README.md

metadata

library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
  - generated_from_trainer
model-index:
  - name: Arabic_FineTuningAraBERT_AugV4_k3_task1_organization_fold1
    results: []

Arabic_FineTuningAraBERT_AugV4_k3_task1_organization_fold1

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: 0.6419
• Qwk: 0.8082
• Mse: 0.6419
• Rmse: 0.8012

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: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0189	2	2.1019	-0.0437	2.1019	1.4498
No log	0.0377	4	1.1182	0.0345	1.1182	1.0574
No log	0.0566	6	1.1092	0.3000	1.1092	1.0532
No log	0.0755	8	1.4983	0.2376	1.4983	1.2241
No log	0.0943	10	1.6498	0.3300	1.6498	1.2845
No log	0.1132	12	1.4207	0.0912	1.4207	1.1919
No log	0.1321	14	1.3421	0.1701	1.3421	1.1585
No log	0.1509	16	1.3474	0.3438	1.3474	1.1608
No log	0.1698	18	1.1596	0.3386	1.1596	1.0769
No log	0.1887	20	0.9864	0.1318	0.9864	0.9932
No log	0.2075	22	0.9286	0.1860	0.9286	0.9636
No log	0.2264	24	1.1024	0.3497	1.1024	1.0500
No log	0.2453	26	1.1814	0.2304	1.1814	1.0869
No log	0.2642	28	0.9330	0.3883	0.9330	0.9659
No log	0.2830	30	0.9572	0.2963	0.9572	0.9783
No log	0.3019	32	0.9965	0.3226	0.9965	0.9982
No log	0.3208	34	1.2607	0.4481	1.2607	1.1228
No log	0.3396	36	1.1519	0.4481	1.1519	1.0733
No log	0.3585	38	1.2946	0.5154	1.2946	1.1378
No log	0.3774	40	1.0624	0.4481	1.0624	1.0307
No log	0.3962	42	0.7519	0.5609	0.7519	0.8671
No log	0.4151	44	0.8034	0.4979	0.8034	0.8963
No log	0.4340	46	1.0412	0.5410	1.0412	1.0204
No log	0.4528	48	0.9470	0.4474	0.9470	0.9731
No log	0.4717	50	0.8970	0.4474	0.8970	0.9471
No log	0.4906	52	0.8890	0.4531	0.8890	0.9429
No log	0.5094	54	0.8288	0.5655	0.8288	0.9104
No log	0.5283	56	1.1163	0.5064	1.1163	1.0566
No log	0.5472	58	1.3740	0.6338	1.3740	1.1722
No log	0.5660	60	1.2787	0.6159	1.2787	1.1308
No log	0.5849	62	1.0851	0.4740	1.0851	1.0417
No log	0.6038	64	0.7462	0.5149	0.7462	0.8638
No log	0.6226	66	0.6646	0.5149	0.6646	0.8152
No log	0.6415	68	0.7087	0.6125	0.7087	0.8419
No log	0.6604	70	1.1046	0.5475	1.1046	1.0510
No log	0.6792	72	1.2345	0.5475	1.2345	1.1111
No log	0.6981	74	0.9910	0.6224	0.9910	0.9955
No log	0.7170	76	0.7035	0.5509	0.7035	0.8387
No log	0.7358	78	0.6259	0.5993	0.6259	0.7911
No log	0.7547	80	0.7166	0.6020	0.7166	0.8465
No log	0.7736	82	1.2575	0.5500	1.2575	1.1214
No log	0.7925	84	1.5037	0.5430	1.5037	1.2262
No log	0.8113	86	1.3797	0.5500	1.3797	1.1746
No log	0.8302	88	0.9451	0.6912	0.9451	0.9722
No log	0.8491	90	0.8674	0.608	0.8674	0.9313
No log	0.8679	92	1.0290	0.6097	1.0290	1.0144
No log	0.8868	94	1.5073	0.5591	1.5073	1.2277
No log	0.9057	96	1.6572	0.5942	1.6572	1.2873
No log	0.9245	98	1.2658	0.5500	1.2658	1.1251
No log	0.9434	100	0.7418	0.6486	0.7418	0.8613
No log	0.9623	102	0.5190	0.6290	0.5190	0.7204
No log	0.9811	104	0.5230	0.58	0.5230	0.7232
No log	1.0	106	0.6751	0.6738	0.6751	0.8217
No log	1.0189	108	1.0705	0.5993	1.0705	1.0346
No log	1.0377	110	1.1682	0.5714	1.1682	1.0809
No log	1.0566	112	0.9400	0.6573	0.9400	0.9696
No log	1.0755	114	0.6691	0.5909	0.6691	0.8180
No log	1.0943	116	0.6197	0.5096	0.6197	0.7872
No log	1.1132	118	0.6353	0.5477	0.6353	0.7970
No log	1.1321	120	0.7987	0.7093	0.7987	0.8937
No log	1.1509	122	1.0586	0.6433	1.0586	1.0289
No log	1.1698	124	1.0296	0.6340	1.0296	1.0147
No log	1.1887	126	1.0219	0.6340	1.0219	1.0109
No log	1.2075	128	0.8005	0.6361	0.8005	0.8947
No log	1.2264	130	0.7319	0.6606	0.7319	0.8555
No log	1.2453	132	0.8213	0.6361	0.8213	0.9063
No log	1.2642	134	0.8865	0.6272	0.8865	0.9416
No log	1.2830	136	0.8992	0.6809	0.8992	0.9482
No log	1.3019	138	0.8905	0.6809	0.8905	0.9437
No log	1.3208	140	0.7761	0.6272	0.7761	0.8810
No log	1.3396	142	0.7186	0.6580	0.7186	0.8477
No log	1.3585	144	0.7566	0.6978	0.7566	0.8698
No log	1.3774	146	0.9861	0.6573	0.9861	0.9930
No log	1.3962	148	1.3773	0.5591	1.3773	1.1736
No log	1.4151	150	1.3690	0.4167	1.3690	1.1700
No log	1.4340	152	1.0726	0.5625	1.0726	1.0357
No log	1.4528	154	0.8270	0.5687	0.8270	0.9094
No log	1.4717	156	0.6803	0.5646	0.6803	0.8248
No log	1.4906	158	0.7247	0.5702	0.7247	0.8513
No log	1.5094	160	0.9080	0.6513	0.9080	0.9529
No log	1.5283	162	1.2848	0.6190	1.2848	1.1335
No log	1.5472	164	1.4220	0.6624	1.4220	1.1925
No log	1.5660	166	1.0899	0.6433	1.0899	1.0440
No log	1.5849	168	0.7378	0.6736	0.7378	0.8589
No log	1.6038	170	0.7161	0.6453	0.7161	0.8462
No log	1.6226	172	0.8806	0.6859	0.8806	0.9384
No log	1.6415	174	0.9408	0.7390	0.9408	0.9699
No log	1.6604	176	1.0468	0.6535	1.0468	1.0231
No log	1.6792	178	0.7862	0.7390	0.7862	0.8867
No log	1.6981	180	0.5625	0.6794	0.5625	0.7500
No log	1.7170	182	0.6103	0.6794	0.6103	0.7812
No log	1.7358	184	0.7860	0.608	0.7860	0.8866
No log	1.7547	186	0.8834	0.6316	0.8834	0.9399
No log	1.7736	188	0.6970	0.6857	0.6970	0.8349
No log	1.7925	190	0.5764	0.7083	0.5764	0.7592
No log	1.8113	192	0.5898	0.6932	0.5898	0.7680
No log	1.8302	194	0.7497	0.6592	0.7497	0.8658
No log	1.8491	196	0.9756	0.7552	0.9756	0.9877
No log	1.8679	198	1.2395	0.5704	1.2395	1.1133
No log	1.8868	200	1.1281	0.5704	1.1281	1.0621
No log	1.9057	202	0.8234	0.72	0.8234	0.9074
No log	1.9245	204	0.7027	0.7009	0.7027	0.8383
No log	1.9434	206	0.7292	0.7107	0.7292	0.8539
No log	1.9623	208	0.8135	0.72	0.8135	0.9019
No log	1.9811	210	0.8016	0.6978	0.8016	0.8953
No log	2.0	212	0.8248	0.6978	0.8248	0.9082
No log	2.0189	214	0.8635	0.7336	0.8635	0.9292
No log	2.0377	216	0.8808	0.7336	0.8808	0.9385
No log	2.0566	218	1.0101	0.6190	1.0101	1.0050
No log	2.0755	220	0.9294	0.6573	0.9294	0.9640
No log	2.0943	222	0.7841	0.7603	0.7841	0.8855
No log	2.1132	224	0.6963	0.6957	0.6963	0.8344
No log	2.1321	226	0.6408	0.6957	0.6408	0.8005
No log	2.1509	228	0.7569	0.7042	0.7569	0.8700
No log	2.1698	230	1.0248	0.7552	1.0248	1.0123
No log	2.1887	232	1.0911	0.6936	1.0911	1.0446
No log	2.2075	234	0.8750	0.7390	0.8750	0.9354
No log	2.2264	236	0.6355	0.6621	0.6355	0.7972
No log	2.2453	238	0.5125	0.6873	0.5125	0.7159
No log	2.2642	240	0.5511	0.7407	0.5511	0.7423
No log	2.2830	242	0.7134	0.7390	0.7134	0.8446
No log	2.3019	244	0.9616	0.6936	0.9616	0.9806
No log	2.3208	246	1.0904	0.6818	1.0904	1.0442
No log	2.3396	248	0.9190	0.6936	0.9190	0.9586
No log	2.3585	250	0.6613	0.7260	0.6613	0.8132
No log	2.3774	252	0.5008	0.6936	0.5008	0.7076
No log	2.3962	254	0.5179	0.6405	0.5179	0.7196
No log	2.4151	256	0.5727	0.6338	0.5727	0.7567
No log	2.4340	258	0.7158	0.7755	0.7158	0.8461
No log	2.4528	260	1.1275	0.7012	1.1275	1.0618
No log	2.4717	262	1.3925	0.6557	1.3925	1.1801
No log	2.4906	264	1.2669	0.6557	1.2669	1.1256
No log	2.5094	266	0.8813	0.7616	0.8813	0.9388
No log	2.5283	268	0.6178	0.5783	0.6178	0.7860
No log	2.5472	270	0.6169	0.5614	0.6169	0.7854
No log	2.5660	272	0.5752	0.5614	0.5752	0.7584
No log	2.5849	274	0.4988	0.5594	0.4988	0.7063
No log	2.6038	276	0.5009	0.6769	0.5009	0.7077
No log	2.6226	278	0.5951	0.7103	0.5951	0.7714
No log	2.6415	280	0.6957	0.7864	0.6957	0.8341
No log	2.6604	282	0.8127	0.7336	0.8127	0.9015
No log	2.6792	284	0.8265	0.7336	0.8265	0.9091
No log	2.6981	286	0.7175	0.7116	0.7175	0.8471
No log	2.7170	288	0.6028	0.6486	0.6028	0.7764
No log	2.7358	290	0.4923	0.5556	0.4923	0.7016
No log	2.7547	292	0.4762	0.6097	0.4762	0.6901
No log	2.7736	294	0.4794	0.6097	0.4794	0.6924
No log	2.7925	296	0.5512	0.5914	0.5512	0.7425
No log	2.8113	298	0.6805	0.6889	0.6805	0.8249
No log	2.8302	300	0.7193	0.6889	0.7193	0.8481
No log	2.8491	302	0.6879	0.7556	0.6879	0.8294
No log	2.8679	304	0.6540	0.6387	0.6540	0.8087
No log	2.8868	306	0.6711	0.6387	0.6711	0.8192
No log	2.9057	308	0.7383	0.6918	0.7383	0.8592
No log	2.9245	310	0.7753	0.6994	0.7753	0.8805
No log	2.9434	312	0.8320	0.7616	0.8320	0.9121
No log	2.9623	314	0.8846	0.7712	0.8846	0.9405
No log	2.9811	316	0.8184	0.7712	0.8184	0.9047
No log	3.0	318	0.6889	0.7692	0.6889	0.8300
No log	3.0189	320	0.5684	0.6525	0.5684	0.7539
No log	3.0377	322	0.5491	0.6111	0.5491	0.7410
No log	3.0566	324	0.5939	0.6738	0.5939	0.7706
No log	3.0755	326	0.7400	0.7336	0.7400	0.8602
No log	3.0943	328	0.7992	0.7552	0.7992	0.8940
No log	3.1132	330	0.8884	0.7774	0.8884	0.9425
No log	3.1321	332	0.8134	0.7552	0.8134	0.9019
No log	3.1509	334	0.7102	0.7712	0.7102	0.8427
No log	3.1698	336	0.8479	0.7712	0.8479	0.9208
No log	3.1887	338	0.9830	0.7921	0.9830	0.9915
No log	3.2075	340	0.9476	0.7921	0.9476	0.9735
No log	3.2264	342	0.8247	0.7712	0.8247	0.9081
No log	3.2453	344	0.6764	0.7712	0.6764	0.8224
No log	3.2642	346	0.5813	0.7864	0.5813	0.7624
No log	3.2830	348	0.5161	0.7651	0.5161	0.7184
No log	3.3019	350	0.5481	0.7651	0.5481	0.7404
No log	3.3208	352	0.7339	0.7921	0.7339	0.8567
No log	3.3396	354	0.7876	0.7921	0.7876	0.8874
No log	3.3585	356	0.6428	0.7712	0.6428	0.8018
No log	3.3774	358	0.4708	0.7601	0.4708	0.6862
No log	3.3962	360	0.4262	0.6392	0.4262	0.6529
No log	3.4151	362	0.5036	0.7601	0.5036	0.7096
No log	3.4340	364	0.7972	0.7712	0.7972	0.8928
No log	3.4528	366	1.0404	0.7603	1.0404	1.0200
No log	3.4717	368	0.9995	0.7603	0.9995	0.9997
No log	3.4906	370	0.7829	0.7921	0.7829	0.8848
No log	3.5094	372	0.6162	0.7442	0.6162	0.7850
No log	3.5283	374	0.5604	0.7358	0.5604	0.7486
No log	3.5472	376	0.5081	0.7601	0.5081	0.7128
No log	3.5660	378	0.4900	0.6645	0.4900	0.7000
No log	3.5849	380	0.5704	0.7358	0.5704	0.7552
No log	3.6038	382	0.7701	0.7921	0.7701	0.8776
No log	3.6226	384	0.8860	0.7921	0.8860	0.9413
No log	3.6415	386	0.7747	0.7921	0.7747	0.8802
No log	3.6604	388	0.5881	0.7864	0.5881	0.7669
No log	3.6792	390	0.5249	0.7372	0.5249	0.7245
No log	3.6981	392	0.5483	0.7907	0.5483	0.7405
No log	3.7170	394	0.7232	0.7709	0.7232	0.8504
No log	3.7358	396	0.8438	0.7552	0.8438	0.9186
No log	3.7547	398	0.8107	0.7552	0.8107	0.9004
No log	3.7736	400	0.6863	0.7651	0.6863	0.8285
No log	3.7925	402	0.5851	0.7799	0.5851	0.7649
No log	3.8113	404	0.5242	0.6453	0.5242	0.7240
No log	3.8302	406	0.5234	0.6509	0.5234	0.7235
No log	3.8491	408	0.5452	0.6736	0.5452	0.7384
No log	3.8679	410	0.6590	0.7556	0.6590	0.8118
No log	3.8868	412	0.8420	0.7336	0.8420	0.9176
No log	3.9057	414	0.9492	0.7552	0.9492	0.9743
No log	3.9245	416	0.9944	0.6784	0.9944	0.9972
No log	3.9434	418	0.9277	0.6784	0.9277	0.9632
No log	3.9623	420	0.8863	0.6784	0.8863	0.9414
No log	3.9811	422	0.7193	0.7482	0.7193	0.8481
No log	4.0	424	0.5743	0.7464	0.5743	0.7578
No log	4.0189	426	0.5226	0.6934	0.5226	0.7229
No log	4.0377	428	0.5396	0.6807	0.5396	0.7346
No log	4.0566	430	0.6223	0.7317	0.6223	0.7888
No log	4.0755	432	0.8596	0.7552	0.8596	0.9271
No log	4.0943	434	1.0242	0.7552	1.0242	1.0120
No log	4.1132	436	0.9812	0.7552	0.9812	0.9905
No log	4.1321	438	0.8442	0.7552	0.8442	0.9188
No log	4.1509	440	0.7232	0.7709	0.7232	0.8504
No log	4.1698	442	0.6336	0.7651	0.6336	0.7960
No log	4.1887	444	0.6387	0.7651	0.6387	0.7992
No log	4.2075	446	0.6515	0.7864	0.6515	0.8071
No log	4.2264	448	0.7214	0.8082	0.7214	0.8493
No log	4.2453	450	0.8371	0.7921	0.8371	0.9149
No log	4.2642	452	0.9317	0.7552	0.9317	0.9653
No log	4.2830	454	0.9588	0.7552	0.9588	0.9792
No log	4.3019	456	0.9207	0.7774	0.9207	0.9595
No log	4.3208	458	0.7770	0.7709	0.7770	0.8815
No log	4.3396	460	0.6012	0.7879	0.6012	0.7754
No log	4.3585	462	0.5306	0.7273	0.5306	0.7284
No log	4.3774	464	0.5451	0.7686	0.5451	0.7383
No log	4.3962	466	0.5883	0.7879	0.5883	0.7670
No log	4.4151	468	0.6426	0.8082	0.6426	0.8016
No log	4.4340	470	0.7122	0.8082	0.7122	0.8439
No log	4.4528	472	0.6830	0.8082	0.6830	0.8264
No log	4.4717	474	0.6855	0.8082	0.6855	0.8280
No log	4.4906	476	0.6381	0.8082	0.6381	0.7988
No log	4.5094	478	0.6507	0.8082	0.6507	0.8066
No log	4.5283	480	0.6217	0.7864	0.6217	0.7885
No log	4.5472	482	0.6052	0.7864	0.6052	0.7779
No log	4.5660	484	0.5739	0.7556	0.5739	0.7576
No log	4.5849	486	0.5964	0.7556	0.5964	0.7723
No log	4.6038	488	0.6350	0.7556	0.6350	0.7969
No log	4.6226	490	0.6480	0.7556	0.6480	0.8050
No log	4.6415	492	0.6564	0.7556	0.6564	0.8102
No log	4.6604	494	0.6953	0.7651	0.6953	0.8339
No log	4.6792	496	0.6232	0.7556	0.6232	0.7894
No log	4.6981	498	0.6044	0.7556	0.6044	0.7775
0.3832	4.7170	500	0.6018	0.7556	0.6018	0.7758
0.3832	4.7358	502	0.6077	0.7556	0.6077	0.7796
0.3832	4.7547	504	0.6120	0.7556	0.6120	0.7823
0.3832	4.7736	506	0.5947	0.7358	0.5947	0.7712
0.3832	4.7925	508	0.5925	0.7358	0.5925	0.7698
0.3832	4.8113	510	0.6371	0.7358	0.6371	0.7982
0.3832	4.8302	512	0.6983	0.7556	0.6983	0.8356
0.3832	4.8491	514	0.7692	0.7651	0.7692	0.8771
0.3832	4.8679	516	0.7319	0.7556	0.7319	0.8555
0.3832	4.8868	518	0.7317	0.7651	0.7317	0.8554
0.3832	4.9057	520	0.6854	0.7651	0.6854	0.8279
0.3832	4.9245	522	0.6169	0.7442	0.6169	0.7855
0.3832	4.9434	524	0.6500	0.7651	0.6500	0.8062
0.3832	4.9623	526	0.7298	0.7709	0.7298	0.8543
0.3832	4.9811	528	0.6925	0.7709	0.6925	0.8322
0.3832	5.0	530	0.6758	0.7709	0.6758	0.8220
0.3832	5.0189	532	0.7352	0.7709	0.7352	0.8574
0.3832	5.0377	534	0.7407	0.7709	0.7407	0.8606
0.3832	5.0566	536	0.6954	0.7709	0.6954	0.8339
0.3832	5.0755	538	0.6679	0.7709	0.6679	0.8173
0.3832	5.0943	540	0.6449	0.7260	0.6449	0.8031
0.3832	5.1132	542	0.7048	0.7260	0.7048	0.8395
0.3832	5.1321	544	0.7743	0.7482	0.7743	0.8799
0.3832	5.1509	546	0.8011	0.7864	0.8011	0.8950
0.3832	5.1698	548	0.8819	0.7552	0.8819	0.9391
0.3832	5.1887	550	0.9624	0.7552	0.9624	0.9810
0.3832	5.2075	552	0.9058	0.7552	0.9058	0.9517
0.3832	5.2264	554	0.8473	0.7552	0.8473	0.9205
0.3832	5.2453	556	0.8052	0.7709	0.8052	0.8973
0.3832	5.2642	558	0.7663	0.7709	0.7663	0.8754
0.3832	5.2830	560	0.8029	0.7709	0.8029	0.8961
0.3832	5.3019	562	0.7783	0.7709	0.7783	0.8822
0.3832	5.3208	564	0.7471	0.7709	0.7471	0.8644
0.3832	5.3396	566	0.7248	0.8082	0.7248	0.8513
0.3832	5.3585	568	0.6593	0.8082	0.6593	0.8120
0.3832	5.3774	570	0.6091	0.8082	0.6091	0.7804
0.3832	5.3962	572	0.6036	0.8082	0.6036	0.7769
0.3832	5.4151	574	0.6724	0.8082	0.6724	0.8200
0.3832	5.4340	576	0.7552	0.8082	0.7552	0.8690
0.3832	5.4528	578	0.7837	0.7921	0.7837	0.8853
0.3832	5.4717	580	0.7170	0.8082	0.7170	0.8468
0.3832	5.4906	582	0.7171	0.7961	0.7171	0.8468
0.3832	5.5094	584	0.8081	0.7921	0.8081	0.8990
0.3832	5.5283	586	0.9529	0.72	0.9529	0.9762
0.3832	5.5472	588	0.9712	0.72	0.9712	0.9855
0.3832	5.5660	590	0.8803	0.72	0.8803	0.9382
0.3832	5.5849	592	0.8191	0.8082	0.8191	0.9050
0.3832	5.6038	594	0.8155	0.7709	0.8155	0.9031
0.3832	5.6226	596	0.7949	0.7709	0.7949	0.8916
0.3832	5.6415	598	0.7054	0.8082	0.7054	0.8399
0.3832	5.6604	600	0.6186	0.8082	0.6186	0.7865
0.3832	5.6792	602	0.5811	0.7758	0.5811	0.7623
0.3832	5.6981	604	0.6099	0.7758	0.6099	0.7809
0.3832	5.7170	606	0.6165	0.8082	0.6165	0.7852
0.3832	5.7358	608	0.6364	0.8082	0.6364	0.7978
0.3832	5.7547	610	0.6819	0.8082	0.6819	0.8258
0.3832	5.7736	612	0.6666	0.8082	0.6666	0.8164
0.3832	5.7925	614	0.6299	0.8082	0.6299	0.7937
0.3832	5.8113	616	0.6720	0.8082	0.6720	0.8198
0.3832	5.8302	618	0.6690	0.8082	0.6690	0.8179
0.3832	5.8491	620	0.6473	0.8082	0.6473	0.8046
0.3832	5.8679	622	0.5972	0.8082	0.5972	0.7728
0.3832	5.8868	624	0.5711	0.7756	0.5711	0.7557
0.3832	5.9057	626	0.5174	0.6543	0.5174	0.7193
0.3832	5.9245	628	0.5085	0.6543	0.5085	0.7131
0.3832	5.9434	630	0.5237	0.6894	0.5237	0.7237
0.3832	5.9623	632	0.5983	0.7961	0.5983	0.7735
0.3832	5.9811	634	0.6760	0.8082	0.6760	0.8222
0.3832	6.0	636	0.7939	0.7921	0.7939	0.8910
0.3832	6.0189	638	0.8565	0.7552	0.8565	0.9255
0.3832	6.0377	640	0.8024	0.7552	0.8024	0.8958
0.3832	6.0566	642	0.6722	0.7709	0.6722	0.8199
0.3832	6.0755	644	0.5522	0.7758	0.5522	0.7431
0.3832	6.0943	646	0.5112	0.7103	0.5112	0.7150
0.3832	6.1132	648	0.5278	0.7103	0.5278	0.7265
0.3832	6.1321	650	0.5619	0.7442	0.5619	0.7496
0.3832	6.1509	652	0.6817	0.7709	0.6817	0.8256
0.3832	6.1698	654	0.8782	0.7552	0.8782	0.9371
0.3832	6.1887	656	0.9619	0.7552	0.9619	0.9808
0.3832	6.2075	658	0.8946	0.7552	0.8946	0.9458
0.3832	6.2264	660	0.7294	0.7709	0.7294	0.8540
0.3832	6.2453	662	0.6635	0.7709	0.6635	0.8146
0.3832	6.2642	664	0.6114	0.7348	0.6114	0.7819
0.3832	6.2830	666	0.5823	0.7348	0.5823	0.7631
0.3832	6.3019	668	0.6204	0.7348	0.6204	0.7877
0.3832	6.3208	670	0.6557	0.7709	0.6557	0.8098
0.3832	6.3396	672	0.6678	0.7709	0.6678	0.8172
0.3832	6.3585	674	0.6989	0.7709	0.6989	0.8360
0.3832	6.3774	676	0.6740	0.7709	0.6740	0.8210
0.3832	6.3962	678	0.6539	0.7709	0.6539	0.8086
0.3832	6.4151	680	0.6822	0.7709	0.6822	0.8259
0.3832	6.4340	682	0.6531	0.7709	0.6531	0.8081
0.3832	6.4528	684	0.6587	0.7709	0.6587	0.8116
0.3832	6.4717	686	0.6379	0.7709	0.6379	0.7987
0.3832	6.4906	688	0.6047	0.7709	0.6047	0.7776
0.3832	6.5094	690	0.6426	0.7709	0.6426	0.8017
0.3832	6.5283	692	0.7041	0.7709	0.7041	0.8391
0.3832	6.5472	694	0.7305	0.8082	0.7305	0.8547
0.3832	6.5660	696	0.7498	0.8082	0.7498	0.8659
0.3832	6.5849	698	0.8265	0.7709	0.8265	0.9091
0.3832	6.6038	700	0.8516	0.7709	0.8516	0.9228
0.3832	6.6226	702	0.7795	0.8082	0.7795	0.8829
0.3832	6.6415	704	0.6476	0.8082	0.6476	0.8048
0.3832	6.6604	706	0.5337	0.7961	0.5337	0.7306
0.3832	6.6792	708	0.4892	0.7586	0.4892	0.6994
0.3832	6.6981	710	0.5046	0.7651	0.5046	0.7104
0.3832	6.7170	712	0.5647	0.8082	0.5647	0.7514
0.3832	6.7358	714	0.6586	0.7709	0.6586	0.8116
0.3832	6.7547	716	0.8044	0.7709	0.8044	0.8969
0.3832	6.7736	718	0.8951	0.7552	0.8951	0.9461
0.3832	6.7925	720	0.9169	0.7552	0.9169	0.9575
0.3832	6.8113	722	0.8681	0.7552	0.8681	0.9317
0.3832	6.8302	724	0.7614	0.7709	0.7614	0.8726
0.3832	6.8491	726	0.7074	0.8082	0.7074	0.8411
0.3832	6.8679	728	0.6805	0.8082	0.6805	0.8249
0.3832	6.8868	730	0.6462	0.8082	0.6462	0.8038
0.3832	6.9057	732	0.6191	0.8082	0.6191	0.7869
0.3832	6.9245	734	0.6226	0.8082	0.6226	0.7891
0.3832	6.9434	736	0.6458	0.8082	0.6458	0.8036
0.3832	6.9623	738	0.6222	0.8082	0.6222	0.7888
0.3832	6.9811	740	0.6138	0.8082	0.6138	0.7835
0.3832	7.0	742	0.6044	0.8082	0.6044	0.7774
0.3832	7.0189	744	0.5955	0.8082	0.5955	0.7717
0.3832	7.0377	746	0.6044	0.8082	0.6044	0.7774
0.3832	7.0566	748	0.6611	0.7709	0.6611	0.8131
0.3832	7.0755	750	0.6880	0.7709	0.6880	0.8295
0.3832	7.0943	752	0.6822	0.7709	0.6822	0.8260
0.3832	7.1132	754	0.6429	0.7709	0.6429	0.8018
0.3832	7.1321	756	0.5971	0.7651	0.5971	0.7727
0.3832	7.1509	758	0.5783	0.7907	0.5783	0.7605
0.3832	7.1698	760	0.5921	0.7907	0.5921	0.7695
0.3832	7.1887	762	0.6066	0.7907	0.6066	0.7788
0.3832	7.2075	764	0.6386	0.7336	0.6386	0.7991
0.3832	7.2264	766	0.6653	0.7336	0.6653	0.8157
0.3832	7.2453	768	0.6515	0.7336	0.6515	0.8071
0.3832	7.2642	770	0.5883	0.7907	0.5883	0.7670
0.3832	7.2830	772	0.5542	0.7907	0.5542	0.7444
0.3832	7.3019	774	0.5658	0.7535	0.5658	0.7522
0.3832	7.3208	776	0.5895	0.7482	0.5895	0.7678
0.3832	7.3396	778	0.5817	0.7758	0.5817	0.7627
0.3832	7.3585	780	0.6023	0.7712	0.6023	0.7761
0.3832	7.3774	782	0.6310	0.7712	0.6310	0.7944
0.3832	7.3962	784	0.6707	0.7921	0.6707	0.8190
0.3832	7.4151	786	0.6834	0.7552	0.6834	0.8267
0.3832	7.4340	788	0.6938	0.7552	0.6938	0.8329
0.3832	7.4528	790	0.6570	0.7921	0.6570	0.8106
0.3832	7.4717	792	0.5782	0.7651	0.5782	0.7604
0.3832	7.4906	794	0.5376	0.7907	0.5376	0.7332
0.3832	7.5094	796	0.5467	0.7907	0.5467	0.7394
0.3832	7.5283	798	0.6026	0.7651	0.6026	0.7763
0.3832	7.5472	800	0.6361	0.8082	0.6361	0.7976
0.3832	7.5660	802	0.6434	0.8082	0.6434	0.8021
0.3832	7.5849	804	0.6366	0.7709	0.6366	0.7979
0.3832	7.6038	806	0.6270	0.7709	0.6270	0.7918
0.3832	7.6226	808	0.6011	0.7709	0.6011	0.7753
0.3832	7.6415	810	0.6117	0.7709	0.6117	0.7821
0.3832	7.6604	812	0.6654	0.7709	0.6654	0.8157
0.3832	7.6792	814	0.7341	0.7552	0.7341	0.8568
0.3832	7.6981	816	0.7433	0.7552	0.7433	0.8621
0.3832	7.7170	818	0.6973	0.7552	0.6973	0.8350
0.3832	7.7358	820	0.6600	0.7864	0.6600	0.8124
0.3832	7.7547	822	0.6132	0.7864	0.6132	0.7831
0.3832	7.7736	824	0.5830	0.7864	0.5830	0.7635
0.3832	7.7925	826	0.5522	0.7651	0.5522	0.7431
0.3832	7.8113	828	0.5681	0.7864	0.5681	0.7537
0.3832	7.8302	830	0.5760	0.7864	0.5760	0.7589
0.3832	7.8491	832	0.6045	0.7864	0.6045	0.7775
0.3832	7.8679	834	0.6129	0.7864	0.6129	0.7829
0.3832	7.8868	836	0.5998	0.7864	0.5998	0.7745
0.3832	7.9057	838	0.5861	0.7864	0.5861	0.7655
0.3832	7.9245	840	0.6126	0.7864	0.6126	0.7827
0.3832	7.9434	842	0.6245	0.7864	0.6245	0.7902
0.3832	7.9623	844	0.6003	0.7864	0.6003	0.7748
0.3832	7.9811	846	0.5719	0.7864	0.5719	0.7562
0.3832	8.0	848	0.5890	0.7864	0.5890	0.7675
0.3832	8.0189	850	0.6342	0.7864	0.6342	0.7964
0.3832	8.0377	852	0.6855	0.8082	0.6855	0.8279
0.3832	8.0566	854	0.7050	0.7709	0.7050	0.8396
0.3832	8.0755	856	0.6782	0.8082	0.6782	0.8235
0.3832	8.0943	858	0.6767	0.8082	0.6767	0.8226
0.3832	8.1132	860	0.6473	0.7864	0.6473	0.8045
0.3832	8.1321	862	0.6027	0.7864	0.6027	0.7763
0.3832	8.1509	864	0.5974	0.7864	0.5974	0.7729
0.3832	8.1698	866	0.6228	0.7864	0.6228	0.7892
0.3832	8.1887	868	0.6719	0.7864	0.6719	0.8197
0.3832	8.2075	870	0.7442	0.8082	0.7442	0.8626
0.3832	8.2264	872	0.7693	0.8082	0.7693	0.8771
0.3832	8.2453	874	0.7581	0.8082	0.7581	0.8707
0.3832	8.2642	876	0.7434	0.8082	0.7434	0.8622
0.3832	8.2830	878	0.7329	0.8082	0.7329	0.8561
0.3832	8.3019	880	0.7125	0.8082	0.7125	0.8441
0.3832	8.3208	882	0.7118	0.8082	0.7118	0.8437
0.3832	8.3396	884	0.7252	0.7709	0.7252	0.8516
0.3832	8.3585	886	0.7261	0.7709	0.7261	0.8521
0.3832	8.3774	888	0.6993	0.7709	0.6993	0.8362
0.3832	8.3962	890	0.6600	0.7709	0.6600	0.8124
0.3832	8.4151	892	0.6059	0.7864	0.6059	0.7784
0.3832	8.4340	894	0.5680	0.7651	0.5680	0.7537
0.3832	8.4528	896	0.5510	0.7651	0.5510	0.7423
0.3832	8.4717	898	0.5399	0.7651	0.5399	0.7348
0.3832	8.4906	900	0.5386	0.7651	0.5386	0.7339
0.3832	8.5094	902	0.5578	0.7651	0.5578	0.7469
0.3832	8.5283	904	0.5910	0.7864	0.5910	0.7688
0.3832	8.5472	906	0.6157	0.8082	0.6157	0.7847
0.3832	8.5660	908	0.6267	0.8082	0.6267	0.7916
0.3832	8.5849	910	0.6217	0.7864	0.6217	0.7885
0.3832	8.6038	912	0.6181	0.7864	0.6181	0.7862
0.3832	8.6226	914	0.6298	0.7864	0.6298	0.7936
0.3832	8.6415	916	0.6319	0.7864	0.6319	0.7949
0.3832	8.6604	918	0.6547	0.8082	0.6547	0.8092
0.3832	8.6792	920	0.6786	0.7921	0.6786	0.8238
0.3832	8.6981	922	0.6762	0.7921	0.6762	0.8223
0.3832	8.7170	924	0.6470	0.8082	0.6470	0.8043
0.3832	8.7358	926	0.6343	0.8082	0.6343	0.7965
0.3832	8.7547	928	0.6259	0.8082	0.6259	0.7911
0.3832	8.7736	930	0.6221	0.8082	0.6221	0.7887
0.3832	8.7925	932	0.6300	0.8082	0.6300	0.7937
0.3832	8.8113	934	0.6291	0.8082	0.6291	0.7931
0.3832	8.8302	936	0.6246	0.8082	0.6246	0.7903
0.3832	8.8491	938	0.6336	0.7709	0.6336	0.7960
0.3832	8.8679	940	0.6559	0.7709	0.6559	0.8099
0.3832	8.8868	942	0.6696	0.7709	0.6696	0.8183
0.3832	8.9057	944	0.6767	0.7709	0.6767	0.8226
0.3832	8.9245	946	0.6899	0.7709	0.6899	0.8306
0.3832	8.9434	948	0.6915	0.7709	0.6915	0.8316
0.3832	8.9623	950	0.6753	0.7709	0.6753	0.8218
0.3832	8.9811	952	0.6396	0.7709	0.6396	0.7997
0.3832	9.0	954	0.6143	0.7709	0.6143	0.7838
0.3832	9.0189	956	0.6022	0.7709	0.6022	0.7760
0.3832	9.0377	958	0.6013	0.7709	0.6013	0.7754
0.3832	9.0566	960	0.5959	0.7709	0.5959	0.7719
0.3832	9.0755	962	0.6015	0.7709	0.6015	0.7755
0.3832	9.0943	964	0.6018	0.7709	0.6018	0.7757
0.3832	9.1132	966	0.6177	0.7709	0.6177	0.7859
0.3832	9.1321	968	0.6459	0.7709	0.6459	0.8037
0.3832	9.1509	970	0.6781	0.7709	0.6781	0.8235
0.3832	9.1698	972	0.6945	0.7709	0.6945	0.8334
0.3832	9.1887	974	0.7097	0.7709	0.7097	0.8424
0.3832	9.2075	976	0.7102	0.7709	0.7102	0.8428
0.3832	9.2264	978	0.7005	0.8082	0.7005	0.8369
0.3832	9.2453	980	0.6827	0.8082	0.6827	0.8262
0.3832	9.2642	982	0.6625	0.8082	0.6625	0.8139
0.3832	9.2830	984	0.6433	0.8082	0.6433	0.8021
0.3832	9.3019	986	0.6234	0.7864	0.6234	0.7896
0.3832	9.3208	988	0.6048	0.7864	0.6048	0.7777
0.3832	9.3396	990	0.5963	0.7864	0.5963	0.7722
0.3832	9.3585	992	0.5860	0.7864	0.5860	0.7655
0.3832	9.3774	994	0.5850	0.7864	0.5850	0.7648
0.3832	9.3962	996	0.5891	0.7864	0.5891	0.7676
0.3832	9.4151	998	0.5898	0.7864	0.5898	0.7680
0.0982	9.4340	1000	0.5941	0.7864	0.5941	0.7708
0.0982	9.4528	1002	0.6074	0.8082	0.6074	0.7794
0.0982	9.4717	1004	0.6198	0.8082	0.6198	0.7873
0.0982	9.4906	1006	0.6315	0.8082	0.6315	0.7947
0.0982	9.5094	1008	0.6380	0.8082	0.6380	0.7988
0.0982	9.5283	1010	0.6387	0.8082	0.6387	0.7992
0.0982	9.5472	1012	0.6368	0.8082	0.6368	0.7980
0.0982	9.5660	1014	0.6325	0.8082	0.6325	0.7953
0.0982	9.5849	1016	0.6363	0.8082	0.6363	0.7977
0.0982	9.6038	1018	0.6398	0.8082	0.6398	0.7999
0.0982	9.6226	1020	0.6382	0.8082	0.6382	0.7989
0.0982	9.6415	1022	0.6357	0.8082	0.6357	0.7973
0.0982	9.6604	1024	0.6378	0.8082	0.6378	0.7986
0.0982	9.6792	1026	0.6426	0.8082	0.6426	0.8016
0.0982	9.6981	1028	0.6457	0.8082	0.6457	0.8036
0.0982	9.7170	1030	0.6484	0.8082	0.6484	0.8052
0.0982	9.7358	1032	0.6520	0.8082	0.6520	0.8075
0.0982	9.7547	1034	0.6511	0.8082	0.6511	0.8069
0.0982	9.7736	1036	0.6518	0.8082	0.6518	0.8073
0.0982	9.7925	1038	0.6524	0.8082	0.6524	0.8077
0.0982	9.8113	1040	0.6520	0.8082	0.6520	0.8075
0.0982	9.8302	1042	0.6517	0.8082	0.6517	0.8073
0.0982	9.8491	1044	0.6514	0.8082	0.6514	0.8071
0.0982	9.8679	1046	0.6500	0.8082	0.6500	0.8062
0.0982	9.8868	1048	0.6480	0.8082	0.6480	0.8050
0.0982	9.9057	1050	0.6473	0.8082	0.6473	0.8045
0.0982	9.9245	1052	0.6451	0.8082	0.6451	0.8032
0.0982	9.9434	1054	0.6438	0.8082	0.6438	0.8024
0.0982	9.9623	1056	0.6428	0.8082	0.6428	0.8018
0.0982	9.9811	1058	0.6422	0.8082	0.6422	0.8014
0.0982	10.0	1060	0.6419	0.8082	0.6419	0.8012

Framework versions

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