arabert_augmented_with_original_k10_organization_task1_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: 0.6050
• Qwk: 0.5990
• Mse: 0.6050
• Rmse: 0.7778

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	0.0175	2	3.7916	0.0290	3.7916	1.9472
No log	0.0351	4	2.0192	0.0714	2.0192	1.4210
No log	0.0526	6	1.7985	0.1107	1.7985	1.3411
No log	0.0702	8	1.7760	0.1221	1.7760	1.3327
No log	0.0877	10	1.4964	0.2075	1.4964	1.2233
No log	0.1053	12	1.6205	0.0856	1.6205	1.2730
No log	0.1228	14	1.5806	0.1663	1.5806	1.2572
No log	0.1404	16	1.4879	0.1978	1.4879	1.2198
No log	0.1579	18	1.5782	0.2254	1.5782	1.2563
No log	0.1754	20	1.5910	0.2463	1.5910	1.2614
No log	0.1930	22	1.4260	0.1978	1.4260	1.1942
No log	0.2105	24	1.1220	0.1736	1.1220	1.0592
No log	0.2281	26	0.9803	0.3947	0.9803	0.9901
No log	0.2456	28	0.9531	0.3888	0.9531	0.9763
No log	0.2632	30	1.1068	0.0742	1.1068	1.0520
No log	0.2807	32	1.4028	0.1876	1.4028	1.1844
No log	0.2982	34	1.5389	0.1513	1.5389	1.2405
No log	0.3158	36	1.5936	0.2254	1.5936	1.2624
No log	0.3333	38	1.6688	0.2057	1.6688	1.2918
No log	0.3509	40	1.6310	0.2057	1.6310	1.2771
No log	0.3684	42	1.6045	0.2254	1.6045	1.2667
No log	0.3860	44	1.5447	0.2463	1.5447	1.2429
No log	0.4035	46	1.4239	0.1978	1.4239	1.1933
No log	0.4211	48	1.3397	0.2125	1.3397	1.1575
No log	0.4386	50	1.3632	0.1312	1.3632	1.1676
No log	0.4561	52	1.3976	0.1139	1.3976	1.1822
No log	0.4737	54	1.4222	0.1470	1.4222	1.1926
No log	0.4912	56	1.4033	0.1513	1.4033	1.1846
No log	0.5088	58	1.3590	0.1616	1.3590	1.1658
No log	0.5263	60	1.3526	0.2125	1.3526	1.1630
No log	0.5439	62	1.3191	0.1736	1.3191	1.1485
No log	0.5614	64	1.3119	0.1139	1.3119	1.1454
No log	0.5789	66	1.3173	0.1139	1.3173	1.1478
No log	0.5965	68	1.3312	0.1312	1.3312	1.1538
No log	0.6140	70	1.3292	0.2396	1.3292	1.1529
No log	0.6316	72	1.2752	0.25	1.2752	1.1292
No log	0.6491	74	1.2079	0.25	1.2079	1.0990
No log	0.6667	76	1.2106	0.2607	1.2106	1.1003
No log	0.6842	78	1.0460	0.3900	1.0460	1.0227
No log	0.7018	80	1.0082	0.4093	1.0082	1.0041
No log	0.7193	82	1.0509	0.3947	1.0509	1.0251
No log	0.7368	84	0.8814	0.4291	0.8814	0.9388
No log	0.7544	86	0.8927	0.4931	0.8927	0.9448
No log	0.7719	88	1.2080	0.3005	1.2080	1.0991
No log	0.7895	90	1.4157	0.2292	1.4157	1.1898
No log	0.8070	92	1.5214	0.2336	1.5214	1.2334
No log	0.8246	94	1.5728	0.2336	1.5728	1.2541
No log	0.8421	96	1.4096	0.2541	1.4096	1.1873
No log	0.8596	98	1.2015	0.2198	1.2015	1.0961
No log	0.8772	100	1.1325	0.2434	1.1325	1.0642
No log	0.8947	102	1.2405	0.2607	1.2405	1.1138
No log	0.9123	104	1.3592	0.2685	1.3592	1.1658
No log	0.9298	106	1.3697	0.3443	1.3697	1.1703
No log	0.9474	108	1.3042	0.2597	1.3042	1.1420
No log	0.9649	110	1.2153	0.2597	1.2153	1.1024
No log	0.9825	112	1.1973	0.2597	1.1973	1.0942
No log	1.0	114	1.1273	0.3035	1.1273	1.0617
No log	1.0175	116	1.0289	0.2006	1.0289	1.0144
No log	1.0351	118	0.9713	0.2008	0.9713	0.9855
No log	1.0526	120	0.9438	0.3558	0.9438	0.9715
No log	1.0702	122	0.9322	0.4324	0.9322	0.9655
No log	1.0877	124	0.8807	0.3636	0.8807	0.9384
No log	1.1053	126	0.8639	0.4716	0.8639	0.9295
No log	1.1228	128	0.8303	0.4699	0.8303	0.9112
No log	1.1404	130	0.8549	0.4867	0.8549	0.9246
No log	1.1579	132	1.1546	0.5322	1.1546	1.0745
No log	1.1754	134	1.3462	0.3747	1.3462	1.1603
No log	1.1930	136	1.2944	0.5068	1.2944	1.1377
No log	1.2105	138	1.2268	0.5080	1.2268	1.1076
No log	1.2281	140	1.0770	0.3292	1.0770	1.0378
No log	1.2456	142	1.0201	0.3830	1.0201	1.0100
No log	1.2632	144	1.0124	0.3686	1.0124	1.0062
No log	1.2807	146	1.0136	0.3686	1.0136	1.0068
No log	1.2982	148	1.0161	0.4255	1.0161	1.0080
No log	1.3158	150	0.9988	0.4255	0.9988	0.9994
No log	1.3333	152	0.9391	0.5297	0.9391	0.9691
No log	1.3509	154	0.9103	0.5297	0.9103	0.9541
No log	1.3684	156	0.8639	0.4515	0.8639	0.9295
No log	1.3860	158	0.8260	0.4538	0.8260	0.9089
No log	1.4035	160	0.8010	0.4538	0.8010	0.8950
No log	1.4211	162	0.7423	0.5099	0.7423	0.8616
No log	1.4386	164	0.7607	0.5482	0.7607	0.8722
No log	1.4561	166	0.8105	0.5295	0.8105	0.9003
No log	1.4737	168	0.7486	0.5288	0.7486	0.8652
No log	1.4912	170	0.6502	0.5283	0.6502	0.8064
No log	1.5088	172	0.7086	0.6286	0.7086	0.8418
No log	1.5263	174	0.7607	0.5921	0.7607	0.8722
No log	1.5439	176	0.6888	0.6286	0.6888	0.8299
No log	1.5614	178	0.6286	0.5825	0.6286	0.7929
No log	1.5789	180	0.6658	0.5281	0.6658	0.8160
No log	1.5965	182	0.6751	0.5482	0.6751	0.8216
No log	1.6140	184	0.6496	0.5845	0.6496	0.8060
No log	1.6316	186	0.6206	0.5825	0.6206	0.7878
No log	1.6491	188	0.6147	0.5825	0.6147	0.7841
No log	1.6667	190	0.6480	0.5648	0.6480	0.8050
No log	1.6842	192	0.6852	0.5299	0.6852	0.8277
No log	1.7018	194	0.6984	0.5299	0.6984	0.8357
No log	1.7193	196	0.7027	0.5299	0.7027	0.8383
No log	1.7368	198	0.7563	0.5470	0.7563	0.8697
No log	1.7544	200	0.8720	0.5287	0.8720	0.9338
No log	1.7719	202	0.9224	0.4419	0.9224	0.9604
No log	1.7895	204	0.8524	0.5287	0.8524	0.9233
No log	1.8070	206	0.7943	0.5287	0.7943	0.8913
No log	1.8246	208	0.7539	0.5470	0.7539	0.8683
No log	1.8421	210	0.7374	0.5291	0.7374	0.8587
No log	1.8596	212	0.7570	0.5497	0.7570	0.8701
No log	1.8772	214	0.7689	0.5288	0.7689	0.8769
No log	1.8947	216	0.7714	0.5497	0.7714	0.8783
No log	1.9123	218	0.7514	0.5283	0.7514	0.8669
No log	1.9298	220	0.7325	0.5462	0.7325	0.8558
No log	1.9474	222	0.7610	0.4922	0.7610	0.8723
No log	1.9649	224	0.8216	0.4922	0.8216	0.9064
No log	1.9825	226	0.8137	0.4515	0.8137	0.9021
No log	2.0	228	0.7467	0.5098	0.7467	0.8641
No log	2.0175	230	0.7305	0.5297	0.7305	0.8547
No log	2.0351	232	0.8838	0.5304	0.8838	0.9401
No log	2.0526	234	0.9836	0.3920	0.9836	0.9918
No log	2.0702	236	0.9937	0.4070	0.9937	0.9968
No log	2.0877	238	1.0851	0.3673	1.0851	1.0417
No log	2.1053	240	1.3402	0.3340	1.3402	1.1577
No log	2.1228	242	1.1753	0.3731	1.1753	1.0841
No log	2.1404	244	0.8944	0.4324	0.8944	0.9457
No log	2.1579	246	0.7617	0.5470	0.7617	0.8728
No log	2.1754	248	0.7513	0.5470	0.7513	0.8668
No log	2.1930	250	0.7350	0.5108	0.7350	0.8573
No log	2.2105	252	0.7223	0.5299	0.7223	0.8499
No log	2.2281	254	0.7303	0.4324	0.7303	0.8546
No log	2.2456	256	0.8918	0.4433	0.8918	0.9444
No log	2.2632	258	0.9062	0.4867	0.9062	0.9520
No log	2.2807	260	0.9994	0.5322	0.9994	0.9997
No log	2.2982	262	1.0305	0.6290	1.0305	1.0152
No log	2.3158	264	0.9683	0.6290	0.9683	0.9840
No log	2.3333	266	0.9861	0.6290	0.9861	0.9930
No log	2.3509	268	0.9246	0.5322	0.9246	0.9616
No log	2.3684	270	0.8564	0.5322	0.8564	0.9254
No log	2.3860	272	0.9139	0.5322	0.9139	0.9560
No log	2.4035	274	0.8805	0.5322	0.8805	0.9384
No log	2.4211	276	0.8263	0.4830	0.8263	0.9090
No log	2.4386	278	0.7708	0.5514	0.7708	0.8779
No log	2.4561	280	0.7583	0.5306	0.7583	0.8708
No log	2.4737	282	0.8287	0.4525	0.8287	0.9103
No log	2.4912	284	0.8976	0.4365	0.8976	0.9474
No log	2.5088	286	0.9062	0.4755	0.9062	0.9520
No log	2.5263	288	0.8601	0.4525	0.8601	0.9274
No log	2.5439	290	0.8368	0.4525	0.8368	0.9148
No log	2.5614	292	0.8368	0.5107	0.8368	0.9148
No log	2.5789	294	0.8254	0.5107	0.8254	0.9085
No log	2.5965	296	0.8172	0.5484	0.8172	0.9040
No log	2.6140	298	0.8157	0.5293	0.8157	0.9032
No log	2.6316	300	0.8380	0.5287	0.8380	0.9154
No log	2.6491	302	0.8600	0.5287	0.8600	0.9274
No log	2.6667	304	0.8180	0.5287	0.8180	0.9044
No log	2.6842	306	0.7886	0.5621	0.7886	0.8880
No log	2.7018	308	0.8103	0.5455	0.8103	0.9001
No log	2.7193	310	0.7642	0.5455	0.7642	0.8742
No log	2.7368	312	0.7155	0.5793	0.7155	0.8458
No log	2.7544	314	0.7141	0.5972	0.7141	0.8451
No log	2.7719	316	0.7101	0.5793	0.7101	0.8427
No log	2.7895	318	0.7277	0.5468	0.7277	0.8531
No log	2.8070	320	0.7929	0.5281	0.7929	0.8904
No log	2.8246	322	0.8353	0.5288	0.8353	0.9139
No log	2.8421	324	0.8330	0.5288	0.8330	0.9127
No log	2.8596	326	0.8553	0.5288	0.8553	0.9248
No log	2.8772	328	0.8519	0.5288	0.8519	0.9230
No log	2.8947	330	0.8501	0.5288	0.8501	0.9220
No log	2.9123	332	0.8354	0.5288	0.8354	0.9140
No log	2.9298	334	0.7911	0.5288	0.7911	0.8894
No log	2.9474	336	0.7676	0.5468	0.7676	0.8762
No log	2.9649	338	0.7711	0.5972	0.7711	0.8781
No log	2.9825	340	0.8164	0.5450	0.8164	0.9035
No log	3.0	342	0.8819	0.5629	0.8819	0.9391
No log	3.0175	344	0.8706	0.5450	0.8706	0.9331
No log	3.0351	346	0.8214	0.5450	0.8214	0.9063
No log	3.0526	348	0.7677	0.5793	0.7677	0.8762
No log	3.0702	350	0.7447	0.5468	0.7447	0.8630
No log	3.0877	352	0.7765	0.5281	0.7765	0.8812
No log	3.1053	354	0.7738	0.5281	0.7738	0.8796
No log	3.1228	356	0.7424	0.5633	0.7424	0.8616
No log	3.1404	358	0.7169	0.5793	0.7169	0.8467
No log	3.1579	360	0.7017	0.5972	0.7017	0.8377
No log	3.1754	362	0.6896	0.5972	0.6896	0.8304
No log	3.1930	364	0.6843	0.615	0.6843	0.8272
No log	3.2105	366	0.6922	0.6452	0.6922	0.8320
No log	3.2281	368	0.6891	0.6452	0.6891	0.8301
No log	3.2456	370	0.6812	0.6729	0.6812	0.8254
No log	3.2632	372	0.6579	0.6102	0.6579	0.8111
No log	3.2807	374	0.6598	0.6102	0.6598	0.8123
No log	3.2982	376	0.6775	0.6729	0.6775	0.8231
No log	3.3158	378	0.6707	0.6563	0.6707	0.8190
No log	3.3333	380	0.6700	0.5793	0.6700	0.8185
No log	3.3509	382	0.7437	0.5965	0.7437	0.8624
No log	3.3684	384	0.8147	0.5965	0.8147	0.9026
No log	3.3860	386	0.8274	0.5965	0.8274	0.9096
No log	3.4035	388	0.7898	0.5965	0.7898	0.8887
No log	3.4211	390	0.7431	0.5965	0.7431	0.8621
No log	3.4386	392	0.7117	0.5965	0.7117	0.8436
No log	3.4561	394	0.7122	0.5965	0.7122	0.8439
No log	3.4737	396	0.7163	0.5965	0.7163	0.8463
No log	3.4912	398	0.7372	0.5275	0.7372	0.8586
No log	3.5088	400	0.7910	0.5288	0.7910	0.8894
No log	3.5263	402	0.8259	0.5666	0.8259	0.9088
No log	3.5439	404	0.8083	0.5666	0.8083	0.8991
No log	3.5614	406	0.7873	0.5666	0.7873	0.8873
No log	3.5789	408	0.8435	0.6254	0.8435	0.9184
No log	3.5965	410	0.8992	0.6441	0.8992	0.9483
No log	3.6140	412	0.8968	0.5286	0.8968	0.9470
No log	3.6316	414	0.8552	0.5288	0.8552	0.9248
No log	3.6491	416	0.8270	0.5288	0.8270	0.9094
No log	3.6667	418	0.8477	0.5706	0.8477	0.9207
No log	3.6842	420	0.8879	0.5523	0.8879	0.9423
No log	3.7018	422	0.9076	0.5314	0.9076	0.9527
No log	3.7193	424	0.9009	0.5314	0.9009	0.9492
No log	3.7368	426	0.9210	0.4525	0.9210	0.9597
No log	3.7544	428	0.9429	0.4525	0.9429	0.9711
No log	3.7719	430	0.9888	0.3418	0.9888	0.9944
No log	3.7895	432	1.0532	0.2364	1.0532	1.0263
No log	3.8070	434	1.0889	0.2239	1.0889	1.0435
No log	3.8246	436	1.1324	0.2364	1.1324	1.0641
No log	3.8421	438	1.1674	0.2364	1.1674	1.0805
No log	3.8596	440	1.1631	0.2364	1.1631	1.0785
No log	3.8772	442	1.0958	0.2478	1.0958	1.0468
No log	3.8947	444	1.0172	0.3614	1.0172	1.0085
No log	3.9123	446	0.9494	0.3614	0.9494	0.9744
No log	3.9298	448	0.8858	0.3796	0.8858	0.9412
No log	3.9474	450	0.8014	0.5283	0.8014	0.8952
No log	3.9649	452	0.7526	0.5811	0.7526	0.8675
No log	3.9825	454	0.7441	0.5625	0.7441	0.8626
No log	4.0	456	0.7319	0.5625	0.7319	0.8555
No log	4.0175	458	0.7191	0.6303	0.7191	0.8480
No log	4.0351	460	0.6813	0.6131	0.6813	0.8254
No log	4.0526	462	0.6731	0.5633	0.6731	0.8204
No log	4.0702	464	0.6981	0.5476	0.6981	0.8355
No log	4.0877	466	0.7211	0.5476	0.7211	0.8492
No log	4.1053	468	0.6964	0.5818	0.6964	0.8345
No log	4.1228	470	0.6895	0.5633	0.6895	0.8304
No log	4.1404	472	0.7144	0.5645	0.7144	0.8452
No log	4.1579	474	0.7164	0.5459	0.7164	0.8464
No log	4.1754	476	0.7085	0.5845	0.7085	0.8417
No log	4.1930	478	0.7062	0.5845	0.7062	0.8403
No log	4.2105	480	0.7098	0.5845	0.7098	0.8425
No log	4.2281	482	0.7121	0.5818	0.7121	0.8438
No log	4.2456	484	0.7170	0.5476	0.7170	0.8468
No log	4.2632	486	0.7306	0.5291	0.7306	0.8547
No log	4.2807	488	0.7192	0.5476	0.7192	0.8481
No log	4.2982	490	0.7082	0.5818	0.7082	0.8416
No log	4.3158	492	0.7125	0.5633	0.7125	0.8441
No log	4.3333	494	0.7067	0.5633	0.7067	0.8407
No log	4.3509	496	0.7085	0.5633	0.7085	0.8417
No log	4.3684	498	0.7369	0.5625	0.7369	0.8584
0.7907	4.3860	500	0.7607	0.6303	0.7607	0.8722
0.7907	4.4035	502	0.7985	0.6303	0.7985	0.8936
0.7907	4.4211	504	0.7773	0.5625	0.7773	0.8816
0.7907	4.4386	506	0.7715	0.5625	0.7715	0.8783
0.7907	4.4561	508	0.7788	0.5645	0.7788	0.8825
0.7907	4.4737	510	0.7623	0.5459	0.7623	0.8731
0.7907	4.4912	512	0.7422	0.5653	0.7422	0.8615
0.7907	4.5088	514	0.7405	0.5653	0.7405	0.8605
0.7907	4.5263	516	0.7343	0.5653	0.7343	0.8569
0.7907	4.5439	518	0.7019	0.5476	0.7019	0.8378
0.7907	4.5614	520	0.6913	0.5476	0.6913	0.8314
0.7907	4.5789	522	0.7110	0.5825	0.7110	0.8432
0.7907	4.5965	524	0.7136	0.5825	0.7136	0.8447
0.7907	4.6140	526	0.7004	0.5825	0.7004	0.8369
0.7907	4.6316	528	0.6954	0.5633	0.6954	0.8339
0.7907	4.6491	530	0.7378	0.5645	0.7378	0.8590
0.7907	4.6667	532	0.8164	0.6396	0.8164	0.9035
0.7907	4.6842	534	0.8571	0.5851	0.8571	0.9258
0.7907	4.7018	536	0.8298	0.6447	0.8298	0.9109
0.7907	4.7193	538	0.7677	0.5666	0.7677	0.8762
0.7907	4.7368	540	0.7022	0.5645	0.7022	0.8380
0.7907	4.7544	542	0.6581	0.5825	0.6581	0.8112
0.7907	4.7719	544	0.7073	0.615	0.7073	0.8410
0.7907	4.7895	546	0.7669	0.5287	0.7669	0.8757
0.7907	4.8070	548	0.7897	0.5287	0.7897	0.8887
0.7907	4.8246	550	0.7999	0.5287	0.7999	0.8944
0.7907	4.8421	552	0.8247	0.5287	0.8247	0.9081
0.7907	4.8596	554	0.8400	0.5287	0.8400	0.9165
0.7907	4.8772	556	0.8094	0.5287	0.8094	0.8997
0.7907	4.8947	558	0.7750	0.5978	0.7750	0.8803
0.7907	4.9123	560	0.7643	0.5476	0.7643	0.8742
0.7907	4.9298	562	0.7667	0.5490	0.7667	0.8756
0.7907	4.9474	564	0.7712	0.5706	0.7712	0.8782
0.7907	4.9649	566	0.7762	0.5706	0.7762	0.8810
0.7907	4.9825	568	0.7629	0.5497	0.7629	0.8735
0.7907	5.0	570	0.7507	0.5497	0.7507	0.8664
0.7907	5.0175	572	0.7319	0.5497	0.7319	0.8555
0.7907	5.0351	574	0.7121	0.5288	0.7121	0.8438
0.7907	5.0526	576	0.6962	0.5281	0.6962	0.8344
0.7907	5.0702	578	0.6834	0.5482	0.6834	0.8267
0.7907	5.0877	580	0.6712	0.5645	0.6712	0.8192
0.7907	5.1053	582	0.6661	0.5645	0.6661	0.8161
0.7907	5.1228	584	0.6804	0.5666	0.6804	0.8249
0.7907	5.1404	586	0.6875	0.5689	0.6875	0.8291
0.7907	5.1579	588	0.6835	0.6447	0.6835	0.8267
0.7907	5.1754	590	0.6628	0.5666	0.6628	0.8141
0.7907	5.1930	592	0.6441	0.5811	0.6441	0.8025
0.7907	5.2105	594	0.6485	0.6137	0.6485	0.8053
0.7907	5.2281	596	0.6636	0.5462	0.6636	0.8146
0.7907	5.2456	598	0.6622	0.5640	0.6622	0.8138
0.7907	5.2632	600	0.6491	0.6137	0.6491	0.8057
0.7907	5.2807	602	0.6419	0.6137	0.6419	0.8012
0.7907	5.2982	604	0.6419	0.6137	0.6419	0.8012
0.7907	5.3158	606	0.6441	0.6441	0.6441	0.8025
0.7907	5.3333	608	0.6486	0.6441	0.6486	0.8054
0.7907	5.3509	610	0.6728	0.5972	0.6728	0.8203
0.7907	5.3684	612	0.6855	0.5640	0.6855	0.8280
0.7907	5.3860	614	0.6921	0.5640	0.6921	0.8319
0.7907	5.4035	616	0.6910	0.5825	0.6910	0.8313
0.7907	5.4211	618	0.6861	0.5825	0.6861	0.8283
0.7907	5.4386	620	0.6765	0.5640	0.6765	0.8225
0.7907	5.4561	622	0.6709	0.5965	0.6709	0.8191
0.7907	5.4737	624	0.6667	0.5625	0.6667	0.8165
0.7907	5.4912	626	0.6645	0.5625	0.6645	0.8152
0.7907	5.5088	628	0.6632	0.5958	0.6632	0.8144
0.7907	5.5263	630	0.6681	0.5625	0.6681	0.8174
0.7907	5.5439	632	0.6814	0.6303	0.6814	0.8255
0.7907	5.5614	634	0.6884	0.6303	0.6884	0.8297
0.7907	5.5789	636	0.6902	0.5645	0.6902	0.8308
0.7907	5.5965	638	0.6939	0.5645	0.6939	0.8330
0.7907	5.6140	640	0.6951	0.5645	0.6951	0.8337
0.7907	5.6316	642	0.7037	0.5281	0.7037	0.8389
0.7907	5.6491	644	0.7122	0.5281	0.7122	0.8439
0.7907	5.6667	646	0.7153	0.5281	0.7153	0.8458
0.7907	5.6842	648	0.7209	0.5281	0.7209	0.8491
0.7907	5.7018	650	0.7243	0.5281	0.7243	0.8510
0.7907	5.7193	652	0.7318	0.5468	0.7318	0.8555
0.7907	5.7368	654	0.7428	0.5283	0.7428	0.8618
0.7907	5.7544	656	0.7551	0.5099	0.7551	0.8690
0.7907	5.7719	658	0.7744	0.5291	0.7744	0.8800
0.7907	5.7895	660	0.7548	0.5291	0.7548	0.8688
0.7907	5.8070	662	0.7123	0.5099	0.7123	0.8440
0.7907	5.8246	664	0.6605	0.5283	0.6605	0.8127
0.7907	5.8421	666	0.6196	0.5468	0.6196	0.7872
0.7907	5.8596	668	0.5944	0.6774	0.5944	0.7710
0.7907	5.8772	670	0.5777	0.7047	0.5777	0.7601
0.7907	5.8947	672	0.5678	0.7615	0.5678	0.7535
0.7907	5.9123	674	0.5652	0.7455	0.5652	0.7518
0.7907	5.9298	676	0.5596	0.7615	0.5596	0.7481
0.7907	5.9474	678	0.5562	0.7458	0.5562	0.7458
0.7907	5.9649	680	0.5608	0.6724	0.5608	0.7488
0.7907	5.9825	682	0.5601	0.7458	0.5601	0.7484
0.7907	6.0	684	0.5634	0.7455	0.5634	0.7506
0.7907	6.0175	686	0.5699	0.7455	0.5699	0.7549
0.7907	6.0351	688	0.5965	0.7455	0.5965	0.7723
0.7907	6.0526	690	0.6385	0.6937	0.6385	0.7990
0.7907	6.0702	692	0.6352	0.6937	0.6352	0.7970
0.7907	6.0877	694	0.6243	0.6937	0.6243	0.7901
0.7907	6.1053	696	0.6048	0.6937	0.6048	0.7777
0.7907	6.1228	698	0.5950	0.6303	0.5950	0.7714
0.7907	6.1404	700	0.6028	0.5468	0.6028	0.7764
0.7907	6.1579	702	0.6196	0.5640	0.6196	0.7871
0.7907	6.1754	704	0.6241	0.5283	0.6241	0.7900
0.7907	6.1930	706	0.6248	0.5283	0.6248	0.7905
0.7907	6.2105	708	0.6228	0.5290	0.6228	0.7892
0.7907	6.2281	710	0.6198	0.5482	0.6198	0.7873
0.7907	6.2456	712	0.6176	0.5482	0.6176	0.7859
0.7907	6.2632	714	0.6167	0.5482	0.6167	0.7853
0.7907	6.2807	716	0.6212	0.5490	0.6212	0.7882
0.7907	6.2982	718	0.6350	0.5476	0.6350	0.7969
0.7907	6.3158	720	0.6370	0.5476	0.6370	0.7981
0.7907	6.3333	722	0.6341	0.5490	0.6341	0.7963
0.7907	6.3509	724	0.6347	0.5497	0.6347	0.7967
0.7907	6.3684	726	0.6404	0.5497	0.6404	0.8003
0.7907	6.3860	728	0.6516	0.5497	0.6516	0.8072
0.7907	6.4035	730	0.6608	0.5867	0.6608	0.8129
0.7907	6.4211	732	0.6633	0.5497	0.6633	0.8144
0.7907	6.4386	734	0.6724	0.5497	0.6724	0.8200
0.7907	6.4561	736	0.6808	0.5497	0.6808	0.8251
0.7907	6.4737	738	0.6858	0.5706	0.6858	0.8281
0.7907	6.4912	740	0.6771	0.5706	0.6771	0.8229
0.7907	6.5088	742	0.6711	0.5514	0.6711	0.8192
0.7907	6.5263	744	0.6740	0.5898	0.6740	0.8210
0.7907	6.5439	746	0.6715	0.5898	0.6715	0.8194
0.7907	6.5614	748	0.6667	0.5514	0.6667	0.8165
0.7907	6.5789	750	0.6626	0.5706	0.6626	0.8140
0.7907	6.5965	752	0.6520	0.5706	0.6520	0.8074
0.7907	6.6140	754	0.6397	0.5706	0.6397	0.7998
0.7907	6.6316	756	0.6352	0.5476	0.6352	0.7970
0.7907	6.6491	758	0.6416	0.5476	0.6416	0.8010
0.7907	6.6667	760	0.6404	0.5476	0.6404	0.8003
0.7907	6.6842	762	0.6292	0.5825	0.6292	0.7932
0.7907	6.7018	764	0.6173	0.5825	0.6173	0.7857
0.7907	6.7193	766	0.6153	0.5811	0.6153	0.7844
0.7907	6.7368	768	0.6164	0.5811	0.6164	0.7851
0.7907	6.7544	770	0.6197	0.5811	0.6197	0.7872
0.7907	6.7719	772	0.6248	0.5633	0.6248	0.7904
0.7907	6.7895	774	0.6336	0.5476	0.6336	0.7960
0.7907	6.8070	776	0.6355	0.5476	0.6355	0.7972
0.7907	6.8246	778	0.6362	0.5283	0.6362	0.7976
0.7907	6.8421	780	0.6440	0.5482	0.6440	0.8025
0.7907	6.8596	782	0.6542	0.5867	0.6542	0.8088
0.7907	6.8772	784	0.6698	0.5689	0.6698	0.8184
0.7907	6.8947	786	0.6924	0.5689	0.6924	0.8321
0.7907	6.9123	788	0.7044	0.6503	0.7044	0.8393
0.7907	6.9298	790	0.6948	0.5689	0.6948	0.8335
0.7907	6.9474	792	0.6772	0.5514	0.6772	0.8229
0.7907	6.9649	794	0.6675	0.5482	0.6675	0.8170
0.7907	6.9825	796	0.6669	0.5283	0.6669	0.8167
0.7907	7.0	798	0.6776	0.5099	0.6776	0.8232
0.7907	7.0175	800	0.6977	0.5648	0.6977	0.8353
0.7907	7.0351	802	0.7114	0.5648	0.7114	0.8435
0.7907	7.0526	804	0.7215	0.5978	0.7215	0.8494
0.7907	7.0702	806	0.7173	0.5648	0.7173	0.8469
0.7907	7.0877	808	0.7017	0.5648	0.7017	0.8377
0.7907	7.1053	810	0.6857	0.5476	0.6857	0.8281
0.7907	7.1228	812	0.6751	0.5290	0.6751	0.8216
0.7907	7.1404	814	0.6690	0.5497	0.6690	0.8179
0.7907	7.1579	816	0.6698	0.5867	0.6698	0.8184
0.7907	7.1754	818	0.6643	0.5497	0.6643	0.8151
0.7907	7.1930	820	0.6609	0.5497	0.6609	0.8129
0.7907	7.2105	822	0.6575	0.5497	0.6575	0.8108
0.7907	7.2281	824	0.6555	0.5290	0.6555	0.8096
0.7907	7.2456	826	0.6571	0.5660	0.6571	0.8106
0.7907	7.2632	828	0.6613	0.5660	0.6613	0.8132
0.7907	7.2807	830	0.6535	0.5845	0.6535	0.8084
0.7907	7.2982	832	0.6462	0.5845	0.6462	0.8039
0.7907	7.3158	834	0.6402	0.5653	0.6402	0.8001
0.7907	7.3333	836	0.6426	0.5645	0.6426	0.8016
0.7907	7.3509	838	0.6592	0.5645	0.6592	0.8119
0.7907	7.3684	840	0.6738	0.5666	0.6738	0.8209
0.7907	7.3860	842	0.6903	0.5666	0.6903	0.8309
0.7907	7.4035	844	0.6955	0.5666	0.6955	0.8339
0.7907	7.4211	846	0.6846	0.5666	0.6846	0.8274
0.7907	7.4386	848	0.6734	0.5645	0.6734	0.8206
0.7907	7.4561	850	0.6670	0.5645	0.6670	0.8167
0.7907	7.4737	852	0.6618	0.5281	0.6618	0.8135
0.7907	7.4912	854	0.6589	0.5653	0.6589	0.8117
0.7907	7.5088	856	0.6574	0.5653	0.6574	0.8108
0.7907	7.5263	858	0.6580	0.5633	0.6580	0.8112
0.7907	7.5439	860	0.6607	0.5633	0.6607	0.8128
0.7907	7.5614	862	0.6645	0.5633	0.6645	0.8152
0.7907	7.5789	864	0.6685	0.5281	0.6685	0.8176
0.7907	7.5965	866	0.6743	0.5281	0.6743	0.8212
0.7907	7.6140	868	0.6800	0.5281	0.6800	0.8246
0.7907	7.6316	870	0.6839	0.5281	0.6839	0.8270
0.7907	7.6491	872	0.6899	0.5281	0.6899	0.8306
0.7907	7.6667	874	0.6949	0.5288	0.6949	0.8336
0.7907	7.6842	876	0.7048	0.5295	0.7048	0.8395
0.7907	7.7018	878	0.7149	0.5295	0.7149	0.8455
0.7907	7.7193	880	0.7162	0.5295	0.7162	0.8463
0.7907	7.7368	882	0.7099	0.5295	0.7099	0.8426
0.7907	7.7544	884	0.6986	0.5295	0.6986	0.8358
0.7907	7.7719	886	0.6918	0.5514	0.6918	0.8317
0.7907	7.7895	888	0.6814	0.5497	0.6814	0.8255
0.7907	7.8070	890	0.6727	0.5482	0.6727	0.8202
0.7907	7.8246	892	0.6699	0.5640	0.6699	0.8185
0.7907	7.8421	894	0.6727	0.5825	0.6727	0.8202
0.7907	7.8596	896	0.6769	0.5648	0.6769	0.8227
0.7907	7.8772	898	0.6697	0.5972	0.6697	0.8183
0.7907	7.8947	900	0.6523	0.5972	0.6523	0.8077
0.7907	7.9123	902	0.6338	0.5640	0.6338	0.7961
0.7907	7.9298	904	0.6223	0.5818	0.6223	0.7889
0.7907	7.9474	906	0.6164	0.5818	0.6164	0.7851
0.7907	7.9649	908	0.6181	0.5653	0.6181	0.7862
0.7907	7.9825	910	0.6172	0.5653	0.6172	0.7856
0.7907	8.0	912	0.6146	0.5653	0.6146	0.7839
0.7907	8.0175	914	0.6134	0.5653	0.6134	0.7832
0.7907	8.0351	916	0.6143	0.5845	0.6143	0.7838
0.7907	8.0526	918	0.6148	0.5845	0.6148	0.7841
0.7907	8.0702	920	0.6145	0.6144	0.6145	0.7839
0.7907	8.0877	922	0.6105	0.6144	0.6105	0.7813
0.7907	8.1053	924	0.6062	0.6144	0.6062	0.7786
0.7907	8.1228	926	0.6050	0.5990	0.6050	0.7778
0.7907	8.1404	928	0.6056	0.5990	0.6056	0.7782
0.7907	8.1579	930	0.6065	0.5990	0.6065	0.7788
0.7907	8.1754	932	0.6059	0.5990	0.6059	0.7784
0.7907	8.1930	934	0.6080	0.5990	0.6080	0.7798
0.7907	8.2105	936	0.6061	0.5990	0.6061	0.7785
0.7907	8.2281	938	0.6070	0.5990	0.6070	0.7791
0.7907	8.2456	940	0.6066	0.5990	0.6066	0.7789
0.7907	8.2632	942	0.6092	0.5990	0.6092	0.7805
0.7907	8.2807	944	0.6130	0.6655	0.6130	0.7829
0.7907	8.2982	946	0.6172	0.6655	0.6172	0.7856
0.7907	8.3158	948	0.6238	0.6655	0.6238	0.7898
0.7907	8.3333	950	0.6296	0.6655	0.6296	0.7935
0.7907	8.3509	952	0.6365	0.6655	0.6365	0.7978
0.7907	8.3684	954	0.6445	0.6655	0.6445	0.8028
0.7907	8.3860	956	0.6489	0.6348	0.6489	0.8055
0.7907	8.4035	958	0.6497	0.6348	0.6497	0.8060
0.7907	8.4211	960	0.6480	0.6348	0.6480	0.8050
0.7907	8.4386	962	0.6438	0.5990	0.6438	0.8024
0.7907	8.4561	964	0.6392	0.5990	0.6392	0.7995
0.7907	8.4737	966	0.6322	0.5653	0.6322	0.7951
0.7907	8.4912	968	0.6244	0.5653	0.6244	0.7902
0.7907	8.5088	970	0.6200	0.5845	0.6200	0.7874
0.7907	8.5263	972	0.6165	0.6182	0.6165	0.7852
0.7907	8.5439	974	0.6161	0.6003	0.6161	0.7849
0.7907	8.5614	976	0.6174	0.5972	0.6174	0.7857
0.7907	8.5789	978	0.6177	0.5972	0.6177	0.7859
0.7907	8.5965	980	0.6176	0.5972	0.6176	0.7858
0.7907	8.6140	982	0.6185	0.5972	0.6185	0.7865
0.7907	8.6316	984	0.6214	0.5972	0.6214	0.7883
0.7907	8.6491	986	0.6221	0.5972	0.6221	0.7887
0.7907	8.6667	988	0.6232	0.5972	0.6232	0.7894
0.7907	8.6842	990	0.6226	0.6182	0.6226	0.7891
0.7907	8.7018	992	0.6195	0.6182	0.6195	0.7871
0.7907	8.7193	994	0.6195	0.5845	0.6195	0.7871
0.7907	8.7368	996	0.6213	0.5845	0.6213	0.7882
0.7907	8.7544	998	0.6238	0.5482	0.6238	0.7898
0.4084	8.7719	1000	0.6278	0.5482	0.6278	0.7923
0.4084	8.7895	1002	0.6310	0.5281	0.6310	0.7944
0.4084	8.8070	1004	0.6332	0.5281	0.6332	0.7958
0.4084	8.8246	1006	0.6336	0.5281	0.6336	0.7960
0.4084	8.8421	1008	0.6346	0.5281	0.6346	0.7966
0.4084	8.8596	1010	0.6346	0.5281	0.6346	0.7966
0.4084	8.8772	1012	0.6328	0.5482	0.6328	0.7955
0.4084	8.8947	1014	0.6294	0.5482	0.6294	0.7933
0.4084	8.9123	1016	0.6271	0.5845	0.6271	0.7919
0.4084	8.9298	1018	0.6265	0.5845	0.6265	0.7915
0.4084	8.9474	1020	0.6260	0.5845	0.6260	0.7912
0.4084	8.9649	1022	0.6250	0.5845	0.6250	0.7906
0.4084	8.9825	1024	0.6232	0.5845	0.6232	0.7894
0.4084	9.0	1026	0.6215	0.5845	0.6215	0.7883
0.4084	9.0175	1028	0.6206	0.5653	0.6206	0.7878
0.4084	9.0351	1030	0.6197	0.5653	0.6197	0.7872
0.4084	9.0526	1032	0.6183	0.5653	0.6183	0.7863
0.4084	9.0702	1034	0.6165	0.5990	0.6165	0.7852
0.4084	9.0877	1036	0.6146	0.5990	0.6146	0.7840
0.4084	9.1053	1038	0.6127	0.5990	0.6127	0.7828
0.4084	9.1228	1040	0.6111	0.5990	0.6111	0.7817
0.4084	9.1404	1042	0.6101	0.6310	0.6101	0.7811
0.4084	9.1579	1044	0.6089	0.5997	0.6089	0.7803
0.4084	9.1754	1046	0.6081	0.5997	0.6081	0.7798
0.4084	9.1930	1048	0.6069	0.6144	0.6069	0.7791
0.4084	9.2105	1050	0.6051	0.5997	0.6051	0.7779
0.4084	9.2281	1052	0.6039	0.5997	0.6039	0.7771
0.4084	9.2456	1054	0.6027	0.5997	0.6027	0.7763
0.4084	9.2632	1056	0.6026	0.5997	0.6026	0.7763
0.4084	9.2807	1058	0.6025	0.5997	0.6025	0.7762
0.4084	9.2982	1060	0.6015	0.6310	0.6015	0.7756
0.4084	9.3158	1062	0.6002	0.6310	0.6002	0.7747
0.4084	9.3333	1064	0.5986	0.6310	0.5986	0.7737
0.4084	9.3509	1066	0.5980	0.6310	0.5980	0.7733
0.4084	9.3684	1068	0.5985	0.5990	0.5985	0.7736
0.4084	9.3860	1070	0.6006	0.6655	0.6006	0.7750
0.4084	9.4035	1072	0.6024	0.7277	0.6024	0.7761
0.4084	9.4211	1074	0.6032	0.7277	0.6032	0.7767
0.4084	9.4386	1076	0.6038	0.7277	0.6038	0.7771
0.4084	9.4561	1078	0.6045	0.7277	0.6045	0.7775
0.4084	9.4737	1080	0.6065	0.7277	0.6065	0.7788
0.4084	9.4912	1082	0.6077	0.7277	0.6077	0.7795
0.4084	9.5088	1084	0.6090	0.7003	0.6090	0.7804
0.4084	9.5263	1086	0.6098	0.7003	0.6098	0.7809
0.4084	9.5439	1088	0.6089	0.7003	0.6089	0.7803
0.4084	9.5614	1090	0.6078	0.7003	0.6078	0.7796
0.4084	9.5789	1092	0.6080	0.7003	0.6080	0.7798
0.4084	9.5965	1094	0.6081	0.7003	0.6081	0.7798
0.4084	9.6140	1096	0.6072	0.7277	0.6072	0.7792
0.4084	9.6316	1098	0.6062	0.7277	0.6062	0.7786
0.4084	9.6491	1100	0.6046	0.6655	0.6046	0.7776
0.4084	9.6667	1102	0.6038	0.5990	0.6038	0.7770
0.4084	9.6842	1104	0.6035	0.5990	0.6035	0.7769
0.4084	9.7018	1106	0.6036	0.5990	0.6036	0.7769
0.4084	9.7193	1108	0.6032	0.5990	0.6032	0.7766
0.4084	9.7368	1110	0.6027	0.5990	0.6027	0.7763
0.4084	9.7544	1112	0.6027	0.5990	0.6027	0.7763
0.4084	9.7719	1114	0.6028	0.5990	0.6028	0.7764
0.4084	9.7895	1116	0.6028	0.5990	0.6028	0.7764
0.4084	9.8070	1118	0.6031	0.5990	0.6031	0.7766
0.4084	9.8246	1120	0.6033	0.5990	0.6033	0.7767
0.4084	9.8421	1122	0.6035	0.5990	0.6035	0.7768
0.4084	9.8596	1124	0.6039	0.5990	0.6039	0.7771
0.4084	9.8772	1126	0.6044	0.5990	0.6044	0.7774
0.4084	9.8947	1128	0.6047	0.5990	0.6047	0.7776
0.4084	9.9123	1130	0.6049	0.5990	0.6049	0.7778
0.4084	9.9298	1132	0.6049	0.5990	0.6049	0.7777
0.4084	9.9474	1134	0.6049	0.5990	0.6049	0.7778
0.4084	9.9649	1136	0.6050	0.5990	0.6050	0.7778
0.4084	9.9825	1138	0.6050	0.5990	0.6050	0.7778
0.4084	10.0	1140	0.6050	0.5990	0.6050	0.7778

Framework versions

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