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_fold0
    results: []

Arabic_FineTuningAraBERT_AugV4_k3_task1_organization_fold0

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: 0.8478
• Qwk: 0.7692
• Mse: 0.8478
• Rmse: 0.9208

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	0.0168	2	4.9180	0.0	4.9180	2.2177
No log	0.0336	4	2.6362	0.0904	2.6362	1.6236
No log	0.0504	6	1.8293	0.0552	1.8293	1.3525
No log	0.0672	8	2.0266	-0.0875	2.0266	1.4236
No log	0.0840	10	1.4653	0.1914	1.4653	1.2105
No log	0.1008	12	1.3429	0.4030	1.3429	1.1588
No log	0.1176	14	1.2827	0.3009	1.2827	1.1325
No log	0.1345	16	1.2760	0.2472	1.2760	1.1296
No log	0.1513	18	1.8803	0.2145	1.8803	1.3712
No log	0.1681	20	2.2029	0.2000	2.2029	1.4842
No log	0.1849	22	2.0197	0.0801	2.0197	1.4212
No log	0.2017	24	1.7428	0.0801	1.7428	1.3202
No log	0.2185	26	1.6185	0.2145	1.6185	1.2722
No log	0.2353	28	1.6140	0.2416	1.6140	1.2704
No log	0.2521	30	1.5596	0.2416	1.5596	1.2488
No log	0.2689	32	1.5779	0.2145	1.5779	1.2562
No log	0.2857	34	1.5767	0.3837	1.5767	1.2557
No log	0.3025	36	1.8980	0.4336	1.8980	1.3777
No log	0.3193	38	2.3369	0.4143	2.3369	1.5287
No log	0.3361	40	2.2323	0.4379	2.2323	1.4941
No log	0.3529	42	1.9544	0.3824	1.9544	1.3980
No log	0.3697	44	1.6714	0.5209	1.6714	1.2928
No log	0.3866	46	1.8413	0.4793	1.8413	1.3570
No log	0.4034	48	2.0612	0.4011	2.0612	1.4357
No log	0.4202	50	1.8575	0.4358	1.8575	1.3629
No log	0.4370	52	1.5866	0.5629	1.5866	1.2596
No log	0.4538	54	1.0728	0.6174	1.0728	1.0358
No log	0.4706	56	0.8117	0.5751	0.8117	0.9009
No log	0.4874	58	0.8245	0.6190	0.8245	0.9080
No log	0.5042	60	1.2029	0.6763	1.2029	1.0968
No log	0.5210	62	1.8957	0.4124	1.8957	1.3768
No log	0.5378	64	2.1536	0.1180	2.1536	1.4675
No log	0.5546	66	2.0084	0.1905	2.0084	1.4172
No log	0.5714	68	1.7329	0.4091	1.7329	1.3164
No log	0.5882	70	1.2977	0.5522	1.2977	1.1392
No log	0.6050	72	1.0937	0.4818	1.0937	1.0458
No log	0.6218	74	0.8984	0.5563	0.8984	0.9479
No log	0.6387	76	0.8352	0.5563	0.8352	0.9139
No log	0.6555	78	0.8885	0.5762	0.8885	0.9426
No log	0.6723	80	1.2518	0.6610	1.2518	1.1189
No log	0.6891	82	1.4478	0.6545	1.4478	1.2032
No log	0.7059	84	1.1503	0.6738	1.1503	1.0725
No log	0.7227	86	0.9619	0.7014	0.9619	0.9808
No log	0.7395	88	0.7073	0.72	0.7073	0.8410
No log	0.7563	90	0.7076	0.7351	0.7076	0.8412
No log	0.7731	92	0.9514	0.6684	0.9514	0.9754
No log	0.7899	94	1.2001	0.6934	1.2001	1.0955
No log	0.8067	96	1.5256	0.6407	1.5256	1.2352
No log	0.8235	98	1.5093	0.6407	1.5093	1.2285
No log	0.8403	100	1.1309	0.7095	1.1309	1.0634
No log	0.8571	102	0.9276	0.7216	0.9276	0.9631
No log	0.8739	104	1.0453	0.7412	1.0453	1.0224
No log	0.8908	106	1.3339	0.6610	1.3339	1.1549
No log	0.9076	108	1.3421	0.7095	1.3421	1.1585
No log	0.9244	110	1.1400	0.7412	1.1400	1.0677
No log	0.9412	112	0.8691	0.7815	0.8691	0.9322
No log	0.9580	114	0.6128	0.6942	0.6128	0.7828
No log	0.9748	116	0.6063	0.6724	0.6063	0.7786
No log	0.9916	118	0.6008	0.6724	0.6008	0.7751
No log	1.0084	120	0.6208	0.7455	0.6208	0.7879
No log	1.0252	122	0.9720	0.7517	0.9720	0.9859
No log	1.0420	124	1.3219	0.7009	1.3219	1.1497
No log	1.0588	126	1.4026	0.7076	1.4026	1.1843
No log	1.0756	128	1.1743	0.7157	1.1743	1.0836
No log	1.0924	130	0.8235	0.6987	0.8235	0.9075
No log	1.1092	132	0.6921	0.7445	0.6921	0.8319
No log	1.1261	134	0.7221	0.7525	0.7221	0.8497
No log	1.1429	136	0.8071	0.7525	0.8071	0.8984
No log	1.1597	138	0.9791	0.7607	0.9791	0.9895
No log	1.1765	140	1.1695	0.7157	1.1695	1.0815
No log	1.1933	142	1.1323	0.7157	1.1323	1.0641
No log	1.2101	144	0.8572	0.7879	0.8572	0.9258
No log	1.2269	146	0.7056	0.72	0.7056	0.8400
No log	1.2437	148	0.6072	0.7686	0.6072	0.7793
No log	1.2605	150	0.6055	0.7686	0.6055	0.7782
No log	1.2773	152	0.6359	0.7686	0.6359	0.7974
No log	1.2941	154	0.6621	0.7686	0.6621	0.8137
No log	1.3109	156	0.6287	0.7455	0.6287	0.7929
No log	1.3277	158	0.7556	0.72	0.7556	0.8693
No log	1.3445	160	1.0151	0.7607	1.0151	1.0075
No log	1.3613	162	1.0369	0.7709	1.0369	1.0183
No log	1.3782	164	0.8819	0.7709	0.8819	0.9391
No log	1.3950	166	0.8204	0.7521	0.8204	0.9057
No log	1.4118	168	0.8764	0.7709	0.8764	0.9362
No log	1.4286	170	0.9132	0.7709	0.9132	0.9556
No log	1.4454	172	1.0414	0.7157	1.0414	1.0205
No log	1.4622	174	1.0070	0.7081	1.0070	1.0035
No log	1.4790	176	0.7816	0.7782	0.7816	0.8841
No log	1.4958	178	0.6891	0.7451	0.6891	0.8301
No log	1.5126	180	0.6898	0.7451	0.6898	0.8305
No log	1.5294	182	0.7407	0.7373	0.7407	0.8606
No log	1.5462	184	0.7106	0.7373	0.7106	0.8430
No log	1.5630	186	0.7211	0.7128	0.7211	0.8492
No log	1.5798	188	0.6694	0.6602	0.6694	0.8182
No log	1.5966	190	0.6929	0.6348	0.6929	0.8324
No log	1.6134	192	0.7284	0.7073	0.7284	0.8535
No log	1.6303	194	0.7398	0.7717	0.7398	0.8601
No log	1.6471	196	0.7666	0.7717	0.7666	0.8756
No log	1.6639	198	0.8328	0.7906	0.8328	0.9126
No log	1.6807	200	0.8986	0.8051	0.8986	0.9479
No log	1.6975	202	1.0259	0.7014	1.0259	1.0129
No log	1.7143	204	0.9674	0.7429	0.9674	0.9836
No log	1.7311	206	0.7518	0.7435	0.7518	0.8670
No log	1.7479	208	0.6505	0.6602	0.6505	0.8065
No log	1.7647	210	0.6026	0.6885	0.6026	0.7763
No log	1.7815	212	0.6158	0.6875	0.6158	0.7847
No log	1.7983	214	0.8342	0.7244	0.8342	0.9133
No log	1.8151	216	0.9917	0.7730	0.9917	0.9959
No log	1.8319	218	0.9909	0.7730	0.9909	0.9954
No log	1.8487	220	0.7400	0.7670	0.7400	0.8602
No log	1.8655	222	0.6105	0.7668	0.6105	0.7813
No log	1.8824	224	0.6060	0.7868	0.6060	0.7785
No log	1.8992	226	0.6315	0.7668	0.6315	0.7947
No log	1.9160	228	0.7571	0.7244	0.7571	0.8701
No log	1.9328	230	0.8864	0.7808	0.8864	0.9415
No log	1.9496	232	0.8109	0.7433	0.8109	0.9005
No log	1.9664	234	0.6483	0.7451	0.6483	0.8052
No log	1.9832	236	0.6146	0.7204	0.6146	0.7840
No log	2.0	238	0.6039	0.7455	0.6039	0.7771
No log	2.0168	240	0.6347	0.7451	0.6347	0.7967
No log	2.0336	242	0.7128	0.7835	0.7128	0.8443
No log	2.0504	244	0.8295	0.7601	0.8295	0.9108
No log	2.0672	246	0.7862	0.7601	0.7862	0.8867
No log	2.0840	248	0.6707	0.7927	0.6707	0.8189
No log	2.1008	250	0.6024	0.6942	0.6024	0.7762
No log	2.1176	252	0.6098	0.6310	0.6098	0.7809
No log	2.1345	254	0.6071	0.6310	0.6071	0.7792
No log	2.1513	256	0.6303	0.7277	0.6303	0.7939
No log	2.1681	258	0.7751	0.7354	0.7751	0.8804
No log	2.1849	260	1.2088	0.7911	1.2088	1.0994
No log	2.2017	262	1.6193	0.6518	1.6193	1.2725
No log	2.2185	264	1.6078	0.6562	1.6078	1.2680
No log	2.2353	266	1.3167	0.6563	1.3167	1.1475
No log	2.2521	268	0.9291	0.7979	0.9291	0.9639
No log	2.2689	270	0.7862	0.8094	0.7862	0.8867
No log	2.2857	272	0.7099	0.6447	0.7099	0.8426
No log	2.3025	274	0.7213	0.7717	0.7213	0.8493
No log	2.3193	276	0.8592	0.7979	0.8592	0.9269
No log	2.3361	278	1.0105	0.7598	1.0105	1.0052
No log	2.3529	280	1.0465	0.8047	1.0465	1.0230
No log	2.3697	282	0.9737	0.8047	0.9737	0.9868
No log	2.3866	284	0.8167	0.7983	0.8167	0.9037
No log	2.4034	286	0.7056	0.7073	0.7056	0.8400
No log	2.4202	288	0.6479	0.6937	0.6479	0.8049
No log	2.4370	290	0.6326	0.7204	0.6326	0.7954
No log	2.4538	292	0.6029	0.6602	0.6029	0.7765
No log	2.4706	294	0.5983	0.6774	0.5983	0.7735
No log	2.4874	296	0.6244	0.7204	0.6244	0.7902
No log	2.5042	298	0.7387	0.7273	0.7387	0.8595
No log	2.5210	300	0.8441	0.7354	0.8441	0.9188
No log	2.5378	302	0.9297	0.7354	0.9297	0.9642
No log	2.5546	304	1.0739	0.7752	1.0739	1.0363
No log	2.5714	306	1.0167	0.7756	1.0167	1.0083
No log	2.5882	308	0.9717	0.7756	0.9717	0.9858
No log	2.6050	310	0.8801	0.7756	0.8801	0.9381
No log	2.6218	312	0.8034	0.6861	0.8034	0.8963
No log	2.6387	314	0.7825	0.6922	0.7825	0.8846
No log	2.6555	316	0.7223	0.7268	0.7223	0.8499
No log	2.6723	318	0.7388	0.6861	0.7388	0.8595
No log	2.6891	320	0.8042	0.6861	0.8042	0.8968
No log	2.7059	322	0.9514	0.7756	0.9514	0.9754
No log	2.7227	324	1.1912	0.7911	1.1912	1.0914
No log	2.7395	326	1.3875	0.7101	1.3875	1.1779
No log	2.7563	328	1.3459	0.6860	1.3459	1.1601
No log	2.7731	330	1.1406	0.7157	1.1406	1.0680
No log	2.7899	332	0.8949	0.7244	0.8949	0.9460
No log	2.8067	334	0.7337	0.6060	0.7337	0.8565
No log	2.8235	336	0.6670	0.6655	0.6670	0.8167
No log	2.8403	338	0.7010	0.7447	0.7010	0.8372
No log	2.8571	340	0.8807	0.7433	0.8807	0.9384
No log	2.8739	342	1.0487	0.7514	1.0487	1.0241
No log	2.8908	344	1.2214	0.6621	1.2214	1.1052
No log	2.9076	346	1.1977	0.7081	1.1977	1.0944
No log	2.9244	348	1.0740	0.7081	1.0740	1.0363
No log	2.9412	350	0.9055	0.7517	0.9055	0.9516
No log	2.9580	352	0.8323	0.7823	0.8323	0.9123
No log	2.9748	354	0.8582	0.7823	0.8582	0.9264
No log	2.9916	356	0.8363	0.7823	0.8363	0.9145
No log	3.0084	358	0.8106	0.7823	0.8106	0.9003
No log	3.0252	360	0.7559	0.7620	0.7559	0.8694
No log	3.0420	362	0.7377	0.8022	0.7377	0.8589
No log	3.0588	364	0.6988	0.7308	0.6988	0.8359
No log	3.0756	366	0.6994	0.7160	0.6994	0.8363
No log	3.0924	368	0.7266	0.7251	0.7266	0.8524
No log	3.1092	370	0.7487	0.7087	0.7487	0.8653
No log	3.1261	372	0.7480	0.7030	0.7480	0.8649
No log	3.1429	374	0.7557	0.7030	0.7557	0.8693
No log	3.1597	376	0.7193	0.7668	0.7193	0.8481
No log	3.1765	378	0.7045	0.7390	0.7045	0.8393
No log	3.1933	380	0.6957	0.7390	0.6957	0.8341
No log	3.2101	382	0.7323	0.7087	0.7323	0.8558
No log	3.2269	384	0.8874	0.7756	0.8874	0.9420
No log	3.2437	386	0.9895	0.7517	0.9895	0.9948
No log	3.2605	388	0.9639	0.7517	0.9639	0.9818
No log	3.2773	390	0.9782	0.7332	0.9782	0.9890
No log	3.2941	392	1.0147	0.7244	1.0147	1.0073
No log	3.3109	394	0.9896	0.7244	0.9896	0.9948
No log	3.3277	396	1.0326	0.7517	1.0326	1.0161
No log	3.3445	398	1.0318	0.7517	1.0318	1.0158
No log	3.3613	400	0.9802	0.7517	0.9802	0.9901
No log	3.3782	402	0.8681	0.6922	0.8681	0.9317
No log	3.3950	404	0.7490	0.7123	0.7490	0.8655
No log	3.4118	406	0.7464	0.7123	0.7464	0.8639
No log	3.4286	408	0.8087	0.7191	0.8087	0.8993
No log	3.4454	410	0.9447	0.7668	0.9447	0.9719
No log	3.4622	412	1.0944	0.7911	1.0944	1.0461
No log	3.4790	414	1.0830	0.7598	1.0830	1.0407
No log	3.4958	416	0.9872	0.7598	0.9872	0.9936
No log	3.5126	418	0.9216	0.7979	0.9216	0.9600
No log	3.5294	420	0.8411	0.7717	0.8411	0.9171
No log	3.5462	422	0.7454	0.7717	0.7454	0.8634
No log	3.5630	424	0.7057	0.6396	0.7057	0.8401
No log	3.5798	426	0.7306	0.7717	0.7306	0.8547
No log	3.5966	428	0.7893	0.7983	0.7893	0.8884
No log	3.6134	430	0.9450	0.7350	0.9450	0.9721
No log	3.6303	432	1.1285	0.7514	1.1285	1.0623
No log	3.6471	434	1.1492	0.7514	1.1492	1.0720
No log	3.6639	436	0.9909	0.7350	0.9909	0.9955
No log	3.6807	438	0.8084	0.7685	0.8084	0.8991
No log	3.6975	440	0.7466	0.8349	0.7466	0.8640
No log	3.7143	442	0.7364	0.8465	0.7364	0.8581
No log	3.7311	444	0.7726	0.7983	0.7726	0.8790
No log	3.7479	446	0.8002	0.7983	0.8002	0.8945
No log	3.7647	448	0.8445	0.7983	0.8445	0.9190
No log	3.7815	450	0.8755	0.7875	0.8755	0.9357
No log	3.7983	452	1.0061	0.7514	1.0061	1.0030
No log	3.8151	454	1.0402	0.7514	1.0402	1.0199
No log	3.8319	456	0.9209	0.7350	0.9209	0.9596
No log	3.8487	458	0.7955	0.7685	0.7955	0.8919
No log	3.8655	460	0.7138	0.8232	0.7138	0.8449
No log	3.8824	462	0.6899	0.7614	0.6899	0.8306
No log	3.8992	464	0.7408	0.8232	0.7408	0.8607
No log	3.9160	466	0.8446	0.7433	0.8446	0.9190
No log	3.9328	468	0.9034	0.7350	0.9034	0.9505
No log	3.9496	470	0.8563	0.7983	0.8563	0.9254
No log	3.9664	472	0.7874	0.7717	0.7874	0.8874
No log	3.9832	474	0.7926	0.7717	0.7926	0.8903
No log	4.0	476	0.8109	0.7717	0.8109	0.9005
No log	4.0168	478	0.8710	0.7979	0.8710	0.9333
No log	4.0336	480	0.8545	0.7979	0.8545	0.9244
No log	4.0504	482	0.7923	0.7435	0.7923	0.8901
No log	4.0672	484	0.7981	0.6922	0.7981	0.8933
No log	4.0840	486	0.7652	0.6922	0.7652	0.8747
No log	4.1008	488	0.6809	0.7614	0.6809	0.8252
No log	4.1176	490	0.6502	0.8088	0.6502	0.8064
No log	4.1345	492	0.6340	0.8088	0.6340	0.7962
No log	4.1513	494	0.6327	0.8088	0.6327	0.7954
No log	4.1681	496	0.6325	0.8088	0.6325	0.7953
No log	4.1849	498	0.7168	0.7123	0.7168	0.8467
0.47	4.2017	500	0.8448	0.7517	0.8448	0.9191
0.47	4.2185	502	0.8658	0.7517	0.8658	0.9305
0.47	4.2353	504	0.8053	0.8094	0.8053	0.8974
0.47	4.2521	506	0.7062	0.7525	0.7062	0.8404
0.47	4.2689	508	0.6873	0.7232	0.6873	0.8290
0.47	4.2857	510	0.7196	0.7823	0.7196	0.8483
0.47	4.3025	512	0.8019	0.7823	0.8019	0.8955
0.47	4.3193	514	0.8604	0.8094	0.8604	0.9276
0.47	4.3361	516	0.9264	0.7333	0.9264	0.9625
0.47	4.3529	518	0.8802	0.7598	0.8802	0.9382
0.47	4.3697	520	0.8319	0.7517	0.8319	0.9121
0.47	4.3866	522	0.7937	0.7612	0.7937	0.8909
0.47	4.4034	524	0.7363	0.7983	0.7363	0.8581
0.47	4.4202	526	0.6894	0.7983	0.6894	0.8303
0.47	4.4370	528	0.6682	0.8352	0.6682	0.8175
0.47	4.4538	530	0.7046	0.8019	0.7046	0.8394
0.47	4.4706	532	0.7665	0.7350	0.7665	0.8755
0.47	4.4874	534	0.7444	0.7779	0.7444	0.8628
0.47	4.5042	536	0.6611	0.7769	0.6611	0.8131
0.47	4.5210	538	0.6001	0.7906	0.6001	0.7747
0.47	4.5378	540	0.5954	0.7906	0.5954	0.7716
0.47	4.5546	542	0.6352	0.7769	0.6352	0.7970
0.47	4.5714	544	0.6847	0.7529	0.6847	0.8275
0.47	4.5882	546	0.7289	0.7704	0.7289	0.8537
0.47	4.6050	548	0.7639	0.7704	0.7639	0.8740
0.47	4.6218	550	0.7717	0.7704	0.7717	0.8785
0.47	4.6387	552	0.7868	0.7610	0.7868	0.8870
0.47	4.6555	554	0.8169	0.7191	0.8169	0.9038
0.47	4.6723	556	0.8028	0.7191	0.8028	0.8960
0.47	4.6891	558	0.8529	0.7191	0.8529	0.9235
0.47	4.7059	560	0.8850	0.6922	0.8850	0.9408
0.47	4.7227	562	0.9131	0.7433	0.9131	0.9556
0.47	4.7395	564	0.8645	0.7685	0.8645	0.9298
0.47	4.7563	566	0.7459	0.7191	0.7459	0.8636
0.47	4.7731	568	0.6729	0.7769	0.6729	0.8203
0.47	4.7899	570	0.6696	0.7859	0.6696	0.8183
0.47	4.8067	572	0.7326	0.7704	0.7326	0.8559
0.47	4.8235	574	0.8796	0.7433	0.8796	0.9379
0.47	4.8403	576	1.0574	0.7598	1.0574	1.0283
0.47	4.8571	578	1.1100	0.7598	1.1100	1.0535
0.47	4.8739	580	1.0344	0.7598	1.0344	1.0170
0.47	4.8908	582	0.8885	0.7875	0.8885	0.9426
0.47	4.9076	584	0.7703	0.7435	0.7703	0.8777
0.47	4.9244	586	0.7314	0.7439	0.7314	0.8552
0.47	4.9412	588	0.7671	0.7435	0.7671	0.8758
0.47	4.9580	590	0.8602	0.7983	0.8602	0.9275
0.47	4.9748	592	0.8993	0.7875	0.8993	0.9483
0.47	4.9916	594	0.8962	0.7875	0.8962	0.9467
0.47	5.0084	596	0.9321	0.7350	0.9321	0.9655
0.47	5.0252	598	0.8870	0.7433	0.8870	0.9418
0.47	5.0420	600	0.8676	0.7433	0.8676	0.9314
0.47	5.0588	602	0.8224	0.7875	0.8224	0.9069
0.47	5.0756	604	0.7445	0.7435	0.7445	0.8628
0.47	5.0924	606	0.7177	0.7435	0.7177	0.8472
0.47	5.1092	608	0.6778	0.7955	0.6778	0.8233
0.47	5.1261	610	0.6840	0.7955	0.6840	0.8270
0.47	5.1429	612	0.7262	0.7443	0.7262	0.8522
0.47	5.1597	614	0.8476	0.7350	0.8476	0.9207
0.47	5.1765	616	0.9528	0.7350	0.9528	0.9761
0.47	5.1933	618	0.9440	0.7350	0.9440	0.9716
0.47	5.2101	620	0.8419	0.7350	0.8419	0.9175
0.47	5.2269	622	0.7395	0.8120	0.7395	0.8600
0.47	5.2437	624	0.7223	0.7704	0.7223	0.8499
0.47	5.2605	626	0.7637	0.7685	0.7637	0.8739
0.47	5.2773	628	0.8569	0.7350	0.8569	0.9257
0.47	5.2941	630	0.9236	0.7350	0.9236	0.9611
0.47	5.3109	632	0.9122	0.7429	0.9122	0.9551
0.47	5.3277	634	0.8658	0.7429	0.8658	0.9305
0.47	5.3445	636	0.8181	0.6992	0.8181	0.9045
0.47	5.3613	638	0.7578	0.7435	0.7578	0.8705
0.47	5.3782	640	0.7516	0.7351	0.7516	0.8669
0.47	5.3950	642	0.7784	0.6992	0.7784	0.8823
0.47	5.4118	644	0.8479	0.6987	0.8479	0.9208
0.47	5.4286	646	0.9551	0.7429	0.9551	0.9773
0.47	5.4454	648	1.0120	0.7429	1.0120	1.0060
0.47	5.4622	650	0.9662	0.7429	0.9662	0.9829
0.47	5.4790	652	0.9218	0.7429	0.9218	0.9601
0.47	5.4958	654	0.8558	0.7429	0.8558	0.9251
0.47	5.5126	656	0.8709	0.7429	0.8709	0.9332
0.47	5.5294	658	0.9066	0.7429	0.9066	0.9522
0.47	5.5462	660	0.8646	0.7517	0.8646	0.9299
0.47	5.5630	662	0.7773	0.7521	0.7773	0.8817
0.47	5.5798	664	0.7518	0.7437	0.7518	0.8670
0.47	5.5966	666	0.7378	0.7689	0.7378	0.8590
0.47	5.6134	668	0.7858	0.7433	0.7858	0.8865
0.47	5.6303	670	0.8736	0.7350	0.8736	0.9346
0.47	5.6471	672	0.9298	0.7429	0.9298	0.9643
0.47	5.6639	674	0.9502	0.7429	0.9502	0.9748
0.47	5.6807	676	0.8787	0.7350	0.8787	0.9374
0.47	5.6975	678	0.8399	0.7350	0.8399	0.9165
0.47	5.7143	680	0.8436	0.7350	0.8436	0.9185
0.47	5.7311	682	0.8973	0.7350	0.8973	0.9473
0.47	5.7479	684	0.9649	0.7333	0.9649	0.9823
0.47	5.7647	686	1.0365	0.7333	1.0365	1.0181
0.47	5.7815	688	1.0357	0.7333	1.0357	1.0177
0.47	5.7983	690	1.0197	0.7333	1.0197	1.0098
0.47	5.8151	692	0.9542	0.7516	0.9542	0.9768
0.47	5.8319	694	0.9183	0.7516	0.9183	0.9583
0.47	5.8487	696	0.8795	0.7327	0.8795	0.9378
0.47	5.8655	698	0.8461	0.7327	0.8461	0.9198
0.47	5.8824	700	0.8288	0.7244	0.8288	0.9104
0.47	5.8992	702	0.8023	0.7779	0.8023	0.8957
0.47	5.9160	704	0.7552	0.7779	0.7552	0.8690
0.47	5.9328	706	0.7829	0.7779	0.7829	0.8848
0.47	5.9496	708	0.8469	0.7597	0.8469	0.9203
0.47	5.9664	710	0.8712	0.7597	0.8712	0.9334
0.47	5.9832	712	0.9442	0.7429	0.9442	0.9717
0.47	6.0	714	0.9401	0.7157	0.9401	0.9696
0.47	6.0168	716	0.8484	0.7779	0.8484	0.9211
0.47	6.0336	718	0.7477	0.8232	0.7477	0.8647
0.47	6.0504	720	0.7265	0.8232	0.7265	0.8523
0.47	6.0672	722	0.7275	0.7986	0.7275	0.8529
0.47	6.0840	724	0.7784	0.7823	0.7784	0.8823
0.47	6.1008	726	0.7997	0.7823	0.7997	0.8943
0.47	6.1176	728	0.7562	0.7717	0.7562	0.8696
0.47	6.1345	730	0.6927	0.7439	0.6927	0.8323
0.47	6.1513	732	0.6616	0.7439	0.6616	0.8134
0.47	6.1681	734	0.6642	0.7439	0.6642	0.8150
0.47	6.1849	736	0.7022	0.8232	0.7022	0.8380
0.47	6.2017	738	0.7303	0.8120	0.7303	0.8546
0.47	6.2185	740	0.7666	0.8120	0.7666	0.8756
0.47	6.2353	742	0.8213	0.7979	0.8213	0.9063
0.47	6.2521	744	0.8408	0.7979	0.8408	0.9169
0.47	6.2689	746	0.8589	0.7709	0.8589	0.9268
0.47	6.2857	748	0.8360	0.7709	0.8360	0.9143
0.47	6.3025	750	0.8128	0.7979	0.8128	0.9016
0.47	6.3193	752	0.7897	0.8229	0.7897	0.8886
0.47	6.3361	754	0.8087	0.7709	0.8087	0.8993
0.47	6.3529	756	0.8059	0.7709	0.8059	0.8977
0.47	6.3697	758	0.8539	0.7709	0.8539	0.9241
0.47	6.3866	760	0.8528	0.7709	0.8528	0.9235
0.47	6.4034	762	0.8685	0.7709	0.8685	0.9320
0.47	6.4202	764	0.9017	0.7709	0.9017	0.9496
0.47	6.4370	766	0.9252	0.7709	0.9252	0.9619
0.47	6.4538	768	0.8952	0.7709	0.8952	0.9461
0.47	6.4706	770	0.8247	0.7709	0.8247	0.9081
0.47	6.4874	772	0.7572	0.7525	0.7572	0.8702
0.47	6.5042	774	0.7391	0.7525	0.7391	0.8597
0.47	6.5210	776	0.7473	0.7525	0.7473	0.8644
0.47	6.5378	778	0.7978	0.7226	0.7978	0.8932
0.47	6.5546	780	0.9089	0.7709	0.9089	0.9534
0.47	6.5714	782	1.0025	0.7898	1.0025	1.0012
0.47	6.5882	784	1.0543	0.7898	1.0543	1.0268
0.47	6.6050	786	1.0334	0.7898	1.0334	1.0166
0.47	6.6218	788	1.0191	0.7898	1.0191	1.0095
0.47	6.6387	790	0.9355	0.7819	0.9355	0.9672
0.47	6.6555	792	0.8193	0.6909	0.8193	0.9052
0.47	6.6723	794	0.7491	0.6909	0.7491	0.8655
0.47	6.6891	796	0.7288	0.7232	0.7288	0.8537
0.47	6.7059	798	0.7440	0.7232	0.7440	0.8625
0.47	6.7227	800	0.8098	0.7226	0.8098	0.8999
0.47	6.7395	802	0.9254	0.7709	0.9254	0.9620
0.47	6.7563	804	1.0141	0.6866	1.0141	1.0070
0.47	6.7731	806	1.0317	0.6866	1.0317	1.0157
0.47	6.7899	808	1.0464	0.7047	1.0464	1.0229
0.47	6.8067	810	0.9844	0.6940	0.9844	0.9922
0.47	6.8235	812	0.9393	0.7020	0.9393	0.9692
0.47	6.8403	814	0.9522	0.6940	0.9522	0.9758
0.47	6.8571	816	0.9749	0.6940	0.9749	0.9874
0.47	6.8739	818	0.9763	0.7239	0.9763	0.9881
0.47	6.8908	820	0.9515	0.7239	0.9515	0.9755
0.47	6.9076	822	0.9604	0.7421	0.9604	0.9800
0.47	6.9244	824	0.9002	0.7709	0.9002	0.9488
0.47	6.9412	826	0.8471	0.7709	0.8471	0.9204
0.47	6.9580	828	0.8330	0.7709	0.8330	0.9127
0.47	6.9748	830	0.8494	0.7709	0.8494	0.9216
0.47	6.9916	832	0.8818	0.7709	0.8818	0.9390
0.47	7.0084	834	0.9249	0.7898	0.9249	0.9617
0.47	7.0252	836	0.9823	0.7898	0.9823	0.9911
0.47	7.0420	838	0.9730	0.7898	0.9730	0.9864
0.47	7.0588	840	0.9598	0.7898	0.9598	0.9797
0.47	7.0756	842	0.8998	0.7819	0.8998	0.9486
0.47	7.0924	844	0.8489	0.7226	0.8489	0.9214
0.47	7.1092	846	0.8172	0.7226	0.8172	0.9040
0.47	7.1261	848	0.8148	0.7525	0.8148	0.9027
0.47	7.1429	850	0.8378	0.7226	0.8378	0.9153
0.47	7.1597	852	0.8931	0.7327	0.8931	0.9450
0.47	7.1765	854	0.9533	0.7421	0.9533	0.9763
0.47	7.1933	856	1.0009	0.7333	1.0009	1.0005
0.47	7.2101	858	1.0255	0.7333	1.0255	1.0126
0.47	7.2269	860	1.0058	0.7333	1.0058	1.0029
0.47	7.2437	862	0.9726	0.7333	0.9726	0.9862
0.47	7.2605	864	0.9555	0.7333	0.9555	0.9775
0.47	7.2773	866	0.8942	0.7239	0.8942	0.9456
0.47	7.2941	868	0.8599	0.7612	0.8599	0.9273
0.47	7.3109	870	0.8073	0.7612	0.8073	0.8985
0.47	7.3277	872	0.7829	0.7612	0.7829	0.8848
0.47	7.3445	874	0.7977	0.7612	0.7977	0.8931
0.47	7.3613	876	0.8004	0.7612	0.8004	0.8947
0.47	7.3782	878	0.8061	0.8094	0.8061	0.8978
0.47	7.3950	880	0.8073	0.8094	0.8073	0.8985
0.47	7.4118	882	0.7907	0.8094	0.7907	0.8892
0.47	7.4286	884	0.8003	0.8094	0.8003	0.8946
0.47	7.4454	886	0.7907	0.8094	0.7907	0.8892
0.47	7.4622	888	0.7638	0.8094	0.7638	0.8739
0.47	7.4790	890	0.7725	0.8094	0.7725	0.8789
0.47	7.4958	892	0.8173	0.7429	0.8173	0.9041
0.47	7.5126	894	0.8748	0.7598	0.8748	0.9353
0.47	7.5294	896	0.8722	0.7598	0.8722	0.9339
0.47	7.5462	898	0.8704	0.7598	0.8704	0.9329
0.47	7.5630	900	0.8411	0.7517	0.8411	0.9171
0.47	7.5798	902	0.7902	0.7517	0.7902	0.8889
0.47	7.5966	904	0.7599	0.8232	0.7599	0.8717
0.47	7.6134	906	0.7579	0.8232	0.7579	0.8706
0.47	7.6303	908	0.7989	0.7612	0.7989	0.8938
0.47	7.6471	910	0.8378	0.7612	0.8378	0.9153
0.47	7.6639	912	0.8762	0.7692	0.8762	0.9360
0.47	7.6807	914	0.8863	0.7692	0.8863	0.9414
0.47	7.6975	916	0.8942	0.7333	0.8942	0.9456
0.47	7.7143	918	0.8804	0.7793	0.8804	0.9383
0.47	7.7311	920	0.8537	0.7612	0.8537	0.9239
0.47	7.7479	922	0.8500	0.7612	0.8500	0.9220
0.47	7.7647	924	0.8432	0.7612	0.8432	0.9183
0.47	7.7815	926	0.8117	0.7612	0.8117	0.9009
0.47	7.7983	928	0.7938	0.8094	0.7938	0.8909
0.47	7.8151	930	0.7945	0.8094	0.7945	0.8914
0.47	7.8319	932	0.8255	0.7612	0.8255	0.9086
0.47	7.8487	934	0.8718	0.7612	0.8718	0.9337
0.47	7.8655	936	0.9080	0.7516	0.9080	0.9529
0.47	7.8824	938	0.9177	0.7516	0.9177	0.9580
0.47	7.8992	940	0.9419	0.7516	0.9419	0.9705
0.47	7.9160	942	0.9276	0.7516	0.9276	0.9631
0.47	7.9328	944	0.9070	0.7516	0.9070	0.9523
0.47	7.9496	946	0.9114	0.7516	0.9114	0.9547
0.47	7.9664	948	0.9015	0.7516	0.9015	0.9495
0.47	7.9832	950	0.9052	0.7516	0.9052	0.9514
0.47	8.0	952	0.9020	0.7516	0.9020	0.9497
0.47	8.0168	954	0.8820	0.7516	0.8820	0.9392
0.47	8.0336	956	0.8554	0.7516	0.8554	0.9249
0.47	8.0504	958	0.8459	0.7793	0.8459	0.9197
0.47	8.0672	960	0.8396	0.7793	0.8396	0.9163
0.47	8.0840	962	0.8670	0.7421	0.8670	0.9311
0.47	8.1008	964	0.9124	0.7333	0.9124	0.9552
0.47	8.1176	966	0.9603	0.7333	0.9603	0.9799
0.47	8.1345	968	0.9554	0.7333	0.9554	0.9774
0.47	8.1513	970	0.9403	0.7333	0.9403	0.9697
0.47	8.1681	972	0.9054	0.7516	0.9054	0.9515
0.47	8.1849	974	0.8449	0.8015	0.8449	0.9192
0.47	8.2017	976	0.8020	0.8015	0.8020	0.8955
0.47	8.2185	978	0.7918	0.8015	0.7918	0.8898
0.47	8.2353	980	0.8138	0.8015	0.8138	0.9021
0.47	8.2521	982	0.8344	0.8015	0.8344	0.9134
0.47	8.2689	984	0.8311	0.8015	0.8311	0.9116
0.47	8.2857	986	0.8201	0.8015	0.8201	0.9056
0.47	8.3025	988	0.8153	0.8015	0.8153	0.9029
0.47	8.3193	990	0.8055	0.7819	0.8055	0.8975
0.47	8.3361	992	0.8078	0.7819	0.8078	0.8988
0.47	8.3529	994	0.8054	0.7819	0.8054	0.8974
0.47	8.3697	996	0.8168	0.7819	0.8168	0.9038
0.47	8.3866	998	0.8446	0.7709	0.8446	0.9190
0.1144	8.4034	1000	0.8581	0.7333	0.8581	0.9263
0.1144	8.4202	1002	0.8600	0.7333	0.8600	0.9273
0.1144	8.4370	1004	0.8623	0.7157	0.8623	0.9286
0.1144	8.4538	1006	0.8532	0.7157	0.8532	0.9237
0.1144	8.4706	1008	0.8312	0.7709	0.8312	0.9117
0.1144	8.4874	1010	0.8100	0.7979	0.8100	0.9000
0.1144	8.5042	1012	0.7813	0.8229	0.7813	0.8839
0.1144	8.5210	1014	0.7660	0.8462	0.7660	0.8752
0.1144	8.5378	1016	0.7366	0.8057	0.7366	0.8582
0.1144	8.5546	1018	0.7146	0.7955	0.7146	0.8454
0.1144	8.5714	1020	0.6966	0.7955	0.6966	0.8346
0.1144	8.5882	1022	0.7024	0.7955	0.7024	0.8381
0.1144	8.6050	1024	0.7065	0.8057	0.7065	0.8405
0.1144	8.6218	1026	0.7081	0.8057	0.7081	0.8415
0.1144	8.6387	1028	0.6966	0.8057	0.6966	0.8346
0.1144	8.6555	1030	0.6953	0.8057	0.6953	0.8338
0.1144	8.6723	1032	0.7086	0.8057	0.7086	0.8418
0.1144	8.6891	1034	0.7385	0.8057	0.7384	0.8593
0.1144	8.7059	1036	0.7568	0.7226	0.7568	0.8699
0.1144	8.7227	1038	0.7790	0.7819	0.7790	0.8826
0.1144	8.7395	1040	0.7886	0.7819	0.7886	0.8880
0.1144	8.7563	1042	0.7889	0.7819	0.7889	0.8882
0.1144	8.7731	1044	0.7897	0.7819	0.7897	0.8886
0.1144	8.7899	1046	0.7798	0.7819	0.7798	0.8831
0.1144	8.8067	1048	0.7590	0.8094	0.7590	0.8712
0.1144	8.8235	1050	0.7373	0.8349	0.7373	0.8587
0.1144	8.8403	1052	0.7292	0.8586	0.7292	0.8539
0.1144	8.8571	1054	0.7311	0.8586	0.7311	0.8551
0.1144	8.8739	1056	0.7469	0.8349	0.7469	0.8642
0.1144	8.8908	1058	0.7703	0.8094	0.7703	0.8777
0.1144	8.9076	1060	0.7943	0.7979	0.7943	0.8912
0.1144	8.9244	1062	0.8236	0.7239	0.8236	0.9075
0.1144	8.9412	1064	0.8635	0.7239	0.8635	0.9292
0.1144	8.9580	1066	0.8958	0.7333	0.8958	0.9465
0.1144	8.9748	1068	0.9021	0.7333	0.9021	0.9498
0.1144	8.9916	1070	0.9062	0.7333	0.9062	0.9520
0.1144	9.0084	1072	0.8933	0.7157	0.8933	0.9451
0.1144	9.0252	1074	0.8669	0.7239	0.8669	0.9311
0.1144	9.0420	1076	0.8301	0.7239	0.8301	0.9111
0.1144	9.0588	1078	0.7947	0.8094	0.7947	0.8914
0.1144	9.0756	1080	0.7709	0.8094	0.7709	0.8780
0.1144	9.0924	1082	0.7690	0.8094	0.7690	0.8769
0.1144	9.1092	1084	0.7729	0.8094	0.7729	0.8792
0.1144	9.1261	1086	0.7873	0.8094	0.7873	0.8873
0.1144	9.1429	1088	0.8124	0.7327	0.8124	0.9013
0.1144	9.1597	1090	0.8471	0.7239	0.8471	0.9204
0.1144	9.1765	1092	0.8776	0.7239	0.8776	0.9368
0.1144	9.1933	1094	0.8927	0.7157	0.8927	0.9449
0.1144	9.2101	1096	0.8909	0.7157	0.8909	0.9439
0.1144	9.2269	1098	0.8798	0.7239	0.8798	0.9380
0.1144	9.2437	1100	0.8719	0.7239	0.8719	0.9338
0.1144	9.2605	1102	0.8533	0.7239	0.8533	0.9237
0.1144	9.2773	1104	0.8290	0.7819	0.8290	0.9105
0.1144	9.2941	1106	0.8111	0.7819	0.8111	0.9006
0.1144	9.3109	1108	0.7915	0.8094	0.7915	0.8897
0.1144	9.3277	1110	0.7866	0.8094	0.7866	0.8869
0.1144	9.3445	1112	0.7930	0.8094	0.7930	0.8905
0.1144	9.3613	1114	0.8025	0.8094	0.8025	0.8958
0.1144	9.3782	1116	0.8070	0.8094	0.8070	0.8983
0.1144	9.3950	1118	0.8112	0.8094	0.8112	0.9007
0.1144	9.4118	1120	0.8192	0.8094	0.8192	0.9051
0.1144	9.4286	1122	0.8306	0.7819	0.8306	0.9114
0.1144	9.4454	1124	0.8441	0.7819	0.8441	0.9187
0.1144	9.4622	1126	0.8617	0.7898	0.8617	0.9283
0.1144	9.4790	1128	0.8801	0.7421	0.8801	0.9381
0.1144	9.4958	1130	0.8977	0.7421	0.8977	0.9475
0.1144	9.5126	1132	0.9052	0.7421	0.9052	0.9514
0.1144	9.5294	1134	0.9033	0.7421	0.9033	0.9504
0.1144	9.5462	1136	0.8957	0.7421	0.8957	0.9464
0.1144	9.5630	1138	0.8899	0.7421	0.8899	0.9434
0.1144	9.5798	1140	0.8859	0.7421	0.8859	0.9412
0.1144	9.5966	1142	0.8896	0.7421	0.8896	0.9432
0.1144	9.6134	1144	0.8883	0.7421	0.8883	0.9425
0.1144	9.6303	1146	0.8858	0.7421	0.8858	0.9412
0.1144	9.6471	1148	0.8791	0.7421	0.8791	0.9376
0.1144	9.6639	1150	0.8731	0.7421	0.8731	0.9344
0.1144	9.6807	1152	0.8680	0.7421	0.8680	0.9317
0.1144	9.6975	1154	0.8674	0.7421	0.8674	0.9313
0.1144	9.7143	1156	0.8707	0.7421	0.8707	0.9331
0.1144	9.7311	1158	0.8721	0.7421	0.8721	0.9339
0.1144	9.7479	1160	0.8716	0.7421	0.8716	0.9336
0.1144	9.7647	1162	0.8735	0.7421	0.8735	0.9346
0.1144	9.7815	1164	0.8727	0.7421	0.8727	0.9342
0.1144	9.7983	1166	0.8680	0.7421	0.8680	0.9317
0.1144	9.8151	1168	0.8646	0.7421	0.8646	0.9298
0.1144	9.8319	1170	0.8610	0.7421	0.8610	0.9279
0.1144	9.8487	1172	0.8593	0.7421	0.8593	0.9270
0.1144	9.8655	1174	0.8559	0.7421	0.8559	0.9251
0.1144	9.8824	1176	0.8523	0.7692	0.8523	0.9232
0.1144	9.8992	1178	0.8485	0.7692	0.8485	0.9211
0.1144	9.9160	1180	0.8468	0.7692	0.8468	0.9202
0.1144	9.9328	1182	0.8467	0.7692	0.8467	0.9201
0.1144	9.9496	1184	0.8472	0.7692	0.8472	0.9204
0.1144	9.9664	1186	0.8478	0.7692	0.8478	0.9208
0.1144	9.9832	1188	0.8479	0.7692	0.8479	0.9208
0.1144	10.0	1190	0.8478	0.7692	0.8478	0.9208

Framework versions

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