ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run3_AugV5_k18_task7_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: 0.6835
• Qwk: 0.3523
• Mse: 0.6835
• Rmse: 0.8268

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: 100

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0222	2	2.5620	-0.0262	2.5620	1.6006
No log	0.0444	4	1.3456	0.0985	1.3456	1.1600
No log	0.0667	6	1.3074	-0.1871	1.3074	1.1434
No log	0.0889	8	1.2138	-0.1091	1.2138	1.1017
No log	0.1111	10	1.1868	-0.0559	1.1868	1.0894
No log	0.1333	12	1.2426	0.0196	1.2426	1.1147
No log	0.1556	14	1.3047	-0.2259	1.3047	1.1422
No log	0.1778	16	1.1954	-0.0531	1.1954	1.0934
No log	0.2	18	1.0823	0.0524	1.0823	1.0403
No log	0.2222	20	1.0631	0.0179	1.0631	1.0311
No log	0.2444	22	1.1114	-0.0568	1.1114	1.0542
No log	0.2667	24	1.1967	-0.0424	1.1967	1.0939
No log	0.2889	26	1.0983	-0.0266	1.0983	1.0480
No log	0.3111	28	0.9785	0.0448	0.9785	0.9892
No log	0.3333	30	0.9966	0.1065	0.9966	0.9983
No log	0.3556	32	1.0431	0.1028	1.0431	1.0213
No log	0.3778	34	1.0403	-0.0241	1.0403	1.0200
No log	0.4	36	1.0965	0.0199	1.0965	1.0471
No log	0.4222	38	1.1939	-0.0600	1.1939	1.0927
No log	0.4444	40	1.1415	-0.0449	1.1415	1.0684
No log	0.4667	42	1.1970	0.0274	1.1970	1.0941
No log	0.4889	44	1.3288	-0.0175	1.3288	1.1527
No log	0.5111	46	1.1512	-0.0282	1.1512	1.0730
No log	0.5333	48	1.0309	-0.0093	1.0309	1.0153
No log	0.5556	50	0.9806	0.0455	0.9806	0.9903
No log	0.5778	52	1.0126	-0.0093	1.0126	1.0063
No log	0.6	54	1.1531	0.0078	1.1531	1.0738
No log	0.6222	56	1.1308	0.0390	1.1308	1.0634
No log	0.6444	58	1.0344	0.0305	1.0344	1.0171
No log	0.6667	60	0.9438	0.1273	0.9438	0.9715
No log	0.6889	62	0.9396	0.1605	0.9396	0.9693
No log	0.7111	64	0.9787	0.0947	0.9787	0.9893
No log	0.7333	66	0.9993	0.1535	0.9993	0.9997
No log	0.7556	68	0.8514	0.1762	0.8514	0.9227
No log	0.7778	70	0.8049	0.2480	0.8049	0.8972
No log	0.8	72	0.8131	0.1935	0.8131	0.9017
No log	0.8222	74	0.8571	0.0364	0.8571	0.9258
No log	0.8444	76	0.9810	0.1494	0.9810	0.9905
No log	0.8667	78	1.1342	0.0881	1.1342	1.0650
No log	0.8889	80	0.9852	0.0722	0.9852	0.9926
No log	0.9111	82	1.0016	0.1801	1.0016	1.0008
No log	0.9333	84	1.0748	0.2399	1.0748	1.0367
No log	0.9556	86	1.0272	0.2518	1.0272	1.0135
No log	0.9778	88	0.9574	0.1498	0.9574	0.9784
No log	1.0	90	1.2685	0.0119	1.2685	1.1263
No log	1.0222	92	1.4730	0.0239	1.4730	1.2137
No log	1.0444	94	1.1904	0.1514	1.1904	1.0910
No log	1.0667	96	0.8701	0.0362	0.8701	0.9328
No log	1.0889	98	0.8383	0.2950	0.8383	0.9156
No log	1.1111	100	1.0414	0.2437	1.0414	1.0205
No log	1.1333	102	1.0465	0.2537	1.0465	1.0230
No log	1.1556	104	0.8435	0.2722	0.8435	0.9184
No log	1.1778	106	0.8578	0.1906	0.8578	0.9262
No log	1.2	108	1.0488	0.1238	1.0488	1.0241
No log	1.2222	110	1.1003	0.1228	1.1003	1.0490
No log	1.2444	112	0.9520	0.1909	0.9520	0.9757
No log	1.2667	114	0.8007	0.2317	0.8007	0.8948
No log	1.2889	116	0.7919	0.1723	0.7919	0.8899
No log	1.3111	118	0.7992	0.2113	0.7992	0.8940
No log	1.3333	120	0.8229	0.2105	0.8229	0.9072
No log	1.3556	122	0.8569	0.3042	0.8569	0.9257
No log	1.3778	124	0.8921	0.2652	0.8921	0.9445
No log	1.4	126	0.9152	0.2597	0.9152	0.9567
No log	1.4222	128	0.9531	0.2010	0.9531	0.9763
No log	1.4444	130	1.0629	0.1445	1.0629	1.0310
No log	1.4667	132	1.2467	0.0691	1.2467	1.1165
No log	1.4889	134	1.2620	0.0691	1.2620	1.1234
No log	1.5111	136	1.1123	0.0925	1.1123	1.0546
No log	1.5333	138	0.8528	0.1463	0.8528	0.9235
No log	1.5556	140	0.8109	0.2932	0.8109	0.9005
No log	1.5778	142	0.8309	0.2871	0.8309	0.9115
No log	1.6	144	0.7975	0.2720	0.7975	0.8930
No log	1.6222	146	0.7788	0.1697	0.7788	0.8825
No log	1.6444	148	0.8107	0.3316	0.8107	0.9004
No log	1.6667	150	0.7805	0.3716	0.7805	0.8834
No log	1.6889	152	0.7670	0.2084	0.7670	0.8758
No log	1.7111	154	0.7722	0.2132	0.7722	0.8788
No log	1.7333	156	0.7532	0.2132	0.7532	0.8679
No log	1.7556	158	0.7382	0.2988	0.7382	0.8592
No log	1.7778	160	0.7372	0.2847	0.7372	0.8586
No log	1.8	162	0.6978	0.2379	0.6978	0.8353
No log	1.8222	164	0.6917	0.2608	0.6917	0.8317
No log	1.8444	166	0.6950	0.1884	0.6950	0.8337
No log	1.8667	168	0.7495	0.2847	0.7495	0.8657
No log	1.8889	170	0.7881	0.1995	0.7881	0.8877
No log	1.9111	172	0.7546	0.3224	0.7546	0.8687
No log	1.9333	174	0.7900	0.3399	0.7900	0.8888
No log	1.9556	176	0.9804	0.3137	0.9804	0.9901
No log	1.9778	178	1.0789	0.2208	1.0789	1.0387
No log	2.0	180	0.9539	0.3105	0.9539	0.9767
No log	2.0222	182	0.7729	0.3982	0.7729	0.8791
No log	2.0444	184	0.7935	0.3458	0.7935	0.8908
No log	2.0667	186	0.8452	0.2781	0.8452	0.9194
No log	2.0889	188	0.7929	0.3088	0.7929	0.8905
No log	2.1111	190	0.7603	0.2847	0.7603	0.8719
No log	2.1333	192	0.8271	0.3342	0.8271	0.9094
No log	2.1556	194	0.8955	0.2895	0.8955	0.9463
No log	2.1778	196	0.8501	0.3167	0.8501	0.9220
No log	2.2	198	0.8067	0.3096	0.8067	0.8982
No log	2.2222	200	0.8228	0.2749	0.8228	0.9071
No log	2.2444	202	0.8011	0.3136	0.8011	0.8951
No log	2.2667	204	0.7754	0.4058	0.7754	0.8806
No log	2.2889	206	0.7616	0.3457	0.7616	0.8727
No log	2.3111	208	0.7330	0.2884	0.7330	0.8562
No log	2.3333	210	0.7295	0.3498	0.7295	0.8541
No log	2.3556	212	0.7177	0.2475	0.7177	0.8472
No log	2.3778	214	0.7089	0.3536	0.7089	0.8420
No log	2.4	216	0.7331	0.3831	0.7331	0.8562
No log	2.4222	218	0.7176	0.3042	0.7176	0.8471
No log	2.4444	220	0.7800	0.2866	0.7800	0.8832
No log	2.4667	222	0.9505	0.3346	0.9505	0.9749
No log	2.4889	224	0.9325	0.2420	0.9325	0.9656
No log	2.5111	226	0.7994	0.2605	0.7994	0.8941
No log	2.5333	228	0.8314	0.2932	0.8314	0.9118
No log	2.5556	230	0.8363	0.2652	0.8363	0.9145
No log	2.5778	232	0.8229	0.2342	0.8229	0.9072
No log	2.6	234	0.9303	0.2490	0.9303	0.9645
No log	2.6222	236	0.9175	0.2539	0.9175	0.9579
No log	2.6444	238	0.8340	0.2605	0.8340	0.9132
No log	2.6667	240	0.7921	0.3213	0.7921	0.8900
No log	2.6889	242	0.7804	0.3554	0.7804	0.8834
No log	2.7111	244	0.8067	0.3548	0.8067	0.8982
No log	2.7333	246	0.9043	0.3228	0.9043	0.9510
No log	2.7556	248	0.8852	0.3228	0.8852	0.9408
No log	2.7778	250	0.7695	0.3549	0.7695	0.8772
No log	2.8	252	0.7384	0.3086	0.7384	0.8593
No log	2.8222	254	0.7392	0.2295	0.7392	0.8598
No log	2.8444	256	0.7674	0.2623	0.7674	0.8760
No log	2.8667	258	0.7783	0.3691	0.7783	0.8822
No log	2.8889	260	0.8070	0.4094	0.8070	0.8983
No log	2.9111	262	0.8160	0.3335	0.8160	0.9033
No log	2.9333	264	0.8401	0.3489	0.8401	0.9166
No log	2.9556	266	0.8937	0.3292	0.8937	0.9454
No log	2.9778	268	0.9027	0.3299	0.9027	0.9501
No log	3.0	270	0.8827	0.1785	0.8827	0.9395
No log	3.0222	272	0.8890	0.3222	0.8890	0.9429
No log	3.0444	274	0.9374	0.3307	0.9374	0.9682
No log	3.0667	276	0.9271	0.2467	0.9271	0.9629
No log	3.0889	278	0.7966	0.3209	0.7966	0.8925
No log	3.1111	280	0.7564	0.2078	0.7564	0.8697
No log	3.1333	282	0.7490	0.1479	0.7490	0.8655
No log	3.1556	284	0.7221	0.3011	0.7221	0.8498
No log	3.1778	286	0.7304	0.3478	0.7304	0.8546
No log	3.2	288	0.7357	0.3478	0.7357	0.8577
No log	3.2222	290	0.7306	0.2748	0.7306	0.8548
No log	3.2444	292	0.7615	0.1803	0.7615	0.8727
No log	3.2667	294	0.8293	0.2679	0.8293	0.9106
No log	3.2889	296	0.8279	0.2680	0.8279	0.9099
No log	3.3111	298	0.8146	0.2634	0.8146	0.9026
No log	3.3333	300	0.8569	0.3447	0.8569	0.9257
No log	3.3556	302	0.8515	0.3377	0.8515	0.9228
No log	3.3778	304	0.8215	0.2511	0.8215	0.9064
No log	3.4	306	0.8559	0.3118	0.8559	0.9251
No log	3.4222	308	0.8347	0.3118	0.8347	0.9136
No log	3.4444	310	0.7777	0.2966	0.7777	0.8819
No log	3.4667	312	0.7810	0.3260	0.7810	0.8838
No log	3.4889	314	0.7999	0.3525	0.7999	0.8944
No log	3.5111	316	0.7743	0.3689	0.7743	0.8799
No log	3.5333	318	0.7542	0.2213	0.7542	0.8684
No log	3.5556	320	0.7526	0.2213	0.7526	0.8675
No log	3.5778	322	0.7674	0.3408	0.7674	0.8760
No log	3.6	324	0.7887	0.3408	0.7887	0.8881
No log	3.6222	326	0.7615	0.2872	0.7615	0.8727
No log	3.6444	328	0.7534	0.3160	0.7534	0.8680
No log	3.6667	330	0.7546	0.3160	0.7546	0.8687
No log	3.6889	332	0.7538	0.3460	0.7538	0.8682
No log	3.7111	334	0.7470	0.3308	0.7470	0.8643
No log	3.7333	336	0.7499	0.2901	0.7499	0.8660
No log	3.7556	338	0.7747	0.3260	0.7747	0.8801
No log	3.7778	340	0.8775	0.3059	0.8775	0.9367
No log	3.8	342	0.9224	0.2900	0.9224	0.9604
No log	3.8222	344	0.8651	0.2801	0.8651	0.9301
No log	3.8444	346	0.7998	0.2718	0.7998	0.8943
No log	3.8667	348	0.7725	0.3086	0.7725	0.8789
No log	3.8889	350	0.8048	0.2355	0.8048	0.8971
No log	3.9111	352	0.7860	0.2951	0.7860	0.8865
No log	3.9333	354	0.7591	0.3601	0.7591	0.8713
No log	3.9556	356	0.7766	0.2342	0.7766	0.8812
No log	3.9778	358	0.7656	0.2606	0.7656	0.8750
No log	4.0	360	0.7178	0.3034	0.7178	0.8472
No log	4.0222	362	0.7043	0.3078	0.7043	0.8392
No log	4.0444	364	0.6719	0.2973	0.6719	0.8197
No log	4.0667	366	0.6581	0.3398	0.6581	0.8112
No log	4.0889	368	0.6602	0.3398	0.6602	0.8125
No log	4.1111	370	0.6616	0.3398	0.6616	0.8134
No log	4.1333	372	0.6762	0.3813	0.6762	0.8223
No log	4.1556	374	0.6851	0.4438	0.6851	0.8277
No log	4.1778	376	0.7051	0.4581	0.7051	0.8397
No log	4.2	378	0.7284	0.4526	0.7284	0.8535
No log	4.2222	380	0.7330	0.3923	0.7330	0.8561
No log	4.2444	382	0.7831	0.3629	0.7831	0.8849
No log	4.2667	384	0.7497	0.3702	0.7497	0.8659
No log	4.2889	386	0.7382	0.3702	0.7382	0.8592
No log	4.3111	388	0.7196	0.3923	0.7196	0.8483
No log	4.3333	390	0.7230	0.3682	0.7230	0.8503
No log	4.3556	392	0.7253	0.3448	0.7253	0.8516
No log	4.3778	394	0.7713	0.2605	0.7713	0.8782
No log	4.4	396	0.7804	0.2576	0.7804	0.8834
No log	4.4222	398	0.7417	0.3023	0.7417	0.8612
No log	4.4444	400	0.7222	0.2981	0.7222	0.8498
No log	4.4667	402	0.7029	0.3252	0.7029	0.8384
No log	4.4889	404	0.7488	0.3316	0.7488	0.8653
No log	4.5111	406	0.8391	0.3082	0.8391	0.9160
No log	4.5333	408	0.8220	0.3593	0.8220	0.9066
No log	4.5556	410	0.8119	0.3593	0.8119	0.9010
No log	4.5778	412	0.7393	0.4079	0.7393	0.8598
No log	4.6	414	0.7359	0.4079	0.7359	0.8579
No log	4.6222	416	0.7309	0.3884	0.7309	0.8549
No log	4.6444	418	0.7842	0.3095	0.7842	0.8855
No log	4.6667	420	0.7793	0.3095	0.7793	0.8828
No log	4.6889	422	0.7298	0.3574	0.7298	0.8543
No log	4.7111	424	0.7254	0.2951	0.7254	0.8517
No log	4.7333	426	0.7262	0.3014	0.7262	0.8522
No log	4.7556	428	0.7198	0.2532	0.7198	0.8484
No log	4.7778	430	0.7286	0.2843	0.7286	0.8536
No log	4.8	432	0.7180	0.3022	0.7180	0.8473
No log	4.8222	434	0.7340	0.2085	0.7340	0.8568
No log	4.8444	436	0.7207	0.2652	0.7207	0.8490
No log	4.8667	438	0.7153	0.2929	0.7153	0.8457
No log	4.8889	440	0.7201	0.2884	0.7201	0.8486
No log	4.9111	442	0.7484	0.3457	0.7484	0.8651
No log	4.9333	444	0.7247	0.2853	0.7247	0.8513
No log	4.9556	446	0.6846	0.4036	0.6846	0.8274
No log	4.9778	448	0.7035	0.4270	0.7035	0.8387
No log	5.0	450	0.7001	0.4158	0.7001	0.8367
No log	5.0222	452	0.6636	0.2890	0.6636	0.8146
No log	5.0444	454	0.6772	0.2509	0.6772	0.8229
No log	5.0667	456	0.7032	0.2299	0.7032	0.8386
No log	5.0889	458	0.7198	0.2249	0.7198	0.8484
No log	5.1111	460	0.6996	0.3096	0.6996	0.8364
No log	5.1333	462	0.7673	0.4007	0.7673	0.8760
No log	5.1556	464	0.8780	0.4104	0.8780	0.9370
No log	5.1778	466	0.8366	0.3776	0.8366	0.9147
No log	5.2	468	0.7250	0.3382	0.7250	0.8514
No log	5.2222	470	0.7107	0.2642	0.7107	0.8430
No log	5.2444	472	0.7386	0.1548	0.7386	0.8594
No log	5.2667	474	0.7305	0.1548	0.7305	0.8547
No log	5.2889	476	0.7181	0.2451	0.7181	0.8474
No log	5.3111	478	0.7211	0.3239	0.7211	0.8492
No log	5.3333	480	0.7292	0.3689	0.7292	0.8539
No log	5.3556	482	0.7345	0.3051	0.7345	0.8570
No log	5.3778	484	0.7756	0.2964	0.7756	0.8807
No log	5.4	486	0.7786	0.3202	0.7786	0.8824
No log	5.4222	488	0.7421	0.2826	0.7421	0.8615
No log	5.4444	490	0.7211	0.3335	0.7211	0.8492
No log	5.4667	492	0.7426	0.3937	0.7426	0.8617
No log	5.4889	494	0.7983	0.3640	0.7983	0.8935
No log	5.5111	496	0.7821	0.3640	0.7821	0.8843
No log	5.5333	498	0.7235	0.3551	0.7235	0.8506
0.3529	5.5556	500	0.7161	0.2451	0.7161	0.8462
0.3529	5.5778	502	0.7060	0.3239	0.7060	0.8402
0.3529	5.6	504	0.7121	0.4091	0.7121	0.8439
0.3529	5.6222	506	0.7032	0.3485	0.7032	0.8386
0.3529	5.6444	508	0.7522	0.2874	0.7522	0.8673
0.3529	5.6667	510	0.7488	0.3239	0.7488	0.8653
0.3529	5.6889	512	0.6954	0.4516	0.6954	0.8339
0.3529	5.7111	514	0.6925	0.4091	0.6925	0.8321
0.3529	5.7333	516	0.6784	0.3970	0.6784	0.8236
0.3529	5.7556	518	0.6783	0.4448	0.6783	0.8236
0.3529	5.7778	520	0.6792	0.4448	0.6792	0.8241
0.3529	5.8	522	0.6747	0.3781	0.6747	0.8214
0.3529	5.8222	524	0.7030	0.3788	0.7030	0.8384
0.3529	5.8444	526	0.7523	0.3633	0.7523	0.8674
0.3529	5.8667	528	0.7532	0.3936	0.7532	0.8679
0.3529	5.8889	530	0.7185	0.4067	0.7185	0.8476
0.3529	5.9111	532	0.6896	0.3835	0.6896	0.8304
0.3529	5.9333	534	0.6943	0.3806	0.6943	0.8332
0.3529	5.9556	536	0.6799	0.3661	0.6799	0.8246
0.3529	5.9778	538	0.6649	0.3336	0.6649	0.8154
0.3529	6.0	540	0.6608	0.3253	0.6608	0.8129
0.3529	6.0222	542	0.6661	0.3919	0.6661	0.8161
0.3529	6.0444	544	0.6965	0.4414	0.6965	0.8346
0.3529	6.0667	546	0.6983	0.4414	0.6983	0.8357
0.3529	6.0889	548	0.6789	0.4414	0.6789	0.8240
0.3529	6.1111	550	0.6781	0.3788	0.6781	0.8235
0.3529	6.1333	552	0.6914	0.4044	0.6914	0.8315
0.3529	6.1556	554	0.6876	0.3253	0.6876	0.8292
0.3529	6.1778	556	0.7002	0.3200	0.7002	0.8368
0.3529	6.2	558	0.7015	0.3200	0.7015	0.8376
0.3529	6.2222	560	0.7010	0.3081	0.7010	0.8372
0.3529	6.2444	562	0.7136	0.3524	0.7136	0.8447
0.3529	6.2667	564	0.7236	0.3788	0.7236	0.8507
0.3529	6.2889	566	0.7049	0.3813	0.7049	0.8396
0.3529	6.3111	568	0.7025	0.3400	0.7025	0.8382
0.3529	6.3333	570	0.7082	0.3051	0.7082	0.8416
0.3529	6.3556	572	0.7305	0.3671	0.7305	0.8547
0.3529	6.3778	574	0.7134	0.3790	0.7134	0.8447
0.3529	6.4	576	0.7012	0.3836	0.7012	0.8374
0.3529	6.4222	578	0.7293	0.4576	0.7293	0.8540
0.3529	6.4444	580	0.7646	0.3754	0.7646	0.8744
0.3529	6.4667	582	0.7542	0.4605	0.7542	0.8685
0.3529	6.4889	584	0.7465	0.3141	0.7465	0.8640
0.3529	6.5111	586	0.7579	0.3372	0.7579	0.8706
0.3529	6.5333	588	0.8010	0.3936	0.8010	0.8950
0.3529	6.5556	590	0.8325	0.3440	0.8325	0.9124
0.3529	6.5778	592	0.7939	0.3817	0.7939	0.8910
0.3529	6.6	594	0.7474	0.3640	0.7474	0.8646
0.3529	6.6222	596	0.7485	0.3640	0.7485	0.8652
0.3529	6.6444	598	0.7425	0.3640	0.7425	0.8617
0.3529	6.6667	600	0.8020	0.4218	0.8020	0.8956
0.3529	6.6889	602	0.9605	0.3368	0.9605	0.9801
0.3529	6.7111	604	0.9653	0.3486	0.9653	0.9825
0.3529	6.7333	606	0.8258	0.3866	0.8258	0.9087
0.3529	6.7556	608	0.7513	0.3793	0.7513	0.8668
0.3529	6.7778	610	0.7607	0.4504	0.7607	0.8722
0.3529	6.8	612	0.7706	0.4065	0.7706	0.8779
0.3529	6.8222	614	0.7453	0.4260	0.7453	0.8633
0.3529	6.8444	616	0.7418	0.4007	0.7418	0.8613
0.3529	6.8667	618	0.7291	0.3891	0.7291	0.8539
0.3529	6.8889	620	0.7039	0.3224	0.7039	0.8390
0.3529	6.9111	622	0.6983	0.2783	0.6983	0.8356
0.3529	6.9333	624	0.6882	0.2783	0.6882	0.8296
0.3529	6.9556	626	0.6884	0.3183	0.6884	0.8297
0.3529	6.9778	628	0.6970	0.3524	0.6970	0.8349
0.3529	7.0	630	0.7256	0.3891	0.7256	0.8518
0.3529	7.0222	632	0.7416	0.3891	0.7416	0.8612
0.3529	7.0444	634	0.7262	0.3366	0.7262	0.8522
0.3529	7.0667	636	0.7338	0.3407	0.7338	0.8566
0.3529	7.0889	638	0.7436	0.3022	0.7436	0.8623
0.3529	7.1111	640	0.7531	0.2622	0.7531	0.8678
0.3529	7.1333	642	0.7654	0.3689	0.7654	0.8749
0.3529	7.1556	644	0.7928	0.3549	0.7928	0.8904
0.3529	7.1778	646	0.7872	0.3594	0.7872	0.8872
0.3529	7.2	648	0.7536	0.3460	0.7536	0.8681
0.3529	7.2222	650	0.7799	0.1762	0.7799	0.8831
0.3529	7.2444	652	0.8013	0.1206	0.8013	0.8951
0.3529	7.2667	654	0.7811	0.1548	0.7811	0.8838
0.3529	7.2889	656	0.7450	0.3211	0.7450	0.8631
0.3529	7.3111	658	0.7779	0.3640	0.7779	0.8820
0.3529	7.3333	660	0.8162	0.4112	0.8162	0.9034
0.3529	7.3556	662	0.7890	0.3569	0.7890	0.8882
0.3529	7.3778	664	0.7549	0.2872	0.7549	0.8689
0.3529	7.4	666	0.7516	0.2279	0.7516	0.8670
0.3529	7.4222	668	0.7419	0.2684	0.7419	0.8614
0.3529	7.4444	670	0.7448	0.3914	0.7448	0.8630
0.3529	7.4667	672	0.7579	0.4007	0.7579	0.8706
0.3529	7.4889	674	0.7215	0.4081	0.7215	0.8494
0.3529	7.5111	676	0.6875	0.2867	0.6875	0.8292
0.3529	7.5333	678	0.6887	0.3988	0.6887	0.8299
0.3529	7.5556	680	0.6672	0.3964	0.6672	0.8168
0.3529	7.5778	682	0.6435	0.4434	0.6435	0.8022
0.3529	7.6	684	0.6763	0.4260	0.6763	0.8224
0.3529	7.6222	686	0.7427	0.4303	0.7427	0.8618
0.3529	7.6444	688	0.7812	0.4171	0.7812	0.8839
0.3529	7.6667	690	0.7054	0.4303	0.7054	0.8399
0.3529	7.6889	692	0.6233	0.4336	0.6233	0.7895
0.3529	7.7111	694	0.6096	0.4234	0.6096	0.7808
0.3529	7.7333	696	0.6158	0.4336	0.6158	0.7847
0.3529	7.7556	698	0.6583	0.3936	0.6583	0.8113
0.3529	7.7778	700	0.6754	0.3866	0.6754	0.8218
0.3529	7.8	702	0.6630	0.4260	0.6630	0.8143
0.3529	7.8222	704	0.6355	0.4717	0.6355	0.7972
0.3529	7.8444	706	0.6463	0.4820	0.6463	0.8039
0.3529	7.8667	708	0.6449	0.4820	0.6449	0.8030
0.3529	7.8889	710	0.6523	0.4201	0.6523	0.8076
0.3529	7.9111	712	0.6735	0.3891	0.6735	0.8207
0.3529	7.9333	714	0.6510	0.4229	0.6510	0.8068
0.3529	7.9556	716	0.6470	0.4547	0.6470	0.8044
0.3529	7.9778	718	0.7040	0.2796	0.7040	0.8391
0.3529	8.0	720	0.7660	0.2853	0.7660	0.8752
0.3529	8.0222	722	0.7425	0.2555	0.7425	0.8617
0.3529	8.0444	724	0.6800	0.3780	0.6800	0.8246
0.3529	8.0667	726	0.6698	0.4591	0.6698	0.8184
0.3529	8.0889	728	0.6819	0.4576	0.6819	0.8258
0.3529	8.1111	730	0.6815	0.4660	0.6815	0.8255
0.3529	8.1333	732	0.6618	0.4569	0.6618	0.8135
0.3529	8.1556	734	0.6838	0.3373	0.6838	0.8269
0.3529	8.1778	736	0.7196	0.3681	0.7196	0.8483
0.3529	8.2	738	0.7628	0.2498	0.7628	0.8734
0.3529	8.2222	740	0.7211	0.3470	0.7211	0.8492
0.3529	8.2444	742	0.6675	0.3754	0.6675	0.8170
0.3529	8.2667	744	0.6592	0.4001	0.6592	0.8119
0.3529	8.2889	746	0.6467	0.4267	0.6467	0.8042
0.3529	8.3111	748	0.6347	0.2923	0.6347	0.7967
0.3529	8.3333	750	0.6484	0.3029	0.6484	0.8052
0.3529	8.3556	752	0.6451	0.3029	0.6451	0.8032
0.3529	8.3778	754	0.6236	0.3523	0.6236	0.7897
0.3529	8.4	756	0.6281	0.4795	0.6281	0.7925
0.3529	8.4222	758	0.6347	0.3523	0.6347	0.7967
0.3529	8.4444	760	0.6481	0.2996	0.6481	0.8050
0.3529	8.4667	762	0.6515	0.2675	0.6515	0.8072
0.3529	8.4889	764	0.6317	0.3947	0.6317	0.7948
0.3529	8.5111	766	0.6241	0.4402	0.6241	0.7900
0.3529	8.5333	768	0.6236	0.4639	0.6236	0.7897
0.3529	8.5556	770	0.6577	0.4007	0.6577	0.8110
0.3529	8.5778	772	0.6463	0.4292	0.6463	0.8040
0.3529	8.6	774	0.6028	0.4547	0.6028	0.7764
0.3529	8.6222	776	0.5755	0.5248	0.5755	0.7586
0.3529	8.6444	778	0.5722	0.5362	0.5722	0.7565
0.3529	8.6667	780	0.5917	0.5034	0.5917	0.7692
0.3529	8.6889	782	0.6027	0.4562	0.6027	0.7763
0.3529	8.7111	784	0.5676	0.5593	0.5676	0.7534
0.3529	8.7333	786	0.5523	0.6241	0.5523	0.7432
0.3529	8.7556	788	0.5932	0.4655	0.5932	0.7702
0.3529	8.7778	790	0.6699	0.3113	0.6699	0.8185
0.3529	8.8	792	0.6692	0.3113	0.6692	0.8180
0.3529	8.8222	794	0.6258	0.3542	0.6258	0.7911
0.3529	8.8444	796	0.6102	0.4538	0.6102	0.7811
0.3529	8.8667	798	0.6237	0.4273	0.6237	0.7897
0.3529	8.8889	800	0.6430	0.4273	0.6430	0.8019
0.3529	8.9111	802	0.6735	0.3331	0.6735	0.8207
0.3529	8.9333	804	0.6906	0.2862	0.6906	0.8310
0.3529	8.9556	806	0.7096	0.2236	0.7096	0.8424
0.3529	8.9778	808	0.6915	0.3806	0.6915	0.8316
0.3529	9.0	810	0.6709	0.3426	0.6709	0.8191
0.3529	9.0222	812	0.6627	0.3754	0.6627	0.8141
0.3529	9.0444	814	0.6727	0.3502	0.6727	0.8202
0.3529	9.0667	816	0.6751	0.1942	0.6751	0.8216
0.3529	9.0889	818	0.6912	0.1580	0.6912	0.8314
0.3529	9.1111	820	0.6949	0.2317	0.6949	0.8336
0.3529	9.1333	822	0.6936	0.3426	0.6936	0.8328
0.3529	9.1556	824	0.7084	0.4314	0.7084	0.8417
0.3529	9.1778	826	0.7188	0.3187	0.7188	0.8478
0.3529	9.2	828	0.7188	0.3042	0.7188	0.8478
0.3529	9.2222	830	0.7149	0.4575	0.7149	0.8455
0.3529	9.2444	832	0.7125	0.4575	0.7125	0.8441
0.3529	9.2667	834	0.7098	0.4801	0.7098	0.8425
0.3529	9.2889	836	0.7149	0.4051	0.7149	0.8455
0.3529	9.3111	838	0.7271	0.3966	0.7271	0.8527
0.3529	9.3333	840	0.7301	0.3688	0.7301	0.8545
0.3529	9.3556	842	0.7561	0.3368	0.7561	0.8695
0.3529	9.3778	844	0.8182	0.3034	0.8182	0.9045
0.3529	9.4	846	0.7810	0.3095	0.7810	0.8837
0.3529	9.4222	848	0.7092	0.3763	0.7092	0.8422
0.3529	9.4444	850	0.6629	0.4354	0.6629	0.8142
0.3529	9.4667	852	0.6507	0.4111	0.6507	0.8066
0.3529	9.4889	854	0.6442	0.4681	0.6442	0.8026
0.3529	9.5111	856	0.6310	0.5003	0.6310	0.7943
0.3529	9.5333	858	0.6296	0.4493	0.6296	0.7935
0.3529	9.5556	860	0.6297	0.4493	0.6297	0.7936
0.3529	9.5778	862	0.6600	0.4872	0.6600	0.8124
0.3529	9.6	864	0.7207	0.4144	0.7207	0.8490
0.3529	9.6222	866	0.7790	0.4369	0.7790	0.8826
0.3529	9.6444	868	0.7304	0.4077	0.7304	0.8546
0.3529	9.6667	870	0.6409	0.3966	0.6409	0.8006
0.3529	9.6889	872	0.6229	0.3966	0.6229	0.7892
0.3529	9.7111	874	0.6266	0.4199	0.6266	0.7916
0.3529	9.7333	876	0.6396	0.4515	0.6396	0.7997
0.3529	9.7556	878	0.6467	0.4515	0.6467	0.8042
0.3529	9.7778	880	0.6542	0.3523	0.6542	0.8088
0.3529	9.8	882	0.6831	0.3966	0.6831	0.8265
0.3529	9.8222	884	0.7256	0.3817	0.7256	0.8518
0.3529	9.8444	886	0.7128	0.4157	0.7128	0.8443
0.3529	9.8667	888	0.6762	0.4268	0.6762	0.8223
0.3529	9.8889	890	0.6829	0.4274	0.6829	0.8263
0.3529	9.9111	892	0.7229	0.4058	0.7229	0.8502
0.3529	9.9333	894	0.7330	0.4058	0.7330	0.8561
0.3529	9.9556	896	0.6930	0.3879	0.6930	0.8325
0.3529	9.9778	898	0.6596	0.5252	0.6596	0.8122
0.3529	10.0	900	0.6473	0.4743	0.6473	0.8045
0.3529	10.0222	902	0.6343	0.5141	0.6343	0.7964
0.3529	10.0444	904	0.6257	0.5625	0.6257	0.7910
0.3529	10.0667	906	0.6362	0.4329	0.6362	0.7976
0.3529	10.0889	908	0.6476	0.3930	0.6476	0.8047
0.3529	10.1111	910	0.6783	0.3614	0.6783	0.8236
0.3529	10.1333	912	0.6802	0.3614	0.6802	0.8248
0.3529	10.1556	914	0.6344	0.4575	0.6344	0.7965
0.3529	10.1778	916	0.6113	0.5784	0.6113	0.7819
0.3529	10.2	918	0.6524	0.3997	0.6524	0.8077
0.3529	10.2222	920	0.6528	0.3997	0.6528	0.8079
0.3529	10.2444	922	0.6407	0.4260	0.6407	0.8004
0.3529	10.2667	924	0.6243	0.5550	0.6243	0.7902
0.3529	10.2889	926	0.6265	0.5522	0.6265	0.7915
0.3529	10.3111	928	0.6274	0.5640	0.6274	0.7921
0.3529	10.3333	930	0.6340	0.4895	0.6340	0.7962
0.3529	10.3556	932	0.6434	0.4493	0.6434	0.8021
0.3529	10.3778	934	0.6667	0.4065	0.6667	0.8165
0.3529	10.4	936	0.6690	0.4260	0.6690	0.8179
0.3529	10.4222	938	0.6402	0.4157	0.6402	0.8001
0.3529	10.4444	940	0.6453	0.4157	0.6453	0.8033
0.3529	10.4667	942	0.6330	0.4459	0.6330	0.7956
0.3529	10.4889	944	0.6478	0.4182	0.6478	0.8049
0.3529	10.5111	946	0.6685	0.4267	0.6685	0.8176
0.3529	10.5333	948	0.6896	0.3891	0.6896	0.8304
0.3529	10.5556	950	0.7123	0.4408	0.7123	0.8440
0.3529	10.5778	952	0.6948	0.4081	0.6948	0.8335
0.3529	10.6	954	0.6644	0.4547	0.6644	0.8151
0.3529	10.6222	956	0.6636	0.4547	0.6636	0.8146
0.3529	10.6444	958	0.6480	0.4547	0.6480	0.8050
0.3529	10.6667	960	0.6377	0.4983	0.6377	0.7986
0.3529	10.6889	962	0.6360	0.4983	0.6360	0.7975
0.3529	10.7111	964	0.6421	0.4555	0.6421	0.8013
0.3529	10.7333	966	0.6238	0.4157	0.6238	0.7898
0.3529	10.7556	968	0.6104	0.4065	0.6104	0.7813
0.3529	10.7778	970	0.5919	0.5846	0.5919	0.7693
0.3529	10.8	972	0.6376	0.5854	0.6376	0.7985
0.3529	10.8222	974	0.6517	0.5383	0.6517	0.8073
0.3529	10.8444	976	0.6266	0.5580	0.6266	0.7916
0.3529	10.8667	978	0.5966	0.6010	0.5966	0.7724
0.3529	10.8889	980	0.6426	0.4592	0.6426	0.8016
0.3529	10.9111	982	0.7221	0.4755	0.7221	0.8498
0.3529	10.9333	984	0.7155	0.4404	0.7155	0.8459
0.3529	10.9556	986	0.6606	0.4190	0.6606	0.8128
0.3529	10.9778	988	0.5944	0.4685	0.5944	0.7710
0.3529	11.0	990	0.5751	0.5248	0.5751	0.7584
0.3529	11.0222	992	0.5732	0.5749	0.5732	0.7571
0.3529	11.0444	994	0.5687	0.5749	0.5687	0.7541
0.3529	11.0667	996	0.5973	0.5141	0.5973	0.7729
0.3529	11.0889	998	0.6672	0.3567	0.6672	0.8169
0.0792	11.1111	1000	0.6825	0.3567	0.6825	0.8261
0.0792	11.1333	1002	0.6548	0.4336	0.6548	0.8092
0.0792	11.1556	1004	0.6334	0.4985	0.6334	0.7959
0.0792	11.1778	1006	0.6449	0.4985	0.6449	0.8031
0.0792	11.2	1008	0.6533	0.5379	0.6533	0.8083
0.0792	11.2222	1010	0.6759	0.4201	0.6759	0.8222
0.0792	11.2444	1012	0.6950	0.4743	0.6950	0.8337
0.0792	11.2667	1014	0.7054	0.3966	0.7054	0.8399
0.0792	11.2889	1016	0.6947	0.3763	0.6947	0.8335
0.0792	11.3111	1018	0.6844	0.4614	0.6844	0.8273
0.0792	11.3333	1020	0.6837	0.3953	0.6837	0.8269
0.0792	11.3556	1022	0.6753	0.3289	0.6753	0.8218
0.0792	11.3778	1024	0.6642	0.3728	0.6642	0.8150
0.0792	11.4	1026	0.6502	0.5022	0.6502	0.8063
0.0792	11.4222	1028	0.6476	0.4904	0.6476	0.8047
0.0792	11.4444	1030	0.6807	0.3342	0.6807	0.8250
0.0792	11.4667	1032	0.7002	0.2765	0.7002	0.8367
0.0792	11.4889	1034	0.6661	0.3994	0.6661	0.8162
0.0792	11.5111	1036	0.6306	0.5626	0.6306	0.7941
0.0792	11.5333	1038	0.6613	0.5164	0.6613	0.8132
0.0792	11.5556	1040	0.6953	0.4441	0.6953	0.8339
0.0792	11.5778	1042	0.6738	0.5050	0.6738	0.8208
0.0792	11.6	1044	0.6542	0.5003	0.6542	0.8088
0.0792	11.6222	1046	0.6528	0.4972	0.6528	0.8080
0.0792	11.6444	1048	0.6613	0.3982	0.6613	0.8132
0.0792	11.6667	1050	0.6643	0.3681	0.6643	0.8150
0.0792	11.6889	1052	0.6520	0.3681	0.6520	0.8074
0.0792	11.7111	1054	0.6419	0.4892	0.6419	0.8012
0.0792	11.7333	1056	0.6392	0.4719	0.6392	0.7995
0.0792	11.7556	1058	0.6383	0.4892	0.6383	0.7990
0.0792	11.7778	1060	0.6437	0.4849	0.6437	0.8023
0.0792	11.8	1062	0.6364	0.4972	0.6364	0.7978
0.0792	11.8222	1064	0.6277	0.4337	0.6277	0.7923
0.0792	11.8444	1066	0.6241	0.3788	0.6241	0.7900
0.0792	11.8667	1068	0.6162	0.4482	0.6162	0.7850
0.0792	11.8889	1070	0.6145	0.4747	0.6145	0.7839
0.0792	11.9111	1072	0.6206	0.4953	0.6206	0.7878
0.0792	11.9333	1074	0.6471	0.4370	0.6471	0.8044
0.0792	11.9556	1076	0.6640	0.3706	0.6640	0.8149
0.0792	11.9778	1078	0.6550	0.4005	0.6550	0.8093
0.0792	12.0	1080	0.6290	0.4555	0.6290	0.7931
0.0792	12.0222	1082	0.6346	0.4455	0.6346	0.7966
0.0792	12.0444	1084	0.6444	0.3656	0.6444	0.8028
0.0792	12.0667	1086	0.6512	0.4186	0.6512	0.8070
0.0792	12.0889	1088	0.6455	0.3841	0.6455	0.8034
0.0792	12.1111	1090	0.6407	0.3572	0.6407	0.8004
0.0792	12.1333	1092	0.6421	0.4086	0.6421	0.8013
0.0792	12.1556	1094	0.6661	0.3530	0.6661	0.8161
0.0792	12.1778	1096	0.6930	0.2299	0.6930	0.8325
0.0792	12.2	1098	0.7027	0.2274	0.7027	0.8383
0.0792	12.2222	1100	0.6967	0.1569	0.6967	0.8347
0.0792	12.2444	1102	0.6835	0.3523	0.6835	0.8268

Framework versions

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