	0.8180
0.3428	31.1429	872	0.6654	0.4959	0.6654	0.8157
0.3428	31.2143	874	0.6340	0.5459	0.6340	0.7962
0.3428	31.2857	876	0.6214	0.5589	0.6214	0.7883
0.3428	31.3571	878	0.6148	0.4976	0.6148	0.7841
0.3428	31.4286	880	0.6035	0.4961	0.6035	0.7768
0.3428	31.5	882	0.5962	0.5063	0.5962	0.7722
0.3428	31.5714	884	0.5944	0.4683	0.5944	0.7710
0.3428	31.6429	886	0.5939	0.4337	0.5939	0.7706
0.3428	31.7143	888	0.5925	0.4380	0.5925	0.7697
0.3428	31.7857	890	0.5947	0.4488	0.5947	0.7711
0.3428	31.8571	892	0.6031	0.4362	0.6031	0.7766
0.3428	31.9286	894	0.6059	0.4260	0.6059	0.7784
0.3428	32.0	896	0.6071	0.4287	0.6071	0.7791
0.3428	32.0714	898	0.6129	0.3711	0.6129	0.7829
0.3428	32.1429	900	0.6282	0.4890	0.6282	0.7926
0.3428	32.2143	902	0.6365	0.4890	0.6365	0.7978
0.3428	32.2857	904	0.6273	0.4760	0.6273	0.7920
0.3428	32.3571	906	0.6275	0.4316	0.6275	0.7921
0.3428	32.4286	908	0.6575	0.4448	0.6575	0.8109
0.3428	32.5	910	0.6765	0.4264	0.6765	0.8225
0.3428	32.5714	912	0.6575	0.4543	0.6575	0.8109
0.3428	32.6429	914	0.6323	0.4121	0.6323	0.7952
0.3428	32.7143	916	0.6255	0.4151	0.6255	0.7909
0.3428	32.7857	918	0.6195	0.4204	0.6195	0.7871
0.3428	32.8571	920	0.6190	0.4166	0.6190	0.7868
0.3428	32.9286	922	0.6257	0.4131	0.6257	0.7910
0.3428	33.0	924	0.6490	0.4835	0.6490	0.8056
0.3428	33.0714	926	0.6684	0.4390	0.6684	0.8176
0.3428	33.1429	928	0.6645	0.4978	0.6645	0.8152
0.3428	33.2143	930	0.6597	0.4915	0.6597	0.8122
0.3428	33.2857	932	0.6502	0.4553	0.6502	0.8063
0.3428	33.3571	934	0.6396	0.4443	0.6396	0.7998
0.3428	33.4286	936	0.6430	0.4781	0.6430	0.8019
0.3428	33.5	938	0.6519	0.4626	0.6519	0.8074
0.3428	33.5714	940	0.6772	0.4712	0.6772	0.8229
0.3428	33.6429	942	0.6837	0.4712	0.6837	0.8269
0.3428	33.7143	944	0.6574	0.4687	0.6574	0.8108
0.3428	33.7857	946	0.6437	0.4705	0.6437	0.8023
0.3428	33.8571	948	0.6586	0.4742	0.6586	0.8116
0.3428	33.9286	950	0.6622	0.4459	0.6622	0.8138
0.3428	34.0	952	0.6400	0.4474	0.6400	0.8000
0.3428	34.0714	954	0.6155	0.4431	0.6155	0.7846
0.3428	34.1429	956	0.6089	0.4281	0.6089	0.7803
0.3428	34.2143	958	0.6293	0.4448	0.6293	0.7933
0.3428	34.2857	960	0.6361	0.4448	0.6361	0.7975
0.3428	34.3571	962	0.6340	0.4770	0.6340	0.7963
0.3428	34.4286	964	0.6464	0.4705	0.6464	0.8040
0.3428	34.5	966	0.6939	0.4928	0.6939	0.8330
0.3428	34.5714	968	0.7382	0.4507	0.7382	0.8592
0.3428	34.6429	970	0.7377	0.4620	0.7377	0.8589
0.3428	34.7143	972	0.6937	0.4529	0.6937	0.8329
0.3428	34.7857	974	0.6594	0.4603	0.6594	0.8120
0.3428	34.8571	976	0.6477	0.4354	0.6477	0.8048
0.3428	34.9286	978	0.6401	0.4688	0.6401	0.8001
0.3428	35.0	980	0.6319	0.4790	0.6319	0.7950
0.3428	35.0714	982	0.6258	0.4728	0.6258	0.7911
0.3428	35.1429	984	0.6202	0.4909	0.6202	0.7875
0.3428	35.2143	986	0.6335	0.4717	0.6335	0.7959
0.3428	35.2857	988	0.6704	0.4611	0.6704	0.8188
0.3428	35.3571	990	0.7004	0.4544	0.7004	0.8369
0.3428	35.4286	992	0.7202	0.4656	0.7202	0.8486
0.3428	35.5	994	0.7037	0.4515	0.7037	0.8389
0.3428	35.5714	996	0.6638	0.4347	0.6638	0.8148
0.3428	35.6429	998	0.6385	0.4476	0.6385	0.7991
0.0624	35.7143	1000	0.6383	0.4262	0.6383	0.7989
0.0624	35.7857	1002	0.6391	0.4288	0.6391	0.7994
0.0624	35.8571	1004	0.6277	0.4537	0.6277	0.7923
0.0624	35.9286	1006	0.6238	0.4415	0.6238	0.7898
0.0624	36.0	1008	0.6182	0.4476	0.6182	0.7863
0.0624	36.0714	1010	0.6297	0.4622	0.6297	0.7936
0.0624	36.1429	1012	0.6285	0.4530	0.6285	0.7928
0.0624	36.2143	1014	0.6196	0.4539	0.6196	0.7871
0.0624	36.2857	1016	0.6183	0.4632	0.6183	0.7863
0.0624	36.3571	1018	0.6156	0.4291	0.6156	0.7846
0.0624	36.4286	1020	0.6038	0.4545	0.6038	0.7771
0.0624	36.5	1022	0.6043	0.5088	0.6043	0.7774
0.0624	36.5714	1024	0.6018	0.5059	0.6018	0.7758
0.0624	36.6429	1026	0.6033	0.5038	0.6033	0.7767
0.0624	36.7143	1028	0.6015	0.5071	0.6015	0.7756
0.0624	36.7857	1030	0.6013	0.4796	0.6013	0.7754
0.0624	36.8571	1032	0.6016	0.4491	0.6016	0.7756
0.0624	36.9286	1034	0.5964	0.4719	0.5964	0.7723
0.0624	37.0	1036	0.5842	0.4386	0.5842	0.7643
0.0624	37.0714	1038	0.5804	0.4407	0.5804	0.7618
0.0624	37.1429	1040	0.5834	0.4521	0.5834	0.7638
0.0624	37.2143	1042	0.5894	0.4621	0.5894	0.7677
0.0624	37.2857	1044	0.5884	0.4763	0.5884	0.7671
0.0624	37.3571	1046	0.5937	0.4569	0.5937	0.7705
0.0624	37.4286	1048	0.6070	0.5048	0.6070	0.7791
0.0624	37.5	1050	0.6144	0.4705	0.6144	0.7838
0.0624	37.5714	1052	0.6266	0.5168	0.6266	0.7916
0.0624	37.6429	1054	0.6426	0.5174	0.6426	0.8016
0.0624	37.7143	1056	0.6445	0.5129	0.6445	0.8028
0.0624	37.7857	1058	0.6280	0.5089	0.6280	0.7925
0.0624	37.8571	1060	0.6091	0.4569	0.6091	0.7804
0.0624	37.9286	1062	0.6354	0.4799	0.6354	0.7971
0.0624	38.0	1064	0.6814	0.4431	0.6814	0.8255
0.0624	38.0714	1066	0.6905	0.4575	0.6905	0.8309
0.0624	38.1429	1068	0.6691	0.4452	0.6691	0.8180
0.0624	38.2143	1070	0.6438	0.4555	0.6438	0.8024
0.0624	38.2857	1072	0.6257	0.4082	0.6257	0.7910
0.0624	38.3571	1074	0.6118	0.3888	0.6118	0.7822
0.0624	38.4286	1076	0.6080	0.3887	0.6080	0.7797
0.0624	38.5	1078	0.6122	0.3888	0.6122	0.7824
0.0624	38.5714	1080	0.6239	0.4051	0.6239	0.7899

Framework versions

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