ArabicNewSplits2_FineTuningAraBERT_run1_AugV4_k20_task1_organization

MayBashendy/ArabicNewSplits2_FineTuningAraBERT_run1_AugV4_k20_task1_organization

ArabicNewSplits2_FineTuningAraBERT_run1_AugV4_k20_task1_organization is a text classification model from MayBashendy. Use it when you need a label for a piece of text. It is set up for transformers.

should probably proofread and complete it, then remove this comment. --

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At a glance

Task: Text Classification
Library: transformers
Model type: bert
Access: Public
Created: Dec 4, 2024
Updated: Dec 4, 2024
SHA: 60eb560d

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Base models

aubmindlab/bert-base-arabertv02

Model card

From the Hugging Face model README

ArabicNewSplits2_FineTuningAraBERT_run1_AugV4_k20_task1_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: 0.8513
Qwk: 0.676
Mse: 0.8513
Rmse: 0.9227

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	0.0118	2	4.7015	-0.0238	4.7015	2.1683
No log	0.0237	4	3.0370	0.0983	3.0370	1.7427
No log	0.0355	6	1.6331	0.1117	1.6331	1.2779
No log	0.0473	8	1.3950	0.1697	1.3950	1.1811
No log	0.0592	10	1.1806	0.1882	1.1806	1.0866
No log	0.0710	12	1.4060	0.1656	1.4060	1.1858
No log	0.0828	14	1.7006	0.1378	1.7006	1.3041
No log	0.0947	16	1.8605	0.0819	1.8605	1.3640
No log	0.1065	18	2.1841	0.2053	2.1841	1.4779
No log	0.1183	20	2.3955	0.1110	2.3955	1.5478
No log	0.1302	22	2.3793	0.1870	2.3793	1.5425
No log	0.1420	24	2.0380	0.1144	2.0380	1.4276
No log	0.1538	26	1.8838	0.1072	1.8838	1.3725
No log	0.1657	28	1.9977	0.2533	1.9977	1.4134
No log	0.1775	30	2.1413	0.1471	2.1413	1.4633
No log	0.1893	32	2.1051	0.1471	2.1051	1.4509
No log	0.2012	34	1.8758	0.2537	1.8758	1.3696
No log	0.2130	36	1.6567	0.2025	1.6567	1.2871
No log	0.2249	38	1.4214	0.0929	1.4214	1.1922
No log	0.2367	40	1.2310	0.1706	1.2310	1.1095
No log	0.2485	42	1.2383	0.1724	1.2383	1.1128
No log	0.2604	44	1.5641	0.2500	1.5641	1.2506
No log	0.2722	46	1.7178	0.3157	1.7178	1.3107
No log	0.2840	48	1.5106	0.2985	1.5106	1.2291
No log	0.2959	50	1.3959	0.2639	1.3959	1.1815
No log	0.3077	52	1.3428	0.2639	1.3428	1.1588
No log	0.3195	54	1.1657	0.3010	1.1657	1.0797
No log	0.3314	56	0.9891	0.3363	0.9891	0.9946
No log	0.3432	58	0.9411	0.4413	0.9411	0.9701
No log	0.3550	60	0.9918	0.4529	0.9918	0.9959
No log	0.3669	62	0.9930	0.4261	0.9930	0.9965
No log	0.3787	64	1.0765	0.4767	1.0765	1.0376
No log	0.3905	66	1.2040	0.4496	1.2040	1.0973
No log	0.4024	68	1.0259	0.4563	1.0259	1.0129
No log	0.4142	70	0.7373	0.6897	0.7373	0.8587
No log	0.4260	72	0.6607	0.6351	0.6607	0.8128
No log	0.4379	74	0.6900	0.7034	0.6900	0.8306
No log	0.4497	76	0.8830	0.6387	0.8830	0.9397
No log	0.4615	78	1.1647	0.5612	1.1647	1.0792
No log	0.4734	80	0.9766	0.5743	0.9766	0.9882
No log	0.4852	82	0.8233	0.6522	0.8233	0.9074
No log	0.4970	84	0.9545	0.5714	0.9545	0.9770
No log	0.5089	86	1.2396	0.5099	1.2396	1.1134
No log	0.5207	88	1.2746	0.4815	1.2746	1.1290
No log	0.5325	90	1.0945	0.5551	1.0945	1.0462
No log	0.5444	92	1.0644	0.5443	1.0644	1.0317
No log	0.5562	94	1.0789	0.5919	1.0789	1.0387
No log	0.5680	96	1.2114	0.4927	1.2114	1.1006
No log	0.5799	98	0.9913	0.5967	0.9913	0.9956
No log	0.5917	100	0.8147	0.6271	0.8147	0.9026
No log	0.6036	102	0.9175	0.5584	0.9175	0.9579
No log	0.6154	104	1.4090	0.4722	1.4090	1.1870
No log	0.6272	106	1.5607	0.4912	1.5607	1.2493
No log	0.6391	108	1.7022	0.4775	1.7022	1.3047
No log	0.6509	110	1.3286	0.4724	1.3286	1.1526
No log	0.6627	112	0.9607	0.5424	0.9607	0.9802
No log	0.6746	114	1.0025	0.5160	1.0025	1.0013
No log	0.6864	116	1.1524	0.4485	1.1524	1.0735
No log	0.6982	118	1.5633	0.4121	1.5633	1.2503
No log	0.7101	120	1.8242	0.3855	1.8242	1.3506
No log	0.7219	122	1.5567	0.4896	1.5567	1.2477
No log	0.7337	124	1.0599	0.5956	1.0599	1.0295
No log	0.7456	126	0.8638	0.6136	0.8638	0.9294
No log	0.7574	128	0.9611	0.5867	0.9611	0.9803
No log	0.7692	130	1.0166	0.5928	1.0166	1.0083
No log	0.7811	132	0.9834	0.6005	0.9834	0.9917
No log	0.7929	134	1.1410	0.5190	1.1410	1.0682
No log	0.8047	136	1.3775	0.4729	1.3775	1.1737
No log	0.8166	138	1.3170	0.4944	1.3170	1.1476
No log	0.8284	140	0.9123	0.5897	0.9123	0.9551
No log	0.8402	142	0.7876	0.6478	0.7876	0.8875
No log	0.8521	144	0.8838	0.6316	0.8838	0.9401
No log	0.8639	146	0.9564	0.6014	0.9564	0.9780
No log	0.8757	148	1.0834	0.5385	1.0834	1.0409
No log	0.8876	150	1.1745	0.4872	1.1745	1.0837
No log	0.8994	152	0.9263	0.628	0.9263	0.9625
No log	0.9112	154	0.8808	0.6447	0.8808	0.9385
No log	0.9231	156	1.0314	0.5719	1.0314	1.0156
No log	0.9349	158	1.1909	0.5338	1.1909	1.0913
No log	0.9467	160	1.2751	0.5307	1.2751	1.1292
No log	0.9586	162	1.0712	0.5182	1.0712	1.0350
No log	0.9704	164	0.8488	0.5991	0.8488	0.9213
No log	0.9822	166	0.9174	0.5991	0.9174	0.9578
No log	0.9941	168	1.1002	0.5404	1.1002	1.0489
No log	1.0059	170	1.0884	0.5308	1.0884	1.0433
No log	1.0178	172	1.2370	0.5010	1.2370	1.1122
No log	1.0296	174	1.3806	0.5068	1.3806	1.1750
No log	1.0414	176	1.1561	0.5044	1.1561	1.0752
No log	1.0533	178	0.9948	0.5956	0.9948	0.9974
No log	1.0651	180	0.8977	0.6181	0.8977	0.9475
No log	1.0769	182	0.9666	0.6117	0.9666	0.9831
No log	1.0888	184	1.3094	0.5517	1.3094	1.1443
No log	1.1006	186	1.7038	0.4946	1.7038	1.3053
No log	1.1124	188	1.5987	0.5131	1.5987	1.2644
No log	1.1243	190	1.0174	0.6075	1.0174	1.0087
No log	1.1361	192	0.6110	0.6723	0.6110	0.7817
No log	1.1479	194	0.5832	0.6833	0.5832	0.7637
No log	1.1598	196	0.7473	0.6515	0.7473	0.8645
No log	1.1716	198	1.4716	0.4946	1.4716	1.2131
No log	1.1834	200	2.0905	0.4301	2.0905	1.4459
No log	1.1953	202	2.0404	0.4213	2.0404	1.4284
No log	1.2071	204	1.6737	0.3855	1.6737	1.2937
No log	1.2189	206	1.1835	0.5093	1.1835	1.0879
No log	1.2308	208	0.9476	0.5726	0.9476	0.9734
No log	1.2426	210	0.9289	0.5291	0.9289	0.9638
No log	1.2544	212	0.8803	0.6131	0.8803	0.9383
No log	1.2663	214	0.8282	0.6509	0.8282	0.9101
No log	1.2781	216	0.9442	0.6579	0.9442	0.9717
No log	1.2899	218	0.9241	0.6498	0.9241	0.9613
No log	1.3018	220	0.9266	0.6786	0.9266	0.9626
No log	1.3136	222	0.7590	0.6836	0.7590	0.8712
No log	1.3254	224	0.6063	0.6879	0.6063	0.7787
No log	1.3373	226	0.5418	0.6123	0.5418	0.7360
No log	1.3491	228	0.5431	0.5997	0.5431	0.7370
No log	1.3609	230	0.6086	0.6758	0.6086	0.7801
No log	1.3728	232	0.9105	0.6562	0.9105	0.9542
No log	1.3846	234	1.1862	0.5612	1.1862	1.0891
No log	1.3964	236	1.1507	0.6183	1.1507	1.0727
No log	1.4083	238	1.0446	0.6207	1.0446	1.0221
No log	1.4201	240	0.8641	0.6229	0.8641	0.9296
No log	1.4320	242	0.7103	0.6587	0.7103	0.8428
No log	1.4438	244	0.6518	0.6929	0.6518	0.8073
No log	1.4556	246	0.6978	0.6318	0.6978	0.8353
No log	1.4675	248	0.6691	0.6929	0.6691	0.8180
No log	1.4793	250	0.6913	0.6741	0.6913	0.8314
No log	1.4911	252	0.9364	0.5929	0.9364	0.9677
No log	1.5030	254	1.2913	0.4980	1.2913	1.1363
No log	1.5148	256	1.4258	0.5058	1.4258	1.1941
No log	1.5266	258	1.3733	0.4980	1.3733	1.1719
No log	1.5385	260	1.2634	0.4980	1.2634	1.1240
No log	1.5503	262	0.9869	0.5390	0.9869	0.9934
No log	1.5621	264	0.8973	0.5960	0.8973	0.9473
No log	1.5740	266	0.8118	0.6473	0.8118	0.9010
No log	1.5858	268	0.8516	0.6260	0.8516	0.9228
No log	1.5976	270	0.9700	0.5520	0.9700	0.9849
No log	1.6095	272	1.1973	0.5631	1.1973	1.0942
No log	1.6213	274	1.1679	0.5631	1.1679	1.0807
No log	1.6331	276	1.0039	0.6484	1.0039	1.0020
No log	1.6450	278	0.9338	0.6348	0.9338	0.9663
No log	1.6568	280	0.8919	0.6150	0.8919	0.9444
No log	1.6686	282	0.8334	0.6150	0.8334	0.9129
No log	1.6805	284	1.0329	0.5825	1.0329	1.0163
No log	1.6923	286	1.3660	0.4399	1.3660	1.1688
No log	1.7041	288	1.5447	0.4514	1.5447	1.2429
No log	1.7160	290	1.4015	0.4240	1.4015	1.1838
No log	1.7278	292	1.0237	0.5618	1.0237	1.0118
No log	1.7396	294	0.8681	0.6345	0.8681	0.9317
No log	1.7515	296	0.9358	0.6113	0.9358	0.9673
No log	1.7633	298	1.0453	0.5567	1.0453	1.0224
No log	1.7751	300	0.9256	0.5909	0.9256	0.9621
No log	1.7870	302	0.8846	0.6149	0.8846	0.9405
No log	1.7988	304	0.9784	0.5926	0.9784	0.9891
No log	1.8107	306	0.9244	0.5926	0.9244	0.9615
No log	1.8225	308	0.9531	0.5926	0.9531	0.9763
No log	1.8343	310	1.2327	0.5287	1.2327	1.1103
No log	1.8462	312	1.3161	0.4989	1.3162	1.1472
No log	1.8580	314	1.3916	0.4979	1.3916	1.1797
No log	1.8698	316	1.5015	0.478	1.5015	1.2253
No log	1.8817	318	1.5739	0.5112	1.5739	1.2546
No log	1.8935	320	1.4889	0.5309	1.4889	1.2202
No log	1.9053	322	1.2277	0.5011	1.2277	1.1080
No log	1.9172	324	0.9639	0.5326	0.9639	0.9818
No log	1.9290	326	0.9007	0.5382	0.9007	0.9491
No log	1.9408	328	0.9136	0.5593	0.9136	0.9558
No log	1.9527	330	0.9494	0.5190	0.9494	0.9744
No log	1.9645	332	0.9886	0.5385	0.9886	0.9943
No log	1.9763	334	1.0445	0.5274	1.0445	1.0220
No log	1.9882	336	1.1392	0.5404	1.1392	1.0673
No log	2.0	338	1.0492	0.5918	1.0492	1.0243
No log	2.0118	340	0.9109	0.6283	0.9109	0.9544
No log	2.0237	342	0.7806	0.6240	0.7806	0.8835
No log	2.0355	344	0.7122	0.6884	0.7122	0.8439
No log	2.0473	346	0.8135	0.6430	0.8135	0.9020
No log	2.0592	348	0.7570	0.6754	0.7570	0.8701
No log	2.0710	350	0.5583	0.7242	0.5583	0.7472
No log	2.0828	352	0.4934	0.7068	0.4934	0.7024
No log	2.0947	354	0.4908	0.6932	0.4908	0.7006
No log	2.1065	356	0.5659	0.7256	0.5659	0.7523
No log	2.1183	358	0.5536	0.7260	0.5536	0.7440
No log	2.1302	360	0.5025	0.7374	0.5025	0.7089
No log	2.1420	362	0.4935	0.6932	0.4935	0.7025
No log	2.1538	364	0.5150	0.7171	0.5150	0.7177
No log	2.1657	366	0.6021	0.7155	0.6021	0.7760
No log	2.1775	368	0.7271	0.6696	0.7271	0.8527
No log	2.1893	370	0.7375	0.6716	0.7375	0.8588
No log	2.2012	372	0.6471	0.6758	0.6471	0.8044
No log	2.2130	374	0.5677	0.6974	0.5677	0.7535
No log	2.2249	376	0.5600	0.6974	0.5600	0.7483
No log	2.2367	378	0.5938	0.7171	0.5938	0.7706
No log	2.2485	380	0.5901	0.7051	0.5901	0.7682
No log	2.2604	382	0.6559	0.7227	0.6559	0.8099
No log	2.2722	384	0.7551	0.7218	0.7551	0.8690
No log	2.2840	386	0.6872	0.7227	0.6872	0.8290
No log	2.2959	388	0.6088	0.6992	0.6088	0.7802
No log	2.3077	390	0.5730	0.6909	0.5730	0.7570
No log	2.3195	392	0.5742	0.7172	0.5742	0.7577
No log	2.3314	394	0.5610	0.6892	0.5610	0.7490
No log	2.3432	396	0.6768	0.7007	0.6768	0.8227
No log	2.3550	398	0.9369	0.63	0.9369	0.9679
No log	2.3669	400	1.2681	0.5010	1.2681	1.1261
No log	2.3787	402	1.3562	0.4717	1.3562	1.1645
No log	2.3905	404	1.3059	0.4287	1.3059	1.1428
No log	2.4024	406	1.1117	0.5312	1.1117	1.0544
No log	2.4142	408	0.9913	0.5464	0.9913	0.9957
No log	2.4260	410	0.9827	0.5714	0.9827	0.9913
No log	2.4379	412	0.9400	0.6427	0.9400	0.9695
No log	2.4497	414	0.9039	0.6489	0.9039	0.9508
No log	2.4615	416	0.8927	0.6712	0.8927	0.9448
No log	2.4734	418	0.9604	0.6321	0.9604	0.9800
No log	2.4852	420	0.9124	0.6546	0.9124	0.9552
No log	2.4970	422	0.7971	0.7126	0.7971	0.8928
No log	2.5089	424	0.7386	0.6889	0.7386	0.8594
No log	2.5207	426	0.8168	0.6690	0.8168	0.9038
No log	2.5325	428	0.9709	0.6259	0.9709	0.9854
No log	2.5444	430	1.2760	0.4615	1.2760	1.1296
No log	2.5562	432	1.3480	0.4615	1.3480	1.1610
No log	2.5680	434	1.4267	0.4888	1.4267	1.1945
No log	2.5799	436	1.4063	0.5147	1.4063	1.1859
No log	2.5917	438	1.2126	0.5172	1.2126	1.1012
No log	2.6036	440	0.9436	0.6266	0.9436	0.9714
No log	2.6154	442	0.7419	0.6683	0.7419	0.8613
No log	2.6272	444	0.7425	0.6849	0.7425	0.8617
No log	2.6391	446	0.9183	0.6759	0.9183	0.9583
No log	2.6509	448	1.1495	0.5925	1.1495	1.0721
No log	2.6627	450	1.1790	0.5455	1.1790	1.0858
No log	2.6746	452	1.1439	0.5179	1.1439	1.0695
No log	2.6864	454	0.9064	0.6092	0.9064	0.9520
No log	2.6982	456	0.6941	0.7	0.6941	0.8331
No log	2.7101	458	0.6267	0.7076	0.6267	0.7916
No log	2.7219	460	0.6588	0.7608	0.6588	0.8117
No log	2.7337	462	0.7811	0.6851	0.7811	0.8838
No log	2.7456	464	0.9983	0.6280	0.9983	0.9992
No log	2.7574	466	1.0402	0.5901	1.0402	1.0199
No log	2.7692	468	0.9149	0.6700	0.9149	0.9565
No log	2.7811	470	0.7570	0.7097	0.7570	0.8701
No log	2.7929	472	0.6554	0.7269	0.6554	0.8095
No log	2.8047	474	0.6497	0.7269	0.6497	0.8061
No log	2.8166	476	0.6842	0.7143	0.6842	0.8271
No log	2.8284	478	0.7156	0.7259	0.7156	0.8459
No log	2.8402	480	0.7963	0.6865	0.7963	0.8923
No log	2.8521	482	0.8016	0.6900	0.8016	0.8953
No log	2.8639	484	0.7005	0.7390	0.7005	0.8369
No log	2.8757	486	0.6191	0.7063	0.6191	0.7868
No log	2.8876	488	0.6163	0.7292	0.6163	0.7850
No log	2.8994	490	0.7147	0.7397	0.7147	0.8454
No log	2.9112	492	0.9477	0.6064	0.9477	0.9735
No log	2.9231	494	1.1811	0.5185	1.1811	1.0868
No log	2.9349	496	1.1598	0.5268	1.1598	1.0769
No log	2.9467	498	0.9466	0.6103	0.9466	0.9729
0.4719	2.9586	500	0.6690	0.7298	0.6690	0.8179
0.4719	2.9704	502	0.5407	0.6932	0.5407	0.7353
0.4719	2.9822	504	0.5319	0.7085	0.5319	0.7293
0.4719	2.9941	506	0.5231	0.7323	0.5231	0.7233
0.4719	3.0059	508	0.5590	0.7171	0.5590	0.7477
0.4719	3.0178	510	0.7509	0.6727	0.7509	0.8665
0.4719	3.0296	512	1.0598	0.5696	1.0598	1.0295
0.4719	3.0414	514	1.2417	0.4979	1.2417	1.1143
0.4719	3.0533	516	1.2327	0.5186	1.2327	1.1103
0.4719	3.0651	518	1.1314	0.544	1.1314	1.0637
0.4719	3.0769	520	0.9610	0.5513	0.9610	0.9803
0.4719	3.0888	522	0.8568	0.6029	0.8568	0.9256
0.4719	3.1006	524	0.9179	0.5622	0.9179	0.9581
0.4719	3.1124	526	1.0204	0.55	1.0204	1.0102
0.4719	3.1243	528	0.9852	0.5705	0.9852	0.9926
0.4719	3.1361	530	0.9474	0.6176	0.9474	0.9733
0.4719	3.1479	532	0.8676	0.6351	0.8676	0.9315
0.4719	3.1598	534	0.7597	0.6651	0.7597	0.8716
0.4719	3.1716	536	0.6649	0.7173	0.6649	0.8154
0.4719	3.1834	538	0.6533	0.7173	0.6533	0.8083
0.4719	3.1953	540	0.7413	0.6830	0.7413	0.8610
0.4719	3.2071	542	0.8969	0.5980	0.8969	0.9470
0.4719	3.2189	544	1.0224	0.625	1.0224	1.0111
0.4719	3.2308	546	1.0289	0.5663	1.0289	1.0143
0.4719	3.2426	548	1.0312	0.5919	1.0312	1.0155
0.4719	3.2544	550	1.1037	0.4952	1.1037	1.0506
0.4719	3.2663	552	1.0937	0.4831	1.0937	1.0458
0.4719	3.2781	554	1.0306	0.5252	1.0306	1.0152
0.4719	3.2899	556	1.0426	0.5549	1.0426	1.0211
0.4719	3.3018	558	1.1556	0.5010	1.1556	1.0750
0.4719	3.3136	560	1.2847	0.4888	1.2847	1.1335
0.4719	3.3254	562	1.2611	0.5172	1.2611	1.1230
0.4719	3.3373	564	1.1097	0.5859	1.1097	1.0534
0.4719	3.3491	566	0.9712	0.5500	0.9712	0.9855
0.4719	3.3609	568	0.8338	0.6606	0.8338	0.9131
0.4719	3.3728	570	0.8541	0.6367	0.8541	0.9242
0.4719	3.3846	572	0.9603	0.6111	0.9603	0.9800
0.4719	3.3964	574	1.1341	0.5363	1.1341	1.0649
0.4719	3.4083	576	1.2281	0.4287	1.2281	1.1082
0.4719	3.4201	578	1.4753	0.3903	1.4753	1.2146
0.4719	3.4320	580	1.7408	0.4248	1.7408	1.3194
0.4719	3.4438	582	1.7466	0.3644	1.7466	1.3216
0.4719	3.4556	584	1.5217	0.3709	1.5217	1.2336
0.4719	3.4675	586	1.1815	0.4345	1.1815	1.0870
0.4719	3.4793	588	0.8668	0.5271	0.8668	0.9310
0.4719	3.4911	590	0.7287	0.6433	0.7287	0.8536
0.4719	3.5030	592	0.6873	0.6581	0.6873	0.8290
0.4719	3.5148	594	0.7253	0.6284	0.7253	0.8516
0.4719	3.5266	596	0.8742	0.5808	0.8742	0.9350
0.4719	3.5385	598	1.1780	0.4906	1.1780	1.0853
0.4719	3.5503	600	1.3563	0.4134	1.3563	1.1646
0.4719	3.5621	602	1.3483	0.4134	1.3483	1.1612
0.4719	3.5740	604	1.2068	0.4478	1.2068	1.0985
0.4719	3.5858	606	1.0491	0.5855	1.0491	1.0242
0.4719	3.5976	608	0.9253	0.5798	0.9253	0.9619
0.4719	3.6095	610	0.7952	0.6284	0.7952	0.8917
0.4719	3.6213	612	0.7732	0.6314	0.7732	0.8793
0.4719	3.6331	614	0.8013	0.6519	0.8013	0.8952
0.4719	3.6450	616	0.8604	0.6712	0.8604	0.9276
0.4719	3.6568	618	0.9114	0.6509	0.9114	0.9547
0.4719	3.6686	620	0.9096	0.6509	0.9096	0.9537
0.4719	3.6805	622	0.8903	0.6556	0.8903	0.9436
0.4719	3.6923	624	0.8943	0.6556	0.8943	0.9457
0.4719	3.7041	626	0.9006	0.676	0.9006	0.9490
0.4719	3.7160	628	0.8374	0.676	0.8374	0.9151
0.4719	3.7278	630	0.7186	0.6691	0.7186	0.8477
0.4719	3.7396	632	0.6785	0.6833	0.6785	0.8237
0.4719	3.7515	634	0.7039	0.6833	0.7039	0.8390
0.4719	3.7633	636	0.7854	0.6671	0.7854	0.8862
0.4719	3.7751	638	0.8406	0.6703	0.8406	0.9168
0.4719	3.7870	640	0.8427	0.6826	0.8427	0.9180
0.4719	3.7988	642	0.7682	0.6598	0.7682	0.8765
0.4719	3.8107	644	0.7570	0.6598	0.7570	0.8700
0.4719	3.8225	646	0.7482	0.6598	0.7482	0.8650
0.4719	3.8343	648	0.7299	0.6769	0.7299	0.8543
0.4719	3.8462	650	0.7420	0.6741	0.7420	0.8614
0.4719	3.8580	652	0.7434	0.6741	0.7434	0.8622
0.4719	3.8698	654	0.7509	0.6471	0.7509	0.8666
0.4719	3.8817	656	0.7814	0.6691	0.7814	0.8840
0.4719	3.8935	658	0.8570	0.6696	0.8570	0.9257
0.4719	3.9053	660	0.9123	0.6733	0.9123	0.9552
0.4719	3.9172	662	0.9318	0.6757	0.9318	0.9653
0.4719	3.9290	664	0.8491	0.6815	0.8491	0.9214
0.4719	3.9408	666	0.7239	0.6557	0.7239	0.8508
0.4719	3.9527	668	0.6704	0.6741	0.6704	0.8188
0.4719	3.9645	670	0.6820	0.6741	0.6820	0.8258
0.4719	3.9763	672	0.7404	0.6828	0.7404	0.8605
0.4719	3.9882	674	0.8117	0.7115	0.8117	0.9009
0.4719	4.0	676	0.9345	0.5970	0.9345	0.9667
0.4719	4.0118	678	0.9652	0.5865	0.9652	0.9825
0.4719	4.0237	680	0.8759	0.6409	0.8759	0.9359
0.4719	4.0355	682	0.8359	0.6492	0.8359	0.9143
0.4719	4.0473	684	0.8298	0.6361	0.8298	0.9109
0.4719	4.0592	686	0.9172	0.6530	0.9172	0.9577
0.4719	4.0710	688	1.0875	0.5335	1.0875	1.0428
0.4719	4.0828	690	1.2700	0.5357	1.2700	1.1270
0.4719	4.0947	692	1.2328	0.5357	1.2328	1.1103
0.4719	4.1065	694	1.0491	0.5935	1.0491	1.0243
0.4719	4.1183	696	0.8664	0.6351	0.8664	0.9308
0.4719	4.1302	698	0.7927	0.6268	0.7927	0.8903
0.4719	4.1420	700	0.7847	0.6121	0.7847	0.8858
0.4719	4.1538	702	0.8393	0.6424	0.8393	0.9161
0.4719	4.1657	704	0.9331	0.6408	0.9331	0.9660
0.4719	4.1775	706	0.9602	0.6408	0.9602	0.9799
0.4719	4.1893	708	0.9283	0.6471	0.9283	0.9635
0.4719	4.2012	710	0.8446	0.6488	0.8446	0.9190
0.4719	4.2130	712	0.7639	0.6716	0.7639	0.8740
0.4719	4.2249	714	0.7103	0.7164	0.7103	0.8428
0.4719	4.2367	716	0.7024	0.6777	0.7024	0.8381
0.4719	4.2485	718	0.7283	0.6777	0.7283	0.8534
0.4719	4.2604	720	0.7973	0.6531	0.7973	0.8929
0.4719	4.2722	722	0.8558	0.6242	0.8558	0.9251
0.4719	4.2840	724	0.8955	0.6424	0.8955	0.9463
0.4719	4.2959	726	0.8507	0.5938	0.8507	0.9223
0.4719	4.3077	728	0.8305	0.5709	0.8305	0.9113
0.4719	4.3195	730	0.8568	0.5980	0.8568	0.9256
0.4719	4.3314	732	0.8467	0.5980	0.8467	0.9201
0.4719	4.3432	734	0.8317	0.5778	0.8317	0.9120
0.4719	4.3550	736	0.8098	0.6121	0.8098	0.8999
0.4719	4.3669	738	0.8269	0.6346	0.8269	0.9093
0.4719	4.3787	740	0.8185	0.6498	0.8185	0.9047
0.4719	4.3905	742	0.7851	0.6555	0.7851	0.8861
0.4719	4.4024	744	0.7740	0.6521	0.7740	0.8798
0.4719	4.4142	746	0.8161	0.6101	0.8161	0.9034
0.4719	4.4260	748	0.9770	0.5541	0.9770	0.9884
0.4719	4.4379	750	1.1978	0.5800	1.1978	1.0944
0.4719	4.4497	752	1.2422	0.5408	1.2422	1.1145
0.4719	4.4615	754	1.1223	0.5372	1.1223	1.0594
0.4719	4.4734	756	0.9570	0.5586	0.9570	0.9783
0.4719	4.4852	758	0.8822	0.6168	0.8822	0.9392
0.4719	4.4970	760	0.8592	0.6286	0.8592	0.9269
0.4719	4.5089	762	0.8934	0.6570	0.8934	0.9452
0.4719	4.5207	764	0.9402	0.6494	0.9402	0.9696
0.4719	4.5325	766	0.9669	0.6524	0.9669	0.9833
0.4719	4.5444	768	0.9435	0.6388	0.9435	0.9713
0.4719	4.5562	770	0.8330	0.6879	0.8330	0.9127
0.4719	4.5680	772	0.7348	0.7395	0.7348	0.8572
0.4719	4.5799	774	0.7268	0.7218	0.7268	0.8525
0.4719	4.5917	776	0.8021	0.7143	0.8021	0.8956
0.4719	4.6036	778	0.8717	0.6450	0.8717	0.9337
0.4719	4.6154	780	0.9246	0.6447	0.9246	0.9616
0.4719	4.6272	782	0.9411	0.6087	0.9411	0.9701
0.4719	4.6391	784	0.8860	0.6825	0.8860	0.9412
0.4719	4.6509	786	0.7849	0.7016	0.7849	0.8860
0.4719	4.6627	788	0.7674	0.6634	0.7674	0.8760
0.4719	4.6746	790	0.7967	0.7016	0.7967	0.8926
0.4719	4.6864	792	0.8862	0.6450	0.8862	0.9414
0.4719	4.6982	794	0.9839	0.6316	0.9839	0.9919
0.4719	4.7101	796	1.0062	0.6316	1.0062	1.0031
0.4719	4.7219	798	0.9382	0.6351	0.9382	0.9686
0.4719	4.7337	800	0.8618	0.6101	0.8618	0.9283
0.4719	4.7456	802	0.8138	0.6036	0.8138	0.9021
0.4719	4.7574	804	0.7885	0.6186	0.7885	0.8880
0.4719	4.7692	806	0.7822	0.6233	0.7822	0.8844
0.4719	4.7811	808	0.7999	0.6404	0.7999	0.8944
0.4719	4.7929	810	0.8351	0.6570	0.8351	0.9138
0.4719	4.8047	812	0.9175	0.6389	0.9175	0.9578
0.4719	4.8166	814	1.0428	0.6174	1.0428	1.0212
0.4719	4.8284	816	1.0973	0.6029	1.0973	1.0475
0.4719	4.8402	818	1.0868	0.5980	1.0868	1.0425
0.4719	4.8521	820	1.0703	0.5928	1.0703	1.0346
0.4719	4.8639	822	1.0838	0.5928	1.0838	1.0411
0.4719	4.8757	824	1.0636	0.5928	1.0636	1.0313
0.4719	4.8876	826	0.9905	0.6327	0.9905	0.9952
0.4719	4.8994	828	0.9253	0.6327	0.9253	0.9619
0.4719	4.9112	830	0.8774	0.6602	0.8774	0.9367
0.4719	4.9231	832	0.8140	0.6585	0.8140	0.9022
0.4719	4.9349	834	0.8002	0.6585	0.8002	0.8945
0.4719	4.9467	836	0.8051	0.6036	0.8051	0.8973
0.4719	4.9586	838	0.8651	0.6181	0.8651	0.9301
0.4719	4.9704	840	0.9191	0.6069	0.9191	0.9587
0.4719	4.9822	842	1.0024	0.6164	1.0024	1.0012
0.4719	4.9941	844	1.0310	0.6164	1.0310	1.0154
0.4719	5.0059	846	1.0046	0.6348	1.0046	1.0023
0.4719	5.0178	848	0.9851	0.6348	0.9851	0.9925
0.4719	5.0296	850	0.9923	0.6348	0.9923	0.9961
0.4719	5.0414	852	0.9473	0.6348	0.9473	0.9733
0.4719	5.0533	854	0.9127	0.6348	0.9127	0.9553
0.4719	5.0651	856	0.8880	0.6348	0.8880	0.9424
0.4719	5.0769	858	0.8377	0.676	0.8377	0.9152
0.4719	5.0888	860	0.7657	0.6943	0.7657	0.8750
0.4719	5.1006	862	0.7418	0.6943	0.7418	0.8613
0.4719	5.1124	864	0.7721	0.6888	0.7721	0.8787
0.4719	5.1243	866	0.8408	0.6786	0.8408	0.9170
0.4719	5.1361	868	0.9938	0.61	0.9938	0.9969
0.4719	5.1479	870	1.0820	0.5461	1.0820	1.0402
0.4719	5.1598	872	1.0356	0.6077	1.0356	1.0177
0.4719	5.1716	874	0.9088	0.6348	0.9088	0.9533
0.4719	5.1834	876	0.8026	0.6888	0.8026	0.8959
0.4719	5.1953	878	0.7781	0.65	0.7781	0.8821
0.4719	5.2071	880	0.8075	0.6888	0.8075	0.8986
0.4719	5.2189	882	0.9098	0.6391	0.9098	0.9538
0.4719	5.2308	884	1.0458	0.5926	1.0458	1.0227
0.4719	5.2426	886	1.0617	0.5926	1.0617	1.0304
0.4719	5.2544	888	1.0145	0.5926	1.0145	1.0072
0.4719	5.2663	890	0.9152	0.6408	0.9152	0.9567
0.4719	5.2781	892	0.8097	0.6538	0.8097	0.8998
0.4719	5.2899	894	0.7792	0.6431	0.7792	0.8827
0.4719	5.3018	896	0.8239	0.6385	0.8239	0.9077
0.4719	5.3136	898	0.8868	0.6649	0.8868	0.9417
0.4719	5.3254	900	0.9931	0.5760	0.9931	0.9965
0.4719	5.3373	902	1.0158	0.5760	1.0158	1.0078
0.4719	5.3491	904	0.9672	0.5837	0.9672	0.9835
0.4719	5.3609	906	0.8727	0.6649	0.8727	0.9342
0.4719	5.3728	908	0.8335	0.7016	0.8335	0.9130
0.4719	5.3846	910	0.8178	0.7016	0.8178	0.9043
0.4719	5.3964	912	0.8166	0.7016	0.8166	0.9037
0.4719	5.4083	914	0.8084	0.7016	0.8084	0.8991
0.4719	5.4201	916	0.7880	0.7016	0.7880	0.8877
0.4719	5.4320	918	0.8152	0.7016	0.8152	0.9029
0.4719	5.4438	920	0.8244	0.7016	0.8244	0.9080
0.4719	5.4556	922	0.8262	0.6649	0.8262	0.9090
0.4719	5.4675	924	0.8701	0.6649	0.8701	0.9328
0.4719	5.4793	926	0.8796	0.676	0.8796	0.9379
0.4719	5.4911	928	0.9161	0.676	0.9161	0.9571
0.4719	5.5030	930	0.9783	0.6390	0.9783	0.9891
0.4719	5.5148	932	0.9663	0.6390	0.9663	0.9830
0.4719	5.5266	934	0.9378	0.6390	0.9378	0.9684
0.4719	5.5385	936	0.9171	0.6229	0.9171	0.9577
0.4719	5.5503	938	0.9326	0.6434	0.9326	0.9657
0.4719	5.5621	940	0.9910	0.6471	0.9910	0.9955
0.4719	5.5740	942	1.0540	0.6471	1.0540	1.0267
0.4719	5.5858	944	1.1185	0.5873	1.1185	1.0576
0.4719	5.5976	946	1.2036	0.5205	1.2036	1.0971
0.4719	5.6095	948	1.2230	0.5205	1.2230	1.1059
0.4719	5.6213	950	1.1475	0.5068	1.1475	1.0712
0.4719	5.6331	952	1.0397	0.6512	1.0397	1.0197
0.4719	5.6450	954	0.9995	0.6434	0.9995	0.9998
0.4719	5.6568	956	1.0264	0.6113	1.0264	1.0131
0.4719	5.6686	958	1.0342	0.6077	1.0342	1.0170
0.4719	5.6805	960	1.0178	0.6691	1.0178	1.0089
0.4719	5.6923	962	0.9629	0.6602	0.9629	0.9813
0.4719	5.7041	964	0.8912	0.6410	0.8912	0.9440
0.4719	5.7160	966	0.8328	0.6098	0.8328	0.9126
0.4719	5.7278	968	0.8421	0.6098	0.8421	0.9177
0.4719	5.7396	970	0.8765	0.6168	0.8765	0.9362
0.4719	5.7515	972	0.9378	0.6388	0.9378	0.9684
0.4719	5.7633	974	0.9992	0.6478	0.9992	0.9996
0.4719	5.7751	976	0.9649	0.6388	0.9649	0.9823
0.4719	5.7870	978	0.9330	0.6388	0.9330	0.9659
0.4719	5.7988	980	0.8776	0.6276	0.8776	0.9368
0.4719	5.8107	982	0.8724	0.6232	0.8724	0.9340
0.4719	5.8225	984	0.9062	0.6276	0.9062	0.9520
0.4719	5.8343	986	0.9414	0.6082	0.9414	0.9703
0.4719	5.8462	988	0.9650	0.5809	0.9650	0.9824
0.4719	5.8580	990	0.9198	0.6005	0.9198	0.9590
0.4719	5.8698	992	0.8763	0.6367	0.8763	0.9361
0.4719	5.8817	994	0.8756	0.6367	0.8756	0.9357
0.4719	5.8935	996	0.9037	0.6556	0.9037	0.9506
0.4719	5.9053	998	0.8825	0.6556	0.8825	0.9394
0.1096	5.9172	1000	0.8894	0.6408	0.8894	0.9431
0.1096	5.9290	1002	0.8979	0.6408	0.8979	0.9476
0.1096	5.9408	1004	0.9094	0.6445	0.9094	0.9536
0.1096	5.9527	1006	0.8946	0.6483	0.8946	0.9458
0.1096	5.9645	1008	0.8572	0.6117	0.8572	0.9259
0.1096	5.9763	1010	0.8002	0.6136	0.8002	0.8945
0.1096	5.9882	1012	0.7592	0.6261	0.7592	0.8713
0.1096	6.0	1014	0.7579	0.6217	0.7579	0.8706
0.1096	6.0118	1016	0.8113	0.6429	0.8113	0.9007
0.1096	6.0237	1018	0.8788	0.6082	0.8788	0.9375
0.1096	6.0355	1020	0.9371	0.6351	0.9371	0.9680
0.1096	6.0473	1022	0.9846	0.5755	0.9846	0.9923
0.1096	6.0592	1024	0.9645	0.5755	0.9645	0.9821
0.1096	6.0710	1026	0.9103	0.6561	0.9103	0.9541
0.1096	6.0828	1028	0.8900	0.6561	0.8900	0.9434
0.1096	6.0947	1030	0.8203	0.6860	0.8203	0.9057
0.1096	6.1065	1032	0.7748	0.6992	0.7748	0.8802
0.1096	6.1183	1034	0.7160	0.7280	0.7160	0.8462
0.1096	6.1302	1036	0.7025	0.7093	0.7025	0.8382
0.1096	6.1420	1038	0.7223	0.7149	0.7223	0.8499
0.1096	6.1538	1040	0.7925	0.6585	0.7925	0.8903
0.1096	6.1657	1042	0.9114	0.6287	0.9114	0.9547
0.1096	6.1775	1044	1.0664	0.5590	1.0664	1.0327
0.1096	6.1893	1046	1.1733	0.4958	1.1733	1.0832
0.1096	6.2012	1048	1.1848	0.4868	1.1848	1.0885
0.1096	6.2130	1050	1.1168	0.5851	1.1168	1.0568
0.1096	6.2249	1052	1.0087	0.5984	1.0087	1.0044
0.1096	6.2367	1054	0.9614	0.6113	0.9614	0.9805
0.1096	6.2485	1056	0.9556	0.6113	0.9556	0.9775
0.1096	6.2604	1058	1.0051	0.5984	1.0051	1.0026
0.1096	6.2722	1060	1.0857	0.5880	1.0857	1.0420
0.1096	6.2840	1062	1.1572	0.5612	1.1572	1.0758
0.1096	6.2959	1064	1.1497	0.5612	1.1497	1.0723
0.1096	6.3077	1066	1.0799	0.6218	1.0799	1.0392
0.1096	6.3195	1068	0.9567	0.6162	0.9567	0.9781
0.1096	6.3314	1070	0.8612	0.5768	0.8612	0.9280
0.1096	6.3432	1072	0.7911	0.6468	0.7911	0.8894
0.1096	6.3550	1074	0.7653	0.7017	0.7653	0.8748
0.1096	6.3669	1076	0.7986	0.65	0.7986	0.8937
0.1096	6.3787	1078	0.8481	0.6345	0.8481	0.9209
0.1096	6.3905	1080	0.8887	0.6134	0.8887	0.9427
0.1096	6.4024	1082	0.9292	0.6530	0.9292	0.9640
0.1096	6.4142	1084	0.9168	0.6494	0.9168	0.9575
0.1096	6.4260	1086	0.9372	0.6494	0.9372	0.9681
0.1096	6.4379	1088	0.9743	0.6602	0.9743	0.9871
0.1096	6.4497	1090	0.9687	0.6812	0.9687	0.9842
0.1096	6.4615	1092	0.9688	0.6812	0.9688	0.9843
0.1096	6.4734	1094	0.9289	0.6812	0.9289	0.9638
0.1096	6.4852	1096	0.8569	0.6698	0.8569	0.9257
0.1096	6.4970	1098	0.7869	0.6293	0.7869	0.8871
0.1096	6.5089	1100	0.7414	0.6116	0.7414	0.8610
0.1096	6.5207	1102	0.7432	0.6405	0.7432	0.8621
0.1096	6.5325	1104	0.7804	0.6215	0.7804	0.8834
0.1096	6.5444	1106	0.8563	0.6515	0.8563	0.9253
0.1096	6.5562	1108	0.8929	0.6515	0.8929	0.9449
0.1096	6.5680	1110	0.9066	0.6515	0.9066	0.9521
0.1096	6.5799	1112	0.8762	0.6483	0.8762	0.9360
0.1096	6.5917	1114	0.8213	0.625	0.8213	0.9063
0.1096	6.6036	1116	0.7667	0.6239	0.7667	0.8756
0.1096	6.6154	1118	0.7231	0.6384	0.7231	0.8504
0.1096	6.6272	1120	0.7141	0.6384	0.7141	0.8451
0.1096	6.6391	1122	0.7373	0.6239	0.7373	0.8587
0.1096	6.6509	1124	0.7844	0.6458	0.7844	0.8856
0.1096	6.6627	1126	0.8650	0.6667	0.8650	0.9300
0.1096	6.6746	1128	0.9244	0.6390	0.9244	0.9615
0.1096	6.6864	1130	0.9990	0.6165	0.9990	0.9995
0.1096	6.6982	1132	1.0012	0.5873	1.0012	1.0006
0.1096	6.7101	1134	0.9481	0.6589	0.9481	0.9737
0.1096	6.7219	1136	0.9090	0.6556	0.9090	0.9534
0.1096	6.7337	1138	0.8450	0.6602	0.8450	0.9192
0.1096	6.7456	1140	0.8170	0.6602	0.8170	0.9039
0.1096	6.7574	1142	0.7841	0.6454	0.7841	0.8855
0.1096	6.7692	1144	0.7625	0.6599	0.7625	0.8732
0.1096	6.7811	1146	0.7742	0.6458	0.7742	0.8799
0.1096	6.7929	1148	0.7885	0.6458	0.7885	0.8880
0.1096	6.8047	1150	0.8485	0.6866	0.8485	0.9212
0.1096	6.8166	1152	0.8811	0.6390	0.8811	0.9387
0.1096	6.8284	1154	0.9339	0.6390	0.9339	0.9664
0.1096	6.8402	1156	0.9662	0.6202	0.9662	0.9829
0.1096	6.8521	1158	0.9807	0.6165	0.9807	0.9903
0.1096	6.8639	1160	0.9649	0.5781	0.9649	0.9823
0.1096	6.8757	1162	0.9742	0.5843	0.9742	0.9870
0.1096	6.8876	1164	0.9261	0.5781	0.9261	0.9624
0.1096	6.8994	1166	0.8835	0.6556	0.8835	0.9399
0.1096	6.9112	1168	0.8957	0.6197	0.8957	0.9464
0.1096	6.9231	1170	0.9258	0.6164	0.9258	0.9622
0.1096	6.9349	1172	1.0002	0.61	1.0002	1.0001
0.1096	6.9467	1174	1.0409	0.61	1.0409	1.0202
0.1096	6.9586	1176	1.0682	0.61	1.0682	1.0335
0.1096	6.9704	1178	1.0407	0.6214	1.0407	1.0202
0.1096	6.9822	1180	0.9769	0.6390	0.9769	0.9884
0.1096	6.9941	1182	0.9276	0.6390	0.9276	0.9631
0.1096	7.0059	1184	0.8950	0.6390	0.8950	0.9460
0.1096	7.0178	1186	0.8404	0.676	0.8404	0.9167
0.1096	7.0296	1188	0.7885	0.6812	0.7885	0.8880
0.1096	7.0414	1190	0.7550	0.6634	0.7550	0.8689
0.1096	7.0533	1192	0.7618	0.6649	0.7618	0.8728
0.1096	7.0651	1194	0.7521	0.7143	0.7521	0.8672
0.1096	7.0769	1196	0.7219	0.7017	0.7219	0.8497
0.1096	7.0888	1198	0.7136	0.7149	0.7136	0.8447
0.1096	7.1006	1200	0.7439	0.7017	0.7439	0.8625
0.1096	7.1124	1202	0.8133	0.6707	0.8133	0.9018
0.1096	7.1243	1204	0.8562	0.6707	0.8562	0.9253
0.1096	7.1361	1206	0.8429	0.6707	0.8429	0.9181
0.1096	7.1479	1208	0.7905	0.6802	0.7905	0.8891
0.1096	7.1598	1210	0.7307	0.6884	0.7307	0.8548
0.1096	7.1716	1212	0.6898	0.7149	0.6898	0.8305
0.1096	7.1834	1214	0.6981	0.7017	0.6981	0.8355
0.1096	7.1953	1216	0.7114	0.6884	0.7114	0.8434
0.1096	7.2071	1218	0.7324	0.7073	0.7324	0.8558
0.1096	7.2189	1220	0.7967	0.7016	0.7967	0.8926
0.1096	7.2308	1222	0.8529	0.6649	0.8529	0.9235
0.1096	7.2426	1224	0.9368	0.652	0.9368	0.9679
0.1096	7.2544	1226	0.9962	0.5825	0.9962	0.9981
0.1096	7.2663	1228	1.0033	0.5825	1.0033	1.0017
0.1096	7.2781	1230	0.9649	0.5855	0.9649	0.9823
0.1096	7.2899	1232	0.8912	0.652	0.8912	0.9440
0.1096	7.3018	1234	0.8155	0.6649	0.8155	0.9031
0.1096	7.3136	1236	0.7568	0.7016	0.7568	0.8700
0.1096	7.3254	1238	0.7311	0.6454	0.7311	0.8550
0.1096	7.3373	1240	0.7246	0.6454	0.7246	0.8512
0.1096	7.3491	1242	0.7348	0.6454	0.7348	0.8572
0.1096	7.3609	1244	0.7873	0.6649	0.7873	0.8873
0.1096	7.3728	1246	0.8772	0.6908	0.8772	0.9366
0.1096	7.3846	1248	0.9409	0.6786	0.9409	0.9700
0.1096	7.3964	1250	0.9940	0.6354	0.9940	0.9970
0.1096	7.4083	1252	0.9906	0.6495	0.9906	0.9953
0.1096	7.4201	1254	0.9438	0.6260	0.9438	0.9715
0.1096	7.4320	1256	0.8938	0.6390	0.8938	0.9454
0.1096	7.4438	1258	0.8695	0.6390	0.8695	0.9325
0.1096	7.4556	1260	0.8526	0.676	0.8526	0.9233
0.1096	7.4675	1262	0.8415	0.676	0.8415	0.9173
0.1096	7.4793	1264	0.8023	0.6649	0.8023	0.8957
0.1096	7.4911	1266	0.7826	0.6649	0.7826	0.8847
0.1096	7.5030	1268	0.7897	0.6649	0.7897	0.8886
0.1096	7.5148	1270	0.8170	0.6908	0.8170	0.9039
0.1096	7.5266	1272	0.8502	0.6707	0.8502	0.9221
0.1096	7.5385	1274	0.8883	0.6707	0.8883	0.9425
0.1096	7.5503	1276	0.8864	0.6707	0.8864	0.9415
0.1096	7.5621	1278	0.8452	0.6707	0.8452	0.9193
0.1096	7.5740	1280	0.7896	0.6908	0.7896	0.8886
0.1096	7.5858	1282	0.7547	0.6961	0.7547	0.8687
0.1096	7.5976	1284	0.7271	0.6568	0.7271	0.8527
0.1096	7.6095	1286	0.7288	0.6431	0.7288	0.8537
0.1096	7.6213	1288	0.7589	0.6293	0.7589	0.8712
0.1096	7.6331	1290	0.7686	0.6293	0.7686	0.8767
0.1096	7.6450	1292	0.7484	0.6293	0.7484	0.8651
0.1096	7.6568	1294	0.7120	0.6478	0.7120	0.8438
0.1096	7.6686	1296	0.6897	0.7017	0.6897	0.8305
0.1096	7.6805	1298	0.6866	0.7017	0.6866	0.8286
0.1096	7.6923	1300	0.7116	0.6879	0.7116	0.8436
0.1096	7.7041	1302	0.7353	0.6293	0.7353	0.8575
0.1096	7.7160	1304	0.7583	0.65	0.7583	0.8708
0.1096	7.7278	1306	0.7722	0.65	0.7722	0.8787
0.1096	7.7396	1308	0.7670	0.65	0.7670	0.8758
0.1096	7.7515	1310	0.7487	0.65	0.7487	0.8652
0.1096	7.7633	1312	0.7319	0.6958	0.7319	0.8555
0.1096	7.7751	1314	0.7446	0.7017	0.7446	0.8629
0.1096	7.7870	1316	0.7775	0.6698	0.7775	0.8818
0.1096	7.7988	1318	0.8126	0.6649	0.8126	0.9014
0.1096	7.8107	1320	0.8265	0.6649	0.8265	0.9091
0.1096	7.8225	1322	0.8233	0.6649	0.8233	0.9074
0.1096	7.8343	1324	0.8305	0.6649	0.8305	0.9113
0.1096	7.8462	1326	0.8196	0.6649	0.8196	0.9053
0.1096	7.8580	1328	0.8008	0.6649	0.8008	0.8949
0.1096	7.8698	1330	0.7638	0.7203	0.7638	0.8740
0.1096	7.8817	1332	0.7252	0.6822	0.7252	0.8516
0.1096	7.8935	1334	0.6892	0.7155	0.6892	0.8302
0.1096	7.9053	1336	0.6779	0.6956	0.6779	0.8234
0.1096	7.9172	1338	0.6895	0.7155	0.6895	0.8303
0.1096	7.9290	1340	0.7160	0.6879	0.7160	0.8462
0.1096	7.9408	1342	0.7463	0.6822	0.7463	0.8639
0.1096	7.9527	1344	0.7883	0.6634	0.7883	0.8878
0.1096	7.9645	1346	0.8056	0.6450	0.8056	0.8976
0.1096	7.9763	1348	0.8128	0.6649	0.8128	0.9016
0.1096	7.9882	1350	0.7995	0.65	0.7995	0.8942
0.1096	8.0	1352	0.7738	0.6431	0.7738	0.8797
0.1096	8.0118	1354	0.7786	0.6293	0.7786	0.8824
0.1096	8.0237	1356	0.8051	0.6616	0.8051	0.8973
0.1096	8.0355	1358	0.8585	0.676	0.8585	0.9266
0.1096	8.0473	1360	0.8982	0.676	0.8982	0.9477
0.1096	8.0592	1362	0.9315	0.6631	0.9315	0.9651
0.1096	8.0710	1364	0.9638	0.6432	0.9638	0.9817
0.1096	8.0828	1366	0.9603	0.6432	0.9603	0.9800
0.1096	8.0947	1368	0.9244	0.676	0.9244	0.9615
0.1096	8.1065	1370	0.8850	0.676	0.8850	0.9407
0.1096	8.1183	1372	0.8308	0.676	0.8308	0.9115
0.1096	8.1302	1374	0.7828	0.6888	0.7828	0.8848
0.1096	8.1420	1376	0.7477	0.6478	0.7477	0.8647
0.1096	8.1538	1378	0.7253	0.6618	0.7253	0.8516
0.1096	8.1657	1380	0.7302	0.6618	0.7302	0.8545
0.1096	8.1775	1382	0.7505	0.6634	0.7505	0.8663
0.1096	8.1893	1384	0.7737	0.6574	0.7737	0.8796
0.1096	8.2012	1386	0.8136	0.6944	0.8136	0.9020
0.1096	8.2130	1388	0.8755	0.6831	0.8755	0.9357
0.1096	8.2249	1390	0.9155	0.6831	0.9155	0.9568
0.1096	8.2367	1392	0.9471	0.6831	0.9471	0.9732
0.1096	8.2485	1394	0.9363	0.6831	0.9363	0.9676
0.1096	8.2604	1396	0.9284	0.6556	0.9284	0.9635
0.1096	8.2722	1398	0.9195	0.6556	0.9195	0.9589
0.1096	8.2840	1400	0.8945	0.6556	0.8945	0.9458
0.1096	8.2959	1402	0.8656	0.676	0.8656	0.9304
0.1096	8.3077	1404	0.8349	0.6567	0.8349	0.9137
0.1096	8.3195	1406	0.8349	0.6616	0.8349	0.9137
0.1096	8.3314	1408	0.8570	0.676	0.8570	0.9258
0.1096	8.3432	1410	0.8907	0.676	0.8907	0.9438
0.1096	8.3550	1412	0.9237	0.6556	0.9237	0.9611
0.1096	8.3669	1414	0.9532	0.6432	0.9532	0.9763
0.1096	8.3787	1416	0.9582	0.6432	0.9582	0.9789
0.1096	8.3905	1418	0.9481	0.6432	0.9481	0.9737
0.1096	8.4024	1420	0.9371	0.6556	0.9371	0.9680
0.1096	8.4142	1422	0.9401	0.6556	0.9401	0.9696
0.1096	8.4260	1424	0.9244	0.6556	0.9244	0.9615
0.1096	8.4379	1426	0.9169	0.6556	0.9169	0.9575
0.1096	8.4497	1428	0.9074	0.6602	0.9074	0.9526
0.1096	8.4615	1430	0.8890	0.6602	0.8890	0.9429
0.1096	8.4734	1432	0.8875	0.6602	0.8875	0.9421
0.1096	8.4852	1434	0.9028	0.6556	0.9028	0.9502
0.1096	8.4970	1436	0.9202	0.6589	0.9202	0.9593
0.1096	8.5089	1438	0.9445	0.6831	0.9445	0.9719
0.1096	8.5207	1440	0.9764	0.6831	0.9764	0.9881
0.1096	8.5325	1442	0.9781	0.6831	0.9781	0.9890
0.1096	8.5444	1444	0.9567	0.6831	0.9567	0.9781
0.1096	8.5562	1446	0.9112	0.6831	0.9112	0.9546
0.1096	8.5680	1448	0.8562	0.6809	0.8562	0.9253
0.1096	8.5799	1450	0.8124	0.6616	0.8124	0.9014
0.1096	8.5917	1452	0.7981	0.6458	0.7981	0.8934
0.1096	8.6036	1454	0.8034	0.6410	0.8034	0.8963
0.1096	8.6154	1456	0.8227	0.6616	0.8227	0.9070
0.1096	8.6272	1458	0.8565	0.6812	0.8565	0.9255
0.1096	8.6391	1460	0.9045	0.6556	0.9045	0.9510
0.1096	8.6509	1462	0.9593	0.6831	0.9593	0.9794
0.1096	8.6627	1464	1.0044	0.6467	1.0044	1.0022
0.1096	8.6746	1466	1.0317	0.5909	1.0317	1.0157
0.1096	8.6864	1468	1.0373	0.5909	1.0373	1.0185
0.1096	8.6982	1470	1.0232	0.6354	1.0232	1.0115
0.1096	8.7101	1472	0.9838	0.6831	0.9838	0.9919
0.1096	8.7219	1474	0.9341	0.6556	0.9341	0.9665
0.1096	8.7337	1476	0.8800	0.6556	0.8800	0.9381
0.1096	8.7456	1478	0.8195	0.6812	0.8195	0.9052
0.1096	8.7574	1480	0.7839	0.6634	0.7839	0.8854
0.1096	8.7692	1482	0.7566	0.6478	0.7566	0.8698
0.1096	8.7811	1484	0.7432	0.6478	0.7432	0.8621
0.1096	8.7929	1486	0.7407	0.6478	0.7407	0.8607
0.1096	8.8047	1488	0.7534	0.6478	0.7534	0.8680
0.1096	8.8166	1490	0.7783	0.6829	0.7783	0.8822
0.1096	8.8284	1492	0.8128	0.6649	0.8128	0.9015
0.1096	8.8402	1494	0.8505	0.676	0.8505	0.9222
0.1096	8.8521	1496	0.8771	0.6556	0.8771	0.9366
0.1096	8.8639	1498	0.9088	0.6556	0.9088	0.9533
0.0653	8.8757	1500	0.9309	0.6512	0.9309	0.9649
0.0653	8.8876	1502	0.9296	0.6547	0.9296	0.9642
0.0653	8.8994	1504	0.9153	0.6556	0.9153	0.9567
0.0653	8.9112	1506	0.8934	0.6556	0.8934	0.9452
0.0653	8.9231	1508	0.8710	0.676	0.8710	0.9333
0.0653	8.9349	1510	0.8584	0.676	0.8584	0.9265
0.0653	8.9467	1512	0.8452	0.676	0.8452	0.9193
0.0653	8.9586	1514	0.8338	0.676	0.8338	0.9131
0.0653	8.9704	1516	0.8380	0.676	0.8380	0.9154
0.0653	8.9822	1518	0.8497	0.676	0.8497	0.9218
0.0653	8.9941	1520	0.8575	0.676	0.8575	0.9260
0.0653	9.0059	1522	0.8618	0.676	0.8618	0.9283
0.0653	9.0178	1524	0.8729	0.676	0.8729	0.9343
0.0653	9.0296	1526	0.8894	0.676	0.8894	0.9431
0.0653	9.0414	1528	0.9095	0.676	0.9095	0.9537
0.0653	9.0533	1530	0.9283	0.676	0.9283	0.9635
0.0653	9.0651	1532	0.9379	0.6348	0.9379	0.9685
0.0653	9.0769	1534	0.9432	0.6348	0.9432	0.9712
0.0653	9.0888	1536	0.9367	0.6390	0.9367	0.9678
0.0653	9.1006	1538	0.9203	0.6390	0.9203	0.9593
0.0653	9.1124	1540	0.9094	0.6390	0.9094	0.9536
0.0653	9.1243	1542	0.8950	0.676	0.8950	0.9460
0.0653	9.1361	1544	0.8789	0.676	0.8789	0.9375
0.0653	9.1479	1546	0.8662	0.676	0.8662	0.9307
0.0653	9.1598	1548	0.8646	0.676	0.8646	0.9299
0.0653	9.1716	1550	0.8743	0.676	0.8743	0.9350
0.0653	9.1834	1552	0.8763	0.676	0.8763	0.9361
0.0653	9.1953	1554	0.8712	0.676	0.8712	0.9334
0.0653	9.2071	1556	0.8756	0.676	0.8756	0.9357
0.0653	9.2189	1558	0.8792	0.6589	0.8792	0.9377
0.0653	9.2308	1560	0.8782	0.6589	0.8782	0.9371
0.0653	9.2426	1562	0.8851	0.6589	0.8851	0.9408
0.0653	9.2544	1564	0.8930	0.6589	0.8930	0.9450
0.0653	9.2663	1566	0.9096	0.6589	0.9096	0.9537
0.0653	9.2781	1568	0.9343	0.625	0.9343	0.9666
0.0653	9.2899	1570	0.9507	0.625	0.9507	0.9750
0.0653	9.3018	1572	0.9551	0.625	0.9551	0.9773
0.0653	9.3136	1574	0.9572	0.625	0.9572	0.9784
0.0653	9.3254	1576	0.9596	0.625	0.9596	0.9796
0.0653	9.3373	1578	0.9608	0.6130	0.9608	0.9802
0.0653	9.3491	1580	0.9547	0.6130	0.9547	0.9771
0.0653	9.3609	1582	0.9472	0.6130	0.9472	0.9732
0.0653	9.3728	1584	0.9471	0.6130	0.9471	0.9732
0.0653	9.3846	1586	0.9397	0.6130	0.9397	0.9694
0.0653	9.3964	1588	0.9401	0.6077	0.9401	0.9696
0.0653	9.4083	1590	0.9467	0.6130	0.9467	0.9730
0.0653	9.4201	1592	0.9523	0.6077	0.9523	0.9759
0.0653	9.4320	1594	0.9571	0.6130	0.9571	0.9783
0.0653	9.4438	1596	0.9553	0.6130	0.9553	0.9774
0.0653	9.4556	1598	0.9520	0.6130	0.9520	0.9757
0.0653	9.4675	1600	0.9513	0.6130	0.9513	0.9753
0.0653	9.4793	1602	0.9433	0.6202	0.9433	0.9712
0.0653	9.4911	1604	0.9300	0.6202	0.9300	0.9643
0.0653	9.5030	1606	0.9184	0.6202	0.9184	0.9583
0.0653	9.5148	1608	0.9130	0.6202	0.9130	0.9555
0.0653	9.5266	1610	0.9074	0.6556	0.9074	0.9526
0.0653	9.5385	1612	0.8990	0.676	0.8990	0.9481
0.0653	9.5503	1614	0.8947	0.676	0.8947	0.9459
0.0653	9.5621	1616	0.8962	0.6556	0.8962	0.9467
0.0653	9.5740	1618	0.8983	0.6556	0.8983	0.9478
0.0653	9.5858	1620	0.8973	0.6589	0.8973	0.9473
0.0653	9.5976	1622	0.8951	0.6589	0.8951	0.9461
0.0653	9.6095	1624	0.8938	0.6589	0.8938	0.9454
0.0653	9.6213	1626	0.8909	0.6589	0.8909	0.9439
0.0653	9.6331	1628	0.8917	0.6589	0.8917	0.9443
0.0653	9.6450	1630	0.8958	0.6589	0.8958	0.9464
0.0653	9.6568	1632	0.9023	0.6589	0.9023	0.9499
0.0653	9.6686	1634	0.9045	0.6589	0.9045	0.9510
0.0653	9.6805	1636	0.9051	0.6589	0.9051	0.9514
0.0653	9.6923	1638	0.9023	0.6589	0.9023	0.9499
0.0653	9.7041	1640	0.8964	0.6589	0.8964	0.9468
0.0653	9.7160	1642	0.8887	0.6556	0.8887	0.9427
0.0653	9.7278	1644	0.8812	0.6556	0.8812	0.9387
0.0653	9.7396	1646	0.8752	0.6556	0.8752	0.9355
0.0653	9.7515	1648	0.8713	0.6556	0.8713	0.9335
0.0653	9.7633	1650	0.8672	0.6556	0.8672	0.9312
0.0653	9.7751	1652	0.8673	0.6556	0.8673	0.9313
0.0653	9.7870	1654	0.8678	0.6556	0.8678	0.9315
0.0653	9.7988	1656	0.8665	0.6556	0.8665	0.9309
0.0653	9.8107	1658	0.8632	0.6556	0.8632	0.9291
0.0653	9.8225	1660	0.8597	0.6556	0.8597	0.9272
0.0653	9.8343	1662	0.8574	0.6556	0.8574	0.9260
0.0653	9.8462	1664	0.8535	0.676	0.8535	0.9238
0.0653	9.8580	1666	0.8499	0.676	0.8499	0.9219
0.0653	9.8698	1668	0.8484	0.676	0.8484	0.9211
0.0653	9.8817	1670	0.8480	0.676	0.8480	0.9209
0.0653	9.8935	1672	0.8486	0.676	0.8486	0.9212
0.0653	9.9053	1674	0.8492	0.676	0.8492	0.9215
0.0653	9.9172	1676	0.8505	0.676	0.8505	0.9222
0.0653	9.9290	1678	0.8506	0.676	0.8506	0.9223
0.0653	9.9408	1680	0.8507	0.676	0.8507	0.9223
0.0653	9.9527	1682	0.8507	0.676	0.8507	0.9223
0.0653	9.9645	1684	0.8507	0.676	0.8507	0.9223
0.0653	9.9763	1686	0.8508	0.676	0.8508	0.9224
0.0653	9.9882	1688	0.8511	0.676	0.8511	0.9225
0.0653	10.0	1690	0.8513	0.676	0.8513	0.9227

Framework versions

Transformers 4.44.2
Pytorch 2.4.0+cu118
Datasets 2.21.0
Tokenizers 0.19.1

Task: Text Classification
Library: transformers
Type: bert
Created: Dec 4, 2024
Updated: Dec 4, 2024