arabert_augmented_with_original_k10_organization_task1_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: 0.5821
• Qwk: 0.4655
• Mse: 0.5821
• Rmse: 0.7629

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	0.0182	2	3.9914	0.0023	3.9914	1.9978
No log	0.0364	4	2.0374	0.0476	2.0374	1.4274
No log	0.0545	6	1.2324	0.1003	1.2324	1.1101
No log	0.0727	8	1.1807	0.1796	1.1807	1.0866
No log	0.0909	10	1.2574	0.1796	1.2574	1.1213
No log	0.1091	12	1.3684	0.2054	1.3684	1.1698
No log	0.1273	14	1.0081	0.2164	1.0081	1.0040
No log	0.1455	16	0.9078	0.0	0.9078	0.9528
No log	0.1636	18	0.9265	0.1026	0.9265	0.9625
No log	0.1818	20	1.0864	0.1912	1.0864	1.0423
No log	0.2	22	1.2650	0.2030	1.2650	1.1247
No log	0.2182	24	1.2974	0.2266	1.2974	1.1390
No log	0.2364	26	1.1291	0.1026	1.1291	1.0626
No log	0.2545	28	0.9681	0.0	0.9681	0.9839
No log	0.2727	30	0.9059	0.0	0.9059	0.9518
No log	0.2909	32	0.8572	0.0	0.8572	0.9258
No log	0.3091	34	0.8847	0.0	0.8847	0.9406
No log	0.3273	36	0.9307	0.0	0.9307	0.9647
No log	0.3455	38	1.0473	0.1026	1.0473	1.0234
No log	0.3636	40	1.3448	0.0680	1.3448	1.1596
No log	0.3818	42	1.4518	0.0297	1.4518	1.2049
No log	0.4	44	1.5451	0.0731	1.5451	1.2430
No log	0.4182	46	1.4551	0.0805	1.4551	1.2063
No log	0.4364	48	1.1001	0.1881	1.1001	1.0488
No log	0.4545	50	0.9402	0.1895	0.9402	0.9697
No log	0.4727	52	0.9453	0.1119	0.9453	0.9723
No log	0.4909	54	0.9380	0.1119	0.9380	0.9685
No log	0.5091	56	1.0711	0.1895	1.0711	1.0350
No log	0.5273	58	1.3058	0.2083	1.3058	1.1427
No log	0.5455	60	1.4149	0.0731	1.4149	1.1895
No log	0.5636	62	1.3689	0.1499	1.3689	1.1700
No log	0.5818	64	1.2376	0.2119	1.2376	1.1125
No log	0.6	66	1.0940	0.1895	1.0940	1.0460
No log	0.6182	68	1.0631	0.1895	1.0631	1.0311
No log	0.6364	70	1.0182	0.1895	1.0182	1.0090
No log	0.6545	72	1.0770	0.1656	1.0770	1.0378
No log	0.6727	74	0.9997	0.1656	0.9997	0.9998
No log	0.6909	76	0.9553	0.1656	0.9553	0.9774
No log	0.7091	78	0.8952	0.1642	0.8952	0.9462
No log	0.7273	80	0.8719	0.1642	0.8719	0.9338
No log	0.7455	82	0.8774	0.1404	0.8774	0.9367
No log	0.7636	84	0.9373	0.0597	0.9373	0.9681
No log	0.7818	86	0.9550	0.0912	0.9550	0.9772
No log	0.8	88	0.8485	0.0797	0.8485	0.9212
No log	0.8182	90	0.7671	0.1026	0.7671	0.8758
No log	0.8364	92	0.7009	0.1026	0.7009	0.8372
No log	0.8545	94	0.6711	0.2632	0.6711	0.8192
No log	0.8727	96	0.6688	0.2632	0.6688	0.8178
No log	0.8909	98	0.6421	0.3694	0.6421	0.8013
No log	0.9091	100	0.6382	0.2844	0.6382	0.7989
No log	0.9273	102	0.6387	0.2844	0.6387	0.7992
No log	0.9455	104	0.6474	0.2844	0.6474	0.8046
No log	0.9636	106	0.7264	0.2057	0.7264	0.8523
No log	0.9818	108	0.7278	0.2432	0.7278	0.8531
No log	1.0	110	0.7986	0.2432	0.7986	0.8936
No log	1.0182	112	0.8043	0.2432	0.8043	0.8968
No log	1.0364	114	0.7555	0.2432	0.7555	0.8692
No log	1.0545	116	0.6924	0.2678	0.6924	0.8321
No log	1.0727	118	0.7057	0.3519	0.7057	0.8401
No log	1.0909	120	0.7202	0.3519	0.7202	0.8487
No log	1.1091	122	0.6707	0.4667	0.6707	0.8189
No log	1.1273	124	0.7049	0.2594	0.7049	0.8396
No log	1.1455	126	0.8050	0.2432	0.8050	0.8972
No log	1.1636	128	0.8354	0.2432	0.8354	0.9140
No log	1.1818	130	0.8088	0.2432	0.8088	0.8994
No log	1.2	132	0.8700	0.1192	0.8700	0.9327
No log	1.2182	134	0.9535	0.1192	0.9535	0.9765
No log	1.2364	136	1.0018	0.1473	1.0018	1.0009
No log	1.2545	138	0.9366	0.2000	0.9366	0.9678
No log	1.2727	140	0.7550	0.2276	0.7550	0.8689
No log	1.2909	142	0.6839	0.3280	0.6839	0.8270
No log	1.3091	144	0.6741	0.4510	0.6741	0.8210
No log	1.3273	146	0.7047	0.4510	0.7047	0.8395
No log	1.3455	148	0.7196	0.3636	0.7196	0.8483
No log	1.3636	150	0.7185	0.4510	0.7185	0.8476
No log	1.3818	152	0.6963	0.4118	0.6963	0.8345
No log	1.4	154	0.7055	0.2915	0.7055	0.8399
No log	1.4182	156	0.7584	0.2391	0.7584	0.8709
No log	1.4364	158	0.8545	0.2025	0.8545	0.9244
No log	1.4545	160	0.8317	0.1338	0.8317	0.9120
No log	1.4727	162	0.8710	0.1192	0.8710	0.9332
No log	1.4909	164	0.8499	0.1192	0.8499	0.9219
No log	1.5091	166	0.7817	0.1283	0.7817	0.8841
No log	1.5273	168	0.7522	0.1985	0.7522	0.8673
No log	1.5455	170	0.7450	0.1985	0.7450	0.8632
No log	1.5636	172	0.7514	0.2097	0.7514	0.8669
No log	1.5818	174	0.8256	0.2164	0.8256	0.9086
No log	1.6	176	0.8657	0.2164	0.8657	0.9304
No log	1.6182	178	0.9499	0.1656	0.9499	0.9746
No log	1.6364	180	0.9659	0.2083	0.9659	0.9828
No log	1.6545	182	0.8976	0.1881	0.8976	0.9474
No log	1.6727	184	0.8468	0.2468	0.8468	0.9202
No log	1.6909	186	0.7457	0.3099	0.7457	0.8636
No log	1.7091	188	0.7078	0.3099	0.7078	0.8413
No log	1.7273	190	0.6942	0.2921	0.6942	0.8332
No log	1.7455	192	0.7206	0.2541	0.7206	0.8489
No log	1.7636	194	0.7315	0.3099	0.7315	0.8552
No log	1.7818	196	0.7280	0.3099	0.7280	0.8532
No log	1.8	198	0.7533	0.2432	0.7533	0.8679
No log	1.8182	200	0.7782	0.1797	0.7782	0.8821
No log	1.8364	202	0.8204	0.2276	0.8204	0.9058
No log	1.8545	204	0.9083	0.2432	0.9083	0.9530
No log	1.8727	206	0.9433	0.2173	0.9433	0.9712
No log	1.8909	208	0.8544	0.2432	0.8544	0.9243
No log	1.9091	210	0.7491	0.2051	0.7491	0.8655
No log	1.9273	212	0.6882	0.2696	0.6882	0.8296
No log	1.9455	214	0.6890	0.3333	0.6890	0.8301
No log	1.9636	216	0.6895	0.2696	0.6895	0.8304
No log	1.9818	218	0.7182	0.2921	0.7182	0.8475
No log	2.0	220	0.7225	0.3099	0.7225	0.8500
No log	2.0182	222	0.6982	0.2921	0.6982	0.8356
No log	2.0364	224	0.6836	0.2921	0.6836	0.8268
No log	2.0545	226	0.6778	0.2759	0.6778	0.8233
No log	2.0727	228	0.6842	0.2921	0.6842	0.8272
No log	2.0909	230	0.7058	0.3099	0.7058	0.8401
No log	2.1091	232	0.7428	0.3099	0.7428	0.8618
No log	2.1273	234	0.7462	0.3099	0.7462	0.8638
No log	2.1455	236	0.7536	0.3099	0.7536	0.8681
No log	2.1636	238	0.7523	0.3636	0.7523	0.8674
No log	2.1818	240	0.7697	0.3824	0.7697	0.8773
No log	2.2	242	0.8100	0.2776	0.8100	0.9000
No log	2.2182	244	0.9019	0.3721	0.9019	0.9497
No log	2.2364	246	0.9644	0.3721	0.9644	0.9820
No log	2.2545	248	0.9613	0.3092	0.9613	0.9805
No log	2.2727	250	0.9145	0.3721	0.9145	0.9563
No log	2.2909	252	0.8245	0.3893	0.8245	0.9080
No log	2.3091	254	0.8072	0.3893	0.8072	0.8984
No log	2.3273	256	0.8058	0.3721	0.8058	0.8977
No log	2.3455	258	0.8012	0.3721	0.8012	0.8951
No log	2.3636	260	0.8106	0.3092	0.8106	0.9003
No log	2.3818	262	0.7719	0.3721	0.7719	0.8786
No log	2.4	264	0.7360	0.3893	0.7360	0.8579
No log	2.4182	266	0.7202	0.3889	0.7202	0.8486
No log	2.4364	268	0.7458	0.4220	0.7458	0.8636
No log	2.4545	270	0.7774	0.4220	0.7774	0.8817
No log	2.4727	272	0.7442	0.4220	0.7442	0.8626
No log	2.4909	274	0.6996	0.3824	0.6996	0.8364
No log	2.5091	276	0.7693	0.4255	0.7693	0.8771
No log	2.5273	278	0.8216	0.3675	0.8216	0.9064
No log	2.5455	280	0.8832	0.2849	0.8832	0.9398
No log	2.5636	282	0.8584	0.2981	0.8584	0.9265
No log	2.5818	284	0.8148	0.2841	0.8148	0.9027
No log	2.6	286	0.7673	0.2516	0.7673	0.8759
No log	2.6182	288	0.7174	0.4726	0.7174	0.8470
No log	2.6364	290	0.6924	0.4726	0.6924	0.8321
No log	2.6545	292	0.6823	0.4913	0.6823	0.8260
No log	2.6727	294	0.6760	0.4853	0.6760	0.8222
No log	2.6909	296	0.6559	0.4031	0.6559	0.8099
No log	2.7091	298	0.6615	0.3893	0.6615	0.8133
No log	2.7273	300	0.6975	0.2932	0.6975	0.8352
No log	2.7455	302	0.7058	0.2932	0.7058	0.8401
No log	2.7636	304	0.6825	0.2921	0.6825	0.8262
No log	2.7818	306	0.6648	0.3524	0.6648	0.8154
No log	2.8	308	0.6786	0.4375	0.6786	0.8238
No log	2.8182	310	0.6858	0.3304	0.6858	0.8281
No log	2.8364	312	0.6894	0.3304	0.6894	0.8303
No log	2.8545	314	0.7056	0.3304	0.7056	0.8400
No log	2.8727	316	0.7628	0.1884	0.7628	0.8734
No log	2.8909	318	0.8348	0.1560	0.8348	0.9137
No log	2.9091	320	0.8804	0.0912	0.8804	0.9383
No log	2.9273	322	0.8785	0.0912	0.8785	0.9373
No log	2.9455	324	0.8920	0.0912	0.8920	0.9444
No log	2.9636	326	0.8397	0.1560	0.8397	0.9163
No log	2.9818	328	0.7616	0.1884	0.7616	0.8727
No log	3.0	330	0.7148	0.3304	0.7148	0.8455
No log	3.0182	332	0.7303	0.3982	0.7303	0.8546
No log	3.0364	334	0.7466	0.3982	0.7466	0.8641
No log	3.0545	336	0.7408	0.4031	0.7408	0.8607
No log	3.0727	338	0.7649	0.3957	0.7649	0.8746
No log	3.0909	340	0.8079	0.2654	0.8079	0.8988
No log	3.1091	342	0.8041	0.3240	0.8041	0.8967
No log	3.1273	344	0.8188	0.2364	0.8188	0.9049
No log	3.1455	346	0.7860	0.3396	0.7860	0.8866
No log	3.1636	348	0.7320	0.3772	0.7320	0.8556
No log	3.1818	350	0.7103	0.4118	0.7103	0.8428
No log	3.2	352	0.7566	0.4936	0.7566	0.8698
No log	3.2182	354	0.7575	0.4862	0.7575	0.8704
No log	3.2364	356	0.7086	0.4936	0.7086	0.8418
No log	3.2545	358	0.6861	0.4118	0.6861	0.8283
No log	3.2727	360	0.7098	0.3957	0.7098	0.8425
No log	3.2909	362	0.7290	0.3957	0.7290	0.8538
No log	3.3091	364	0.7224	0.3957	0.7224	0.8499
No log	3.3273	366	0.7216	0.3957	0.7216	0.8495
No log	3.3455	368	0.7041	0.3957	0.7041	0.8391
No log	3.3636	370	0.6953	0.3957	0.6953	0.8339
No log	3.3818	372	0.6993	0.3957	0.6993	0.8362
No log	3.4	374	0.6976	0.3957	0.6976	0.8352
No log	3.4182	376	0.6876	0.3957	0.6876	0.8292
No log	3.4364	378	0.6793	0.3957	0.6793	0.8242
No log	3.4545	380	0.6737	0.3957	0.6737	0.8208
No log	3.4727	382	0.6705	0.3957	0.6705	0.8189
No log	3.4909	384	0.6658	0.3957	0.6658	0.8159
No log	3.5091	386	0.6583	0.3957	0.6583	0.8113
No log	3.5273	388	0.6710	0.4145	0.6710	0.8191
No log	3.5455	390	0.6902	0.5	0.6902	0.8308
No log	3.5636	392	0.6869	0.4145	0.6869	0.8288
No log	3.5818	394	0.6915	0.4145	0.6915	0.8315
No log	3.6	396	0.7008	0.4068	0.7008	0.8372
No log	3.6182	398	0.7032	0.4068	0.7032	0.8386
No log	3.6364	400	0.7023	0.3957	0.7023	0.8380
No log	3.6545	402	0.7042	0.3957	0.7042	0.8391
No log	3.6727	404	0.7102	0.3957	0.7102	0.8427
No log	3.6909	406	0.7216	0.4145	0.7216	0.8495
No log	3.7091	408	0.7292	0.4145	0.7292	0.8539
No log	3.7273	410	0.7376	0.4068	0.7376	0.8588
No log	3.7455	412	0.7592	0.4068	0.7592	0.8713
No log	3.7636	414	0.8595	0.2981	0.8595	0.9271
No log	3.7818	416	0.9078	0.3109	0.9078	0.9528
No log	3.8	418	0.9231	0.2857	0.9231	0.9608
No log	3.8182	420	0.9120	0.2380	0.9120	0.9550
No log	3.8364	422	0.8541	0.3093	0.8541	0.9242
No log	3.8545	424	0.7655	0.3396	0.7655	0.8749
No log	3.8727	426	0.6945	0.3957	0.6945	0.8334
No log	3.8909	428	0.6744	0.3957	0.6744	0.8212
No log	3.9091	430	0.6740	0.4145	0.6740	0.8210
No log	3.9273	432	0.6797	0.4338	0.6797	0.8244
No log	3.9455	434	0.6977	0.4615	0.6977	0.8353
No log	3.9636	436	0.6974	0.4615	0.6974	0.8351
No log	3.9818	438	0.6890	0.4145	0.6890	0.8300
No log	4.0	440	0.7083	0.2439	0.7083	0.8416
No log	4.0182	442	0.7803	0.2774	0.7803	0.8833
No log	4.0364	444	0.8284	0.3364	0.8284	0.9101
No log	4.0545	446	0.8177	0.3364	0.8177	0.9043
No log	4.0727	448	0.7587	0.2632	0.7587	0.8710
No log	4.0909	450	0.7133	0.3099	0.7133	0.8446
No log	4.1091	452	0.6979	0.3957	0.6979	0.8354
No log	4.1273	454	0.6973	0.3957	0.6973	0.8350
No log	4.1455	456	0.6989	0.3957	0.6989	0.8360
No log	4.1636	458	0.7022	0.4145	0.7022	0.8380
No log	4.1818	460	0.7035	0.4145	0.7035	0.8388
No log	4.2	462	0.7350	0.4068	0.7350	0.8573
No log	4.2182	464	0.7632	0.4068	0.7632	0.8736
No log	4.2364	466	0.7290	0.3957	0.7290	0.8538
No log	4.2545	468	0.6819	0.3957	0.6819	0.8258
No log	4.2727	470	0.6719	0.3957	0.6719	0.8197
No log	4.2909	472	0.6698	0.3957	0.6698	0.8184
No log	4.3091	474	0.6755	0.3957	0.6755	0.8219
No log	4.3273	476	0.7023	0.3274	0.7023	0.8380
No log	4.3455	478	0.7771	0.3415	0.7771	0.8816
No log	4.3636	480	0.8272	0.2774	0.8272	0.9095
No log	4.3818	482	0.8560	0.2364	0.8560	0.9252
No log	4.4	484	0.8134	0.2508	0.8134	0.9019
No log	4.4182	486	0.7646	0.2759	0.7646	0.8744
No log	4.4364	488	0.7394	0.2759	0.7394	0.8599
No log	4.4545	490	0.7187	0.2439	0.7187	0.8477
No log	4.4727	492	0.6915	0.2439	0.6915	0.8316
No log	4.4909	494	0.6665	0.3482	0.6665	0.8164
No log	4.5091	496	0.6608	0.4262	0.6608	0.8129
No log	4.5273	498	0.6620	0.4141	0.6620	0.8136
0.7795	4.5455	500	0.6551	0.4262	0.6551	0.8094
0.7795	4.5636	502	0.6555	0.3482	0.6555	0.8096
0.7795	4.5818	504	0.6550	0.272	0.6550	0.8093
0.7795	4.6	506	0.6540	0.2397	0.6540	0.8087
0.7795	4.6182	508	0.6481	0.3274	0.6481	0.8051
0.7795	4.6364	510	0.6419	0.3106	0.6419	0.8012
0.7795	4.6545	512	0.6411	0.4574	0.6411	0.8007
0.7795	4.6727	514	0.6464	0.5062	0.6464	0.8040
0.7795	4.6909	516	0.6699	0.4862	0.6699	0.8185
0.7795	4.7091	518	0.6962	0.4862	0.6962	0.8344
0.7795	4.7273	520	0.7124	0.5415	0.7124	0.8440
0.7795	4.7455	522	0.7400	0.5415	0.7400	0.8602
0.7795	4.7636	524	0.7631	0.5664	0.7631	0.8736
0.7795	4.7818	526	0.7687	0.5664	0.7687	0.8768
0.7795	4.8	528	0.7105	0.5415	0.7105	0.8429
0.7795	4.8182	530	0.6638	0.4784	0.6638	0.8148
0.7795	4.8364	532	0.6834	0.3957	0.6834	0.8267
0.7795	4.8545	534	0.7165	0.2439	0.7165	0.8465
0.7795	4.8727	536	0.7187	0.2439	0.7187	0.8478
0.7795	4.8909	538	0.7213	0.2439	0.7213	0.8493
0.7795	4.9091	540	0.7425	0.2439	0.7425	0.8617
0.7795	4.9273	542	0.7605	0.2759	0.7605	0.8721
0.7795	4.9455	544	0.7377	0.2439	0.7377	0.8589
0.7795	4.9636	546	0.7710	0.2759	0.7710	0.8781
0.7795	4.9818	548	0.7592	0.2439	0.7592	0.8713
0.7795	5.0	550	0.7172	0.2439	0.7172	0.8469
0.7795	5.0182	552	0.6751	0.3274	0.6751	0.8217
0.7795	5.0364	554	0.6470	0.3957	0.6470	0.8043
0.7795	5.0545	556	0.6391	0.4615	0.6391	0.7995
0.7795	5.0727	558	0.6762	0.5783	0.6762	0.8223
0.7795	5.0909	560	0.7121	0.5821	0.7121	0.8439
0.7795	5.1091	562	0.7026	0.5714	0.7026	0.8382
0.7795	5.1273	564	0.6874	0.4615	0.6874	0.8291
0.7795	5.1455	566	0.7103	0.3957	0.7103	0.8428
0.7795	5.1636	568	0.7501	0.4068	0.7501	0.8661
0.7795	5.1818	570	0.7435	0.4615	0.7435	0.8623
0.7795	5.2	572	0.6940	0.3957	0.6940	0.8330
0.7795	5.2182	574	0.6565	0.3957	0.6565	0.8102
0.7795	5.2364	576	0.6283	0.3957	0.6283	0.7926
0.7795	5.2545	578	0.6060	0.4145	0.6060	0.7784
0.7795	5.2727	580	0.5986	0.4574	0.5986	0.7737
0.7795	5.2909	582	0.5989	0.4481	0.5989	0.7739
0.7795	5.3091	584	0.5914	0.4481	0.5914	0.7690
0.7795	5.3273	586	0.5821	0.4481	0.5821	0.7629
0.7795	5.3455	588	0.5848	0.3831	0.5848	0.7647
0.7795	5.3636	590	0.6155	0.3274	0.6155	0.7845
0.7795	5.3818	592	0.6806	0.2759	0.6806	0.8250
0.7795	5.4	594	0.7348	0.3067	0.7348	0.8572
0.7795	5.4182	596	0.7509	0.3746	0.7509	0.8666
0.7795	5.4364	598	0.7282	0.3364	0.7282	0.8533
0.7795	5.4545	600	0.6873	0.2759	0.6873	0.8290
0.7795	5.4727	602	0.6825	0.2759	0.6825	0.8261
0.7795	5.4909	604	0.6636	0.2759	0.6636	0.8146
0.7795	5.5091	606	0.6346	0.3099	0.6346	0.7966
0.7795	5.5273	608	0.5926	0.3957	0.5926	0.7698
0.7795	5.5455	610	0.5756	0.4429	0.5756	0.7587
0.7795	5.5636	612	0.5785	0.5105	0.5785	0.7606
0.7795	5.5818	614	0.5906	0.5056	0.5906	0.7685
0.7795	5.6	616	0.5985	0.5263	0.5985	0.7737
0.7795	5.6182	618	0.6006	0.5263	0.6006	0.7750
0.7795	5.6364	620	0.5918	0.5056	0.5918	0.7693
0.7795	5.6545	622	0.5761	0.4429	0.5761	0.7590
0.7795	5.6727	624	0.5861	0.4429	0.5861	0.7656
0.7795	5.6909	626	0.5969	0.3957	0.5969	0.7726
0.7795	5.7091	628	0.5958	0.3957	0.5958	0.7719
0.7795	5.7273	630	0.5931	0.3099	0.5931	0.7701
0.7795	5.7455	632	0.5838	0.3106	0.5838	0.7641
0.7795	5.7636	634	0.5600	0.4262	0.5600	0.7483
0.7795	5.7818	636	0.5499	0.4784	0.5499	0.7415
0.7795	5.8	638	0.5471	0.4784	0.5471	0.7396
0.7795	5.8182	640	0.5441	0.4784	0.5441	0.7376
0.7795	5.8364	642	0.5521	0.4262	0.5521	0.7431
0.7795	5.8545	644	0.5546	0.4262	0.5546	0.7447
0.7795	5.8727	646	0.5534	0.4262	0.5534	0.7439
0.7795	5.8909	648	0.5525	0.4262	0.5525	0.7433
0.7795	5.9091	650	0.5592	0.4262	0.5592	0.7478
0.7795	5.9273	652	0.5760	0.3831	0.5760	0.7590
0.7795	5.9455	654	0.5912	0.3957	0.5912	0.7689
0.7795	5.9636	656	0.5934	0.3957	0.5934	0.7703
0.7795	5.9818	658	0.5853	0.3831	0.5853	0.7650
0.7795	6.0	660	0.5814	0.3831	0.5814	0.7625
0.7795	6.0182	662	0.5712	0.4262	0.5712	0.7558
0.7795	6.0364	664	0.5677	0.5062	0.5677	0.7534
0.7795	6.0545	666	0.5674	0.5062	0.5674	0.7532
0.7795	6.0727	668	0.5721	0.5062	0.5721	0.7564
0.7795	6.0909	670	0.5787	0.4262	0.5787	0.7607
0.7795	6.1091	672	0.5790	0.5062	0.5790	0.7609
0.7795	6.1273	674	0.5815	0.5062	0.5815	0.7625
0.7795	6.1455	676	0.5852	0.5062	0.5852	0.7650
0.7795	6.1636	678	0.5918	0.4262	0.5918	0.7693
0.7795	6.1818	680	0.5974	0.3957	0.5974	0.7729
0.7795	6.2	682	0.5914	0.5062	0.5914	0.7690
0.7795	6.2182	684	0.5913	0.5294	0.5913	0.7690
0.7795	6.2364	686	0.5993	0.5249	0.5993	0.7742
0.7795	6.2545	688	0.6045	0.4862	0.6045	0.7775
0.7795	6.2727	690	0.6020	0.4862	0.6020	0.7759
0.7795	6.2909	692	0.5952	0.5000	0.5952	0.7715
0.7795	6.3091	694	0.5956	0.5062	0.5956	0.7718
0.7795	6.3273	696	0.5983	0.5062	0.5983	0.7735
0.7795	6.3455	698	0.6072	0.4574	0.6072	0.7792
0.7795	6.3636	700	0.6128	0.3831	0.6128	0.7828
0.7795	6.3818	702	0.6159	0.3957	0.6159	0.7848
0.7795	6.4	704	0.6090	0.4655	0.6090	0.7804
0.7795	6.4182	706	0.6042	0.4574	0.6042	0.7773
0.7795	6.4364	708	0.5989	0.4574	0.5989	0.7739
0.7795	6.4545	710	0.5984	0.4574	0.5984	0.7736
0.7795	6.4727	712	0.5940	0.5062	0.5940	0.7707
0.7795	6.4909	714	0.5865	0.5000	0.5865	0.7659
0.7795	6.5091	716	0.5808	0.5000	0.5808	0.7621
0.7795	6.5273	718	0.5795	0.5000	0.5795	0.7612
0.7795	6.5455	720	0.5776	0.5000	0.5776	0.7600
0.7795	6.5636	722	0.5751	0.5000	0.5751	0.7584
0.7795	6.5818	724	0.5778	0.5062	0.5778	0.7601
0.7795	6.6	726	0.5870	0.4574	0.5870	0.7662
0.7795	6.6182	728	0.5929	0.4574	0.5929	0.7700
0.7795	6.6364	730	0.5958	0.4574	0.5958	0.7719
0.7795	6.6545	732	0.6035	0.4574	0.6035	0.7768
0.7795	6.6727	734	0.6122	0.4655	0.6122	0.7825
0.7795	6.6909	736	0.6254	0.3957	0.6254	0.7908
0.7795	6.7091	738	0.6315	0.3957	0.6315	0.7947
0.7795	6.7273	740	0.6460	0.4068	0.6460	0.8037
0.7795	6.7455	742	0.6449	0.4068	0.6449	0.8030
0.7795	6.7636	744	0.6272	0.3957	0.6272	0.7920
0.7795	6.7818	746	0.6091	0.4655	0.6091	0.7805
0.7795	6.8	748	0.5921	0.4655	0.5921	0.7695
0.7795	6.8182	750	0.5831	0.4574	0.5831	0.7636
0.7795	6.8364	752	0.5796	0.3957	0.5796	0.7613
0.7795	6.8545	754	0.5763	0.4655	0.5763	0.7592
0.7795	6.8727	756	0.5739	0.4574	0.5739	0.7576
0.7795	6.8909	758	0.5712	0.4574	0.5712	0.7558
0.7795	6.9091	760	0.5723	0.4655	0.5723	0.7565
0.7795	6.9273	762	0.5769	0.4655	0.5769	0.7596
0.7795	6.9455	764	0.5859	0.3274	0.5859	0.7654
0.7795	6.9636	766	0.5906	0.3957	0.5906	0.7685
0.7795	6.9818	768	0.5873	0.3957	0.5873	0.7664
0.7795	7.0	770	0.5907	0.3957	0.5907	0.7686
0.7795	7.0182	772	0.5966	0.3957	0.5966	0.7724
0.7795	7.0364	774	0.5903	0.3957	0.5903	0.7683
0.7795	7.0545	776	0.5822	0.3957	0.5822	0.7630
0.7795	7.0727	778	0.5758	0.3957	0.5758	0.7588
0.7795	7.0909	780	0.5724	0.3957	0.5724	0.7565
0.7795	7.1091	782	0.5732	0.3957	0.5732	0.7571
0.7795	7.1273	784	0.5798	0.3957	0.5798	0.7614
0.7795	7.1455	786	0.5935	0.3957	0.5935	0.7704
0.7795	7.1636	788	0.5961	0.4068	0.5961	0.7720
0.7795	7.1818	790	0.5886	0.3957	0.5886	0.7672
0.7795	7.2	792	0.5794	0.3957	0.5794	0.7612
0.7795	7.2182	794	0.5782	0.3957	0.5782	0.7604
0.7795	7.2364	796	0.5827	0.3957	0.5827	0.7634
0.7795	7.2545	798	0.5900	0.3957	0.5900	0.7681
0.7795	7.2727	800	0.5971	0.3957	0.5971	0.7728
0.7795	7.2909	802	0.5997	0.3957	0.5997	0.7744
0.7795	7.3091	804	0.6030	0.4068	0.6030	0.7765
0.7795	7.3273	806	0.5948	0.3957	0.5948	0.7712
0.7795	7.3455	808	0.5828	0.3957	0.5828	0.7634
0.7795	7.3636	810	0.5741	0.3957	0.5741	0.7577
0.7795	7.3818	812	0.5692	0.3957	0.5692	0.7544
0.7795	7.4	814	0.5662	0.3957	0.5662	0.7525
0.7795	7.4182	816	0.5604	0.3831	0.5604	0.7486
0.7795	7.4364	818	0.5570	0.3831	0.5570	0.7463
0.7795	7.4545	820	0.5572	0.3831	0.5572	0.7465
0.7795	7.4727	822	0.5600	0.3831	0.5600	0.7483
0.7795	7.4909	824	0.5620	0.3831	0.5620	0.7497
0.7795	7.5091	826	0.5652	0.3831	0.5652	0.7518
0.7795	7.5273	828	0.5673	0.3831	0.5673	0.7532
0.7795	7.5455	830	0.5679	0.4574	0.5679	0.7536
0.7795	7.5636	832	0.5701	0.4574	0.5701	0.7550
0.7795	7.5818	834	0.5741	0.4574	0.5741	0.7577
0.7795	7.6	836	0.5777	0.4784	0.5777	0.7601
0.7795	7.6182	838	0.5841	0.4784	0.5841	0.7643
0.7795	7.6364	840	0.5873	0.4784	0.5873	0.7663
0.7795	7.6545	842	0.5864	0.4784	0.5864	0.7658
0.7795	7.6727	844	0.5873	0.4784	0.5873	0.7663
0.7795	7.6909	846	0.5908	0.4784	0.5908	0.7686
0.7795	7.7091	848	0.5922	0.4853	0.5922	0.7695
0.7795	7.7273	850	0.5928	0.4655	0.5928	0.7700
0.7795	7.7455	852	0.5937	0.4655	0.5937	0.7705
0.7795	7.7636	854	0.5995	0.4655	0.5995	0.7743
0.7795	7.7818	856	0.6001	0.4655	0.6001	0.7747
0.7795	7.8	858	0.5923	0.4655	0.5923	0.7696
0.7795	7.8182	860	0.5814	0.4655	0.5814	0.7625
0.7795	7.8364	862	0.5769	0.4655	0.5769	0.7595
0.7795	7.8545	864	0.5768	0.4655	0.5768	0.7595
0.7795	7.8727	866	0.5779	0.4655	0.5779	0.7602
0.7795	7.8909	868	0.5803	0.4655	0.5803	0.7618
0.7795	7.9091	870	0.5822	0.4655	0.5822	0.7630
0.7795	7.9273	872	0.5790	0.4655	0.5790	0.7609
0.7795	7.9455	874	0.5824	0.4655	0.5824	0.7632
0.7795	7.9636	876	0.5809	0.4655	0.5809	0.7621
0.7795	7.9818	878	0.5804	0.4655	0.5804	0.7618
0.7795	8.0	880	0.5823	0.4655	0.5823	0.7631
0.7795	8.0182	882	0.5828	0.4655	0.5828	0.7634
0.7795	8.0364	884	0.5780	0.4655	0.5780	0.7603
0.7795	8.0545	886	0.5751	0.4655	0.5751	0.7584
0.7795	8.0727	888	0.5688	0.4655	0.5688	0.7542
0.7795	8.0909	890	0.5656	0.4655	0.5656	0.7521
0.7795	8.1091	892	0.5673	0.4655	0.5673	0.7532
0.7795	8.1273	894	0.5692	0.4655	0.5692	0.7545
0.7795	8.1455	896	0.5696	0.4655	0.5696	0.7547
0.7795	8.1636	898	0.5713	0.4655	0.5713	0.7559
0.7795	8.1818	900	0.5718	0.4655	0.5718	0.7562
0.7795	8.2	902	0.5734	0.4574	0.5734	0.7573
0.7795	8.2182	904	0.5753	0.4574	0.5753	0.7585
0.7795	8.2364	906	0.5814	0.4655	0.5814	0.7625
0.7795	8.2545	908	0.5885	0.4655	0.5885	0.7671
0.7795	8.2727	910	0.5935	0.4655	0.5935	0.7704
0.7795	8.2909	912	0.5990	0.4655	0.5990	0.7740
0.7795	8.3091	914	0.6078	0.4655	0.6078	0.7796
0.7795	8.3273	916	0.6173	0.4726	0.6173	0.7857
0.7795	8.3455	918	0.6168	0.4726	0.6168	0.7854
0.7795	8.3636	920	0.6094	0.4655	0.6094	0.7807
0.7795	8.3818	922	0.6042	0.4655	0.6042	0.7773
0.7795	8.4	924	0.5992	0.4655	0.5992	0.7741
0.7795	8.4182	926	0.5952	0.4655	0.5952	0.7715
0.7795	8.4364	928	0.5938	0.4655	0.5938	0.7706
0.7795	8.4545	930	0.5925	0.4574	0.5925	0.7697
0.7795	8.4727	932	0.5899	0.4574	0.5899	0.7680
0.7795	8.4909	934	0.5879	0.4655	0.5879	0.7667
0.7795	8.5091	936	0.5864	0.4655	0.5864	0.7657
0.7795	8.5273	938	0.5841	0.4655	0.5841	0.7642
0.7795	8.5455	940	0.5821	0.4655	0.5821	0.7630
0.7795	8.5636	942	0.5798	0.4655	0.5798	0.7614
0.7795	8.5818	944	0.5773	0.4655	0.5773	0.7598
0.7795	8.6	946	0.5782	0.4655	0.5782	0.7604
0.7795	8.6182	948	0.5784	0.4655	0.5784	0.7605
0.7795	8.6364	950	0.5765	0.4655	0.5765	0.7593
0.7795	8.6545	952	0.5761	0.4655	0.5761	0.7590
0.7795	8.6727	954	0.5731	0.4655	0.5731	0.7570
0.7795	8.6909	956	0.5704	0.4655	0.5704	0.7553
0.7795	8.7091	958	0.5673	0.4574	0.5673	0.7532
0.7795	8.7273	960	0.5661	0.4574	0.5661	0.7524
0.7795	8.7455	962	0.5659	0.4574	0.5659	0.7523
0.7795	8.7636	964	0.5690	0.4655	0.5690	0.7543
0.7795	8.7818	966	0.5757	0.4655	0.5757	0.7587
0.7795	8.8	968	0.5833	0.4655	0.5833	0.7638
0.7795	8.8182	970	0.5933	0.4655	0.5933	0.7703
0.7795	8.8364	972	0.6008	0.4655	0.6008	0.7751
0.7795	8.8545	974	0.6003	0.4655	0.6003	0.7748
0.7795	8.8727	976	0.5949	0.4655	0.5949	0.7713
0.7795	8.8909	978	0.5915	0.4655	0.5915	0.7691
0.7795	8.9091	980	0.5920	0.4655	0.5920	0.7694
0.7795	8.9273	982	0.5896	0.4655	0.5896	0.7678
0.7795	8.9455	984	0.5849	0.4655	0.5849	0.7648
0.7795	8.9636	986	0.5828	0.4655	0.5828	0.7634
0.7795	8.9818	988	0.5810	0.4655	0.5810	0.7623
0.7795	9.0	990	0.5786	0.4655	0.5786	0.7606
0.7795	9.0182	992	0.5774	0.4655	0.5774	0.7599
0.7795	9.0364	994	0.5765	0.4655	0.5765	0.7593
0.7795	9.0545	996	0.5739	0.4655	0.5739	0.7576
0.7795	9.0727	998	0.5699	0.4655	0.5699	0.7549
0.4247	9.0909	1000	0.5675	0.4574	0.5675	0.7533
0.4247	9.1091	1002	0.5671	0.4574	0.5671	0.7531
0.4247	9.1273	1004	0.5681	0.4574	0.5681	0.7537
0.4247	9.1455	1006	0.5690	0.4655	0.5690	0.7543
0.4247	9.1636	1008	0.5700	0.4655	0.5700	0.7550
0.4247	9.1818	1010	0.5712	0.4655	0.5712	0.7557
0.4247	9.2	1012	0.5723	0.4655	0.5723	0.7565
0.4247	9.2182	1014	0.5720	0.4655	0.5720	0.7563
0.4247	9.2364	1016	0.5715	0.4655	0.5715	0.7560
0.4247	9.2545	1018	0.5700	0.4655	0.5700	0.7550
0.4247	9.2727	1020	0.5686	0.4574	0.5686	0.7541
0.4247	9.2909	1022	0.5692	0.4574	0.5692	0.7544
0.4247	9.3091	1024	0.5702	0.4574	0.5702	0.7551
0.4247	9.3273	1026	0.5719	0.4574	0.5719	0.7562
0.4247	9.3455	1028	0.5736	0.4574	0.5736	0.7573
0.4247	9.3636	1030	0.5746	0.4574	0.5746	0.7580
0.4247	9.3818	1032	0.5754	0.4574	0.5754	0.7585
0.4247	9.4	1034	0.5758	0.4574	0.5758	0.7588
0.4247	9.4182	1036	0.5753	0.4574	0.5753	0.7585
0.4247	9.4364	1038	0.5743	0.4574	0.5743	0.7578
0.4247	9.4545	1040	0.5735	0.4655	0.5735	0.7573
0.4247	9.4727	1042	0.5737	0.4655	0.5737	0.7575
0.4247	9.4909	1044	0.5749	0.4655	0.5749	0.7582
0.4247	9.5091	1046	0.5778	0.4655	0.5778	0.7601
0.4247	9.5273	1048	0.5803	0.4655	0.5803	0.7618
0.4247	9.5455	1050	0.5835	0.4655	0.5835	0.7639
0.4247	9.5636	1052	0.5856	0.4655	0.5856	0.7653
0.4247	9.5818	1054	0.5866	0.4655	0.5866	0.7659
0.4247	9.6	1056	0.5873	0.4655	0.5873	0.7663
0.4247	9.6182	1058	0.5869	0.4655	0.5869	0.7661
0.4247	9.6364	1060	0.5867	0.4655	0.5867	0.7660
0.4247	9.6545	1062	0.5883	0.4655	0.5883	0.7670
0.4247	9.6727	1064	0.5898	0.4655	0.5898	0.7680
0.4247	9.6909	1066	0.5894	0.4655	0.5894	0.7677
0.4247	9.7091	1068	0.5894	0.4655	0.5894	0.7678
0.4247	9.7273	1070	0.5882	0.4655	0.5882	0.7670
0.4247	9.7455	1072	0.5870	0.4655	0.5870	0.7661
0.4247	9.7636	1074	0.5858	0.4655	0.5858	0.7654
0.4247	9.7818	1076	0.5854	0.4655	0.5854	0.7651
0.4247	9.8	1078	0.5853	0.4655	0.5853	0.7650
0.4247	9.8182	1080	0.5851	0.4655	0.5851	0.7649
0.4247	9.8364	1082	0.5848	0.4655	0.5848	0.7647
0.4247	9.8545	1084	0.5842	0.4655	0.5842	0.7643
0.4247	9.8727	1086	0.5835	0.4655	0.5835	0.7639
0.4247	9.8909	1088	0.5831	0.4655	0.5831	0.7636
0.4247	9.9091	1090	0.5830	0.4655	0.5830	0.7636
0.4247	9.9273	1092	0.5827	0.4655	0.5827	0.7633
0.4247	9.9455	1094	0.5824	0.4655	0.5824	0.7631
0.4247	9.9636	1096	0.5823	0.4655	0.5823	0.7631
0.4247	9.9818	1098	0.5821	0.4655	0.5821	0.7630
0.4247	10.0	1100	0.5821	0.4655	0.5821	0.7629

Framework versions

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