ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k7_task1_organization

This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:

• Loss: 2.1378
• Qwk: 0.2254
• Mse: 2.1378
• Rmse: 1.4621

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	0.0645	2	7.1655	-0.0055	7.1655	2.6768
No log	0.1290	4	4.7294	0.0772	4.7294	2.1747
No log	0.1935	6	3.4897	-0.0312	3.4897	1.8681
No log	0.2581	8	2.7609	0.0839	2.7609	1.6616
No log	0.3226	10	2.4128	0.1364	2.4128	1.5533
No log	0.3871	12	1.8537	0.2203	1.8537	1.3615
No log	0.4516	14	1.8599	0.2414	1.8599	1.3638
No log	0.5161	16	1.7768	0.2857	1.7768	1.3329
No log	0.5806	18	1.7967	0.2456	1.7967	1.3404
No log	0.6452	20	1.7957	0.2456	1.7957	1.3400
No log	0.7097	22	1.9722	0.1890	1.9722	1.4044
No log	0.7742	24	2.2133	0.1702	2.2133	1.4877
No log	0.8387	26	2.0352	0.2482	2.0352	1.4266
No log	0.9032	28	1.7233	0.3130	1.7233	1.3128
No log	0.9677	30	1.6307	0.1682	1.6307	1.2770
No log	1.0323	32	1.5986	0.1698	1.5986	1.2644
No log	1.0968	34	1.6325	0.1698	1.6325	1.2777
No log	1.1613	36	1.8088	0.2479	1.8088	1.3449
No log	1.2258	38	1.9516	0.2080	1.9516	1.3970
No log	1.2903	40	1.8189	0.2419	1.8189	1.3486
No log	1.3548	42	1.6412	0.2807	1.6412	1.2811
No log	1.4194	44	1.5467	0.1682	1.5467	1.2436
No log	1.4839	46	1.5475	0.1698	1.5475	1.2440
No log	1.5484	48	1.6756	0.1698	1.6756	1.2945
No log	1.6129	50	1.6390	0.1869	1.6390	1.2802
No log	1.6774	52	1.5988	0.2037	1.5988	1.2644
No log	1.7419	54	1.6143	0.2018	1.6143	1.2705
No log	1.8065	56	1.6693	0.2456	1.6693	1.2920
No log	1.8710	58	1.7028	0.2182	1.7028	1.3049
No log	1.9355	60	1.9477	0.1308	1.9477	1.3956
No log	2.0	62	2.8097	-0.1818	2.8097	1.6762
No log	2.0645	64	3.3966	-0.3281	3.3966	1.8430
No log	2.1290	66	3.2090	-0.2812	3.2090	1.7914
No log	2.1935	68	2.3580	-0.0183	2.3580	1.5356
No log	2.2581	70	1.5852	0.1887	1.5852	1.2590
No log	2.3226	72	1.3458	0.3826	1.3458	1.1601
No log	2.3871	74	1.3504	0.3590	1.3504	1.1621
No log	2.4516	76	1.3541	0.4068	1.3541	1.1637
No log	2.5161	78	1.3705	0.3621	1.3705	1.1707
No log	2.5806	80	1.5450	0.4444	1.5450	1.2430
No log	2.6452	82	1.7624	0.3276	1.7624	1.3275
No log	2.7097	84	1.7648	0.2857	1.7648	1.3284
No log	2.7742	86	1.6794	0.1495	1.6794	1.2959
No log	2.8387	88	1.5667	0.2593	1.5667	1.2517
No log	2.9032	90	1.5317	0.3091	1.5317	1.2376
No log	2.9677	92	1.6215	0.3276	1.6215	1.2734
No log	3.0323	94	1.6444	0.3967	1.6444	1.2823
No log	3.0968	96	1.5115	0.4160	1.5115	1.2294
No log	3.1613	98	1.3327	0.4715	1.3327	1.1544
No log	3.2258	100	1.3158	0.496	1.3158	1.1471
No log	3.2903	102	1.4420	0.3968	1.4420	1.2008
No log	3.3548	104	1.8269	0.2576	1.8269	1.3516
No log	3.4194	106	2.0490	0.1439	2.0490	1.4314
No log	3.4839	108	2.1560	0.1408	2.1560	1.4683
No log	3.5484	110	1.9932	0.1571	1.9932	1.4118
No log	3.6129	112	1.8023	0.2647	1.8023	1.3425
No log	3.6774	114	1.8557	0.2482	1.8557	1.3622
No log	3.7419	116	1.8764	0.2464	1.8764	1.3698
No log	3.8065	118	1.9790	0.2174	1.9790	1.4068
No log	3.8710	120	2.1660	0.1408	2.1660	1.4717
No log	3.9355	122	2.1357	0.0870	2.1357	1.4614
No log	4.0	124	2.0085	0.2074	2.0085	1.4172
No log	4.0645	126	2.0892	0.1449	2.0892	1.4454
No log	4.1290	128	2.0008	0.1778	2.0008	1.4145
No log	4.1935	130	1.8167	0.2667	1.8167	1.3479
No log	4.2581	132	1.7181	0.2857	1.7181	1.3108
No log	4.3226	134	1.7130	0.2687	1.7130	1.3088
No log	4.3871	136	1.8666	0.2336	1.8666	1.3662
No log	4.4516	138	1.9110	0.1778	1.9110	1.3824
No log	4.5161	140	1.8623	0.2154	1.8623	1.3647
No log	4.5806	142	1.7354	0.2462	1.7354	1.3173
No log	4.6452	144	1.5608	0.3846	1.5608	1.2493
No log	4.7097	146	1.4581	0.4186	1.4581	1.2075
No log	4.7742	148	1.5195	0.3906	1.5195	1.2327
No log	4.8387	150	1.5461	0.3906	1.5461	1.2434
No log	4.9032	152	1.5201	0.3906	1.5201	1.2329
No log	4.9677	154	1.6813	0.2556	1.6813	1.2966
No log	5.0323	156	1.7443	0.2273	1.7443	1.3207
No log	5.0968	158	1.8809	0.2105	1.8809	1.3715
No log	5.1613	160	1.9201	0.1970	1.9201	1.3857
No log	5.2258	162	1.9890	0.1890	1.9890	1.4103
No log	5.2903	164	1.8575	0.2149	1.8575	1.3629
No log	5.3548	166	1.5815	0.2679	1.5815	1.2576
No log	5.4194	168	1.3182	0.3333	1.3182	1.1481
No log	5.4839	170	1.1600	0.4918	1.1600	1.0770
No log	5.5484	172	1.1930	0.4262	1.1930	1.0923
No log	5.6129	174	1.4880	0.3817	1.4880	1.2198
No log	5.6774	176	1.8418	0.2794	1.8418	1.3571
No log	5.7419	178	1.9991	0.1986	1.9991	1.4139
No log	5.8065	180	2.0043	0.1714	2.0043	1.4158
No log	5.8710	182	1.8855	0.2174	1.8855	1.3731
No log	5.9355	184	1.7631	0.2576	1.7631	1.3278
No log	6.0	186	1.7452	0.2576	1.7452	1.3211
No log	6.0645	188	1.7485	0.2748	1.7485	1.3223
No log	6.1290	190	1.6517	0.3077	1.6517	1.2852
No log	6.1935	192	1.5692	0.3101	1.5692	1.2527
No log	6.2581	194	1.4883	0.3040	1.4883	1.2200
No log	6.3226	196	1.4330	0.3040	1.4330	1.1971
No log	6.3871	198	1.5647	0.3256	1.5647	1.2509
No log	6.4516	200	1.8644	0.2406	1.8644	1.3654
No log	6.5161	202	1.9606	0.2290	1.9606	1.4002
No log	6.5806	204	1.8364	0.2481	1.8364	1.3551
No log	6.6452	206	1.7336	0.2321	1.7336	1.3167
No log	6.7097	208	1.7395	0.1333	1.7395	1.3189
No log	6.7742	210	1.6286	0.3009	1.6286	1.2762
No log	6.8387	212	1.4579	0.3697	1.4579	1.2074
No log	6.9032	214	1.5069	0.3871	1.5069	1.2276
No log	6.9677	216	1.5793	0.3053	1.5793	1.2567
No log	7.0323	218	1.6708	0.3235	1.6708	1.2926
No log	7.0968	220	1.5890	0.3235	1.5890	1.2605
No log	7.1613	222	1.5959	0.3259	1.5959	1.2633
No log	7.2258	224	1.6885	0.3188	1.6885	1.2994
No log	7.2903	226	1.9168	0.2714	1.9168	1.3845
No log	7.3548	228	1.9019	0.2878	1.9019	1.3791
No log	7.4194	230	1.5966	0.3556	1.5966	1.2636
No log	7.4839	232	1.3799	0.4580	1.3799	1.1747
No log	7.5484	234	1.4929	0.4091	1.4929	1.2219
No log	7.6129	236	1.7675	0.3188	1.7675	1.3295
No log	7.6774	238	1.8054	0.3022	1.8054	1.3436
No log	7.7419	240	1.8216	0.3333	1.8216	1.3497
No log	7.8065	242	1.7295	0.3385	1.7295	1.3151
No log	7.8710	244	1.5688	0.3607	1.5688	1.2525
No log	7.9355	246	1.5122	0.3740	1.5122	1.2297
No log	8.0	248	1.5514	0.4885	1.5514	1.2456
No log	8.0645	250	1.7284	0.3165	1.7284	1.3147
No log	8.1290	252	1.9855	0.2254	1.9855	1.4091
No log	8.1935	254	2.0435	0.2254	2.0435	1.4295
No log	8.2581	256	2.0743	0.2254	2.0743	1.4402
No log	8.3226	258	2.0257	0.2254	2.0257	1.4233
No log	8.3871	260	1.8646	0.3022	1.8646	1.3655
No log	8.4516	262	1.6873	0.3453	1.6873	1.2990
No log	8.5161	264	1.7144	0.3529	1.7144	1.3094
No log	8.5806	266	1.7909	0.3022	1.7909	1.3382
No log	8.6452	268	1.8302	0.2714	1.8302	1.3529
No log	8.7097	270	1.8287	0.2837	1.8287	1.3523
No log	8.7742	272	1.8989	0.2714	1.8989	1.3780
No log	8.8387	274	1.9826	0.2143	1.9826	1.4080
No log	8.9032	276	2.1167	0.2143	2.1167	1.4549
No log	8.9677	278	2.0872	0.2143	2.0872	1.4447
No log	9.0323	280	1.9171	0.3022	1.9171	1.3846
No log	9.0968	282	1.8556	0.3022	1.8556	1.3622
No log	9.1613	284	1.9517	0.2254	1.9517	1.3970
No log	9.2258	286	2.0996	0.2098	2.0996	1.4490
No log	9.2903	288	2.0601	0.2098	2.0601	1.4353
No log	9.3548	290	1.9197	0.2754	1.9197	1.3855
No log	9.4194	292	1.8451	0.2815	1.8451	1.3583
No log	9.4839	294	1.9282	0.2754	1.9282	1.3886
No log	9.5484	296	2.0209	0.2319	2.0209	1.4216
No log	9.6129	298	2.1620	0.1560	2.1620	1.4704
No log	9.6774	300	2.1200	0.1714	2.1200	1.4560
No log	9.7419	302	1.9144	0.2482	1.9144	1.3836
No log	9.8065	304	1.7195	0.3158	1.7195	1.3113
No log	9.8710	306	1.7692	0.3158	1.7692	1.3301
No log	9.9355	308	1.8018	0.25	1.8018	1.3423
No log	10.0	310	1.8440	0.2754	1.8440	1.3580
No log	10.0645	312	1.9652	0.2754	1.9652	1.4019
No log	10.1290	314	2.0274	0.2590	2.0274	1.4239
No log	10.1935	316	1.9757	0.2319	1.9757	1.4056
No log	10.2581	318	1.7564	0.3235	1.7564	1.3253
No log	10.3226	320	1.4288	0.3333	1.4288	1.1953
No log	10.3871	322	1.3372	0.3740	1.3372	1.1564
No log	10.4516	324	1.3772	0.3333	1.3772	1.1735
No log	10.5161	326	1.5121	0.3200	1.5121	1.2297
No log	10.5806	328	1.6893	0.3101	1.6893	1.2997
No log	10.6452	330	1.8485	0.2424	1.8485	1.3596
No log	10.7097	332	1.9324	0.1778	1.9324	1.3901
No log	10.7742	334	1.8443	0.2222	1.8443	1.3580
No log	10.8387	336	1.6917	0.3308	1.6916	1.3006
No log	10.9032	338	1.5801	0.3485	1.5801	1.2570
No log	10.9677	340	1.6081	0.3077	1.6081	1.2681
No log	11.0323	342	1.6816	0.3582	1.6816	1.2968
No log	11.0968	344	1.7191	0.2985	1.7191	1.3111
No log	11.1613	346	1.7913	0.2963	1.7913	1.3384
No log	11.2258	348	1.8223	0.2774	1.8223	1.3499
No log	11.2903	350	1.8529	0.2754	1.8529	1.3612
No log	11.3548	352	1.7718	0.3212	1.7718	1.3311
No log	11.4194	354	1.7221	0.3504	1.7221	1.3123
No log	11.4839	356	1.6763	0.3504	1.6763	1.2947
No log	11.5484	358	1.6963	0.3478	1.6963	1.3024
No log	11.6129	360	1.7198	0.3358	1.7198	1.3114
No log	11.6774	362	1.8742	0.2647	1.8742	1.3690
No log	11.7419	364	2.1175	0.1739	2.1175	1.4552
No log	11.8065	366	2.1867	0.1439	2.1867	1.4787
No log	11.8710	368	2.0739	0.1898	2.0739	1.4401
No log	11.9355	370	1.9364	0.3088	1.9364	1.3916
No log	12.0	372	1.6972	0.2815	1.6972	1.3028
No log	12.0645	374	1.5073	0.3231	1.5073	1.2277
No log	12.1290	376	1.5365	0.3101	1.5365	1.2395
No log	12.1935	378	1.6952	0.2481	1.6952	1.3020
No log	12.2581	380	1.8995	0.1778	1.8995	1.3782
No log	12.3226	382	2.0634	0.1203	2.0634	1.4365
No log	12.3871	384	2.0655	0.1504	2.0655	1.4372
No log	12.4516	386	2.0276	0.1493	2.0276	1.4240
No log	12.5161	388	1.9375	0.1493	1.9375	1.3919
No log	12.5806	390	1.8713	0.2388	1.8713	1.3680
No log	12.6452	392	1.7313	0.3030	1.7313	1.3158
No log	12.7097	394	1.7059	0.25	1.7059	1.3061
No log	12.7742	396	1.7659	0.2742	1.7659	1.3289
No log	12.8387	398	1.8551	0.256	1.8551	1.3620
No log	12.9032	400	1.8984	0.2362	1.8984	1.3778
No log	12.9677	402	1.9173	0.2171	1.9173	1.3846
No log	13.0323	404	2.0390	0.1705	2.0390	1.4279
No log	13.0968	406	2.1104	0.1692	2.1104	1.4527
No log	13.1613	408	2.1049	0.1875	2.1049	1.4508
No log	13.2258	410	1.9254	0.2222	1.9254	1.3876
No log	13.2903	412	1.7310	0.2276	1.7310	1.3157
No log	13.3548	414	1.6455	0.2677	1.6455	1.2828
No log	13.4194	416	1.7480	0.3158	1.7480	1.3221
No log	13.4839	418	1.9762	0.2446	1.9762	1.4058
No log	13.5484	420	2.1786	0.1986	2.1786	1.4760
No log	13.6129	422	2.2100	0.1986	2.2100	1.4866
No log	13.6774	424	2.2602	0.1986	2.2602	1.5034
No log	13.7419	426	2.2191	0.1986	2.2191	1.4897
No log	13.8065	428	2.0423	0.2394	2.0423	1.4291
No log	13.8710	430	1.8245	0.2774	1.8245	1.3508
No log	13.9355	432	1.6786	0.2836	1.6786	1.2956
No log	14.0	434	1.5971	0.3158	1.5971	1.2638
No log	14.0645	436	1.6037	0.3582	1.6037	1.2664
No log	14.1290	438	1.6565	0.3182	1.6565	1.2870
No log	14.1935	440	1.7491	0.2273	1.7491	1.3225
No log	14.2581	442	1.8506	0.2190	1.8506	1.3604
No log	14.3226	444	2.0131	0.1898	2.0131	1.4189
No log	14.3871	446	2.1062	0.1898	2.1062	1.4513
No log	14.4516	448	2.0970	0.1630	2.0970	1.4481
No log	14.5161	450	2.0287	0.1667	2.0287	1.4243
No log	14.5806	452	1.9224	0.2047	1.9224	1.3865
No log	14.6452	454	1.8523	0.2481	1.8523	1.3610
No log	14.7097	456	1.8533	0.2647	1.8533	1.3614
No log	14.7742	458	1.8896	0.3188	1.8896	1.3746
No log	14.8387	460	1.9593	0.2446	1.9593	1.3997
No log	14.9032	462	2.0046	0.2446	2.0046	1.4159
No log	14.9677	464	1.9807	0.2446	1.9807	1.4074
No log	15.0323	466	1.9177	0.2920	1.9177	1.3848
No log	15.0968	468	1.7727	0.3235	1.7727	1.3314
No log	15.1613	470	1.6887	0.3759	1.6887	1.2995
No log	15.2258	472	1.7185	0.3759	1.7185	1.3109
No log	15.2903	474	1.8744	0.2920	1.8744	1.3691
No log	15.3548	476	1.8983	0.2920	1.8983	1.3778
No log	15.4194	478	1.8771	0.2920	1.8771	1.3701
No log	15.4839	480	1.8586	0.2941	1.8586	1.3633
No log	15.5484	482	1.7705	0.3111	1.7705	1.3306
No log	15.6129	484	1.7709	0.3111	1.7709	1.3307
No log	15.6774	486	1.9053	0.2920	1.9053	1.3803
No log	15.7419	488	1.9736	0.2609	1.9736	1.4048
No log	15.8065	490	1.9992	0.2609	1.9992	1.4139
No log	15.8710	492	1.9857	0.2059	1.9857	1.4091
No log	15.9355	494	1.9736	0.2059	1.9736	1.4048
No log	16.0	496	1.9801	0.1926	1.9801	1.4072
No log	16.0645	498	2.0298	0.1860	2.0298	1.4247
0.3851	16.1290	500	2.1382	0.1692	2.1382	1.4623
0.3851	16.1935	502	2.1711	0.1642	2.1711	1.4735
0.3851	16.2581	504	2.1459	0.1765	2.1459	1.4649
0.3851	16.3226	506	2.0144	0.2059	2.0144	1.4193
0.3851	16.3871	508	1.7952	0.2647	1.7952	1.3399
0.3851	16.4516	510	1.6877	0.3704	1.6877	1.2991
0.3851	16.5161	512	1.7447	0.3504	1.7447	1.3209
0.3851	16.5806	514	1.9158	0.3188	1.9158	1.3841
0.3851	16.6452	516	1.9651	0.2878	1.9651	1.4018
0.3851	16.7097	518	1.9978	0.2878	1.9978	1.4134
0.3851	16.7742	520	1.9842	0.2609	1.9842	1.4086
0.3851	16.8387	522	1.8481	0.3188	1.8481	1.3595
0.3851	16.9032	524	1.7488	0.3212	1.7488	1.3224
0.3851	16.9677	526	1.7082	0.3529	1.7082	1.3070
0.3851	17.0323	528	1.6278	0.3433	1.6278	1.2759
0.3851	17.0968	530	1.6850	0.3235	1.6850	1.2981
0.3851	17.1613	532	1.8358	0.3188	1.8358	1.3549
0.3851	17.2258	534	2.0313	0.2254	2.0313	1.4252
0.3851	17.2903	536	2.0544	0.2411	2.0544	1.4333
0.3851	17.3548	538	2.0761	0.2143	2.0761	1.4409
0.3851	17.4194	540	2.0251	0.2336	2.0251	1.4230
0.3851	17.4839	542	1.9760	0.2370	1.9760	1.4057
0.3851	17.5484	544	1.9280	0.2388	1.9280	1.3885
0.3851	17.6129	546	1.9483	0.2388	1.9483	1.3958
0.3851	17.6774	548	1.9382	0.2370	1.9382	1.3922
0.3851	17.7419	550	1.9101	0.2667	1.9101	1.3820
0.3851	17.8065	552	1.9057	0.2667	1.9057	1.3805
0.3851	17.8710	554	1.9060	0.2388	1.9060	1.3806
0.3851	17.9355	556	1.8976	0.2667	1.8976	1.3775
0.3851	18.0	558	1.8215	0.2667	1.8215	1.3496
0.3851	18.0645	560	1.7170	0.2615	1.7170	1.3103
0.3851	18.1290	562	1.6754	0.2969	1.6754	1.2944
0.3851	18.1935	564	1.7292	0.2707	1.7292	1.3150
0.3851	18.2581	566	1.7042	0.2707	1.7042	1.3055
0.3851	18.3226	568	1.6491	0.2812	1.6491	1.2842
0.3851	18.3871	570	1.6349	0.2677	1.6349	1.2786
0.3851	18.4516	572	1.6039	0.2951	1.6039	1.2664
0.3851	18.5161	574	1.6135	0.2975	1.6135	1.2702
0.3851	18.5806	576	1.6697	0.2540	1.6697	1.2922
0.3851	18.6452	578	1.6912	0.2636	1.6912	1.3005
0.3851	18.7097	580	1.7199	0.2344	1.7199	1.3115
0.3851	18.7742	582	1.7613	0.2326	1.7613	1.3272
0.3851	18.8387	584	1.7465	0.2344	1.7465	1.3216
0.3851	18.9032	586	1.6969	0.2833	1.6969	1.3027
0.3851	18.9677	588	1.6740	0.2564	1.6740	1.2938
0.3851	19.0323	590	1.6777	0.2857	1.6777	1.2953
0.3851	19.0968	592	1.7063	0.3150	1.7063	1.3063
0.3851	19.1613	594	1.7641	0.3111	1.7641	1.3282
0.3851	19.2258	596	1.8464	0.2734	1.8464	1.3588
0.3851	19.2903	598	1.8545	0.2464	1.8545	1.3618
0.3851	19.3548	600	1.8368	0.2482	1.8368	1.3553
0.3851	19.4194	602	1.8241	0.2370	1.8241	1.3506
0.3851	19.4839	604	1.8777	0.1970	1.8777	1.3703
0.3851	19.5484	606	1.8775	0.1970	1.8775	1.3702
0.3851	19.6129	608	1.8746	0.1791	1.8746	1.3692
0.3851	19.6774	610	1.8255	0.2121	1.8255	1.3511
0.3851	19.7419	612	1.7263	0.2481	1.7263	1.3139
0.3851	19.8065	614	1.7123	0.2857	1.7123	1.3085
0.3851	19.8710	616	1.6741	0.2836	1.6741	1.2939
0.3851	19.9355	618	1.7273	0.2963	1.7273	1.3143
0.3851	20.0	620	1.6993	0.2963	1.6993	1.3036
0.3851	20.0645	622	1.6679	0.2836	1.6679	1.2915
0.3851	20.1290	624	1.6519	0.3008	1.6519	1.2853
0.3851	20.1935	626	1.6885	0.2963	1.6885	1.2994
0.3851	20.2581	628	1.6756	0.3182	1.6756	1.2945
0.3851	20.3226	630	1.6876	0.2615	1.6876	1.2991
0.3851	20.3871	632	1.7943	0.2576	1.7943	1.3395
0.3851	20.4516	634	1.9448	0.2074	1.9448	1.3946
0.3851	20.5161	636	1.9895	0.2074	1.9895	1.4105
0.3851	20.5806	638	1.9511	0.1940	1.9511	1.3968
0.3851	20.6452	640	1.8851	0.2239	1.8851	1.3730
0.3851	20.7097	642	1.8202	0.2105	1.8202	1.3491
0.3851	20.7742	644	1.6863	0.2769	1.6863	1.2986
0.3851	20.8387	646	1.6299	0.3636	1.6299	1.2767
0.3851	20.9032	648	1.6002	0.3636	1.6002	1.2650
0.3851	20.9677	650	1.6426	0.3556	1.6426	1.2816
0.3851	21.0323	652	1.7367	0.3504	1.7367	1.3178
0.3851	21.0968	654	1.8017	0.3188	1.8017	1.3423
0.3851	21.1613	656	1.7921	0.3188	1.7921	1.3387
0.3851	21.2258	658	1.7055	0.3188	1.7055	1.3059
0.3851	21.2903	660	1.6377	0.3504	1.6377	1.2797
0.3851	21.3548	662	1.6409	0.3529	1.6409	1.2810
0.3851	21.4194	664	1.7201	0.3529	1.7201	1.3115
0.3851	21.4839	666	1.7788	0.3043	1.7788	1.3337
0.3851	21.5484	668	1.8340	0.3022	1.8340	1.3543
0.3851	21.6129	670	1.9296	0.2446	1.9296	1.3891
0.3851	21.6774	672	1.9419	0.2446	1.9419	1.3935
0.3851	21.7419	674	1.8495	0.2754	1.8495	1.3600
0.3851	21.8065	676	1.7458	0.2941	1.7458	1.3213
0.3851	21.8710	678	1.7474	0.2941	1.7474	1.3219
0.3851	21.9355	680	1.8572	0.2920	1.8572	1.3628
0.3851	22.0	682	1.9946	0.2446	1.9946	1.4123
0.3851	22.0645	684	2.0560	0.1986	2.0560	1.4339
0.3851	22.1290	686	2.0083	0.2446	2.0083	1.4171
0.3851	22.1935	688	1.9876	0.2446	1.9876	1.4098
0.3851	22.2581	690	1.9795	0.2714	1.9795	1.4069
0.3851	22.3226	692	1.8996	0.2714	1.8996	1.3783
0.3851	22.3871	694	1.8568	0.2714	1.8568	1.3626
0.3851	22.4516	696	1.7787	0.3188	1.7787	1.3337
0.3851	22.5161	698	1.7253	0.2963	1.7253	1.3135
0.3851	22.5806	700	1.6452	0.3206	1.6452	1.2827
0.3851	22.6452	702	1.6620	0.3158	1.6620	1.2892
0.3851	22.7097	704	1.7103	0.3676	1.7103	1.3078
0.3851	22.7742	706	1.7906	0.3676	1.7906	1.3381
0.3851	22.8387	708	1.8348	0.3088	1.8348	1.3545
0.3851	22.9032	710	1.8927	0.3088	1.8927	1.3757
0.3851	22.9677	712	1.8416	0.3088	1.8416	1.3570
0.3851	23.0323	714	1.7916	0.3284	1.7916	1.3385
0.3851	23.0968	716	1.8264	0.3358	1.8264	1.3514
0.3851	23.1613	718	1.8747	0.3358	1.8747	1.3692
0.3851	23.2258	720	1.9095	0.2286	1.9095	1.3819
0.3851	23.2903	722	1.9262	0.2286	1.9262	1.3879
0.3851	23.3548	724	1.9634	0.2553	1.9634	1.4012
0.3851	23.4194	726	2.0292	0.2553	2.0292	1.4245
0.3851	23.4839	728	2.0901	0.1986	2.0901	1.4457
0.3851	23.5484	730	2.0500	0.1986	2.0500	1.4318
0.3851	23.6129	732	1.9345	0.2609	1.9345	1.3908
0.3851	23.6774	734	1.7459	0.2941	1.7459	1.3213
0.3851	23.7419	736	1.6567	0.2963	1.6567	1.2871
0.3851	23.8065	738	1.5987	0.3846	1.5987	1.2644
0.3851	23.8710	740	1.5622	0.4219	1.5622	1.2499
0.3851	23.9355	742	1.6122	0.4	1.6122	1.2697
0.3851	24.0	744	1.7513	0.2941	1.7513	1.3234
0.3851	24.0645	746	1.8599	0.2920	1.8599	1.3638
0.3851	24.1290	748	1.9594	0.1986	1.9594	1.3998
0.3851	24.1935	750	2.0158	0.1986	2.0158	1.4198
0.3851	24.2581	752	2.0243	0.1986	2.0243	1.4228
0.3851	24.3226	754	1.9685	0.2254	1.9685	1.4030
0.3851	24.3871	756	1.8821	0.2714	1.8821	1.3719
0.3851	24.4516	758	1.8284	0.2595	1.8284	1.3522
0.3851	24.5161	760	1.8715	0.2308	1.8715	1.3680
0.3851	24.5806	762	1.9050	0.2424	1.9050	1.3802
0.3851	24.6452	764	1.9275	0.2464	1.9275	1.3884
0.3851	24.7097	766	1.9896	0.2553	1.9896	1.4105
0.3851	24.7742	768	2.0014	0.2553	2.0014	1.4147
0.3851	24.8387	770	1.9816	0.2553	1.9816	1.4077
0.3851	24.9032	772	1.9176	0.2714	1.9176	1.3848
0.3851	24.9677	774	1.7870	0.3235	1.7870	1.3368
0.3851	25.0323	776	1.6761	0.3259	1.6761	1.2946
0.3851	25.0968	778	1.6520	0.3259	1.6520	1.2853
0.3851	25.1613	780	1.7363	0.3382	1.7363	1.3177
0.3851	25.2258	782	1.8837	0.2734	1.8837	1.3725
0.3851	25.2903	784	2.0871	0.2254	2.0871	1.4447
0.3851	25.3548	786	2.1911	0.2254	2.1911	1.4802
0.3851	25.4194	788	2.1347	0.2254	2.1347	1.4611
0.3851	25.4839	790	2.0285	0.2254	2.0285	1.4243
0.3851	25.5484	792	1.8596	0.2899	1.8596	1.3637
0.3851	25.6129	794	1.7701	0.3259	1.7701	1.3305
0.3851	25.6774	796	1.7375	0.3284	1.7375	1.3181
0.3851	25.7419	798	1.8013	0.2774	1.8013	1.3421
0.3851	25.8065	800	1.9531	0.2254	1.9531	1.3975
0.3851	25.8710	802	2.1490	0.2254	2.1490	1.4659
0.3851	25.9355	804	2.2069	0.2254	2.2069	1.4856
0.3851	26.0	806	2.1128	0.2254	2.1128	1.4535
0.3851	26.0645	808	1.9965	0.2254	1.9965	1.4130
0.3851	26.1290	810	1.8974	0.2446	1.8974	1.3775
0.3851	26.1935	812	1.8371	0.2754	1.8371	1.3554
0.3851	26.2581	814	1.8316	0.2754	1.8316	1.3534
0.3851	26.3226	816	1.8747	0.2571	1.8747	1.3692
0.3851	26.3871	818	1.9430	0.2411	1.9430	1.3939
0.3851	26.4516	820	2.0594	0.2254	2.0594	1.4351
0.3851	26.5161	822	2.0471	0.1986	2.0471	1.4308
0.3851	26.5806	824	2.0063	0.1986	2.0063	1.4164
0.3851	26.6452	826	1.9294	0.2609	1.9294	1.3890
0.3851	26.7097	828	1.8127	0.3188	1.8127	1.3464
0.3851	26.7742	830	1.7246	0.3433	1.7246	1.3133
0.3851	26.8387	832	1.6977	0.3910	1.6977	1.3030
0.3851	26.9032	834	1.7141	0.3556	1.7141	1.3092
0.3851	26.9677	836	1.7376	0.3212	1.7376	1.3182
0.3851	27.0323	838	1.7401	0.3188	1.7401	1.3191
0.3851	27.0968	840	1.7473	0.3188	1.7473	1.3219
0.3851	27.1613	842	1.7614	0.3188	1.7614	1.3272
0.3851	27.2258	844	1.7366	0.3188	1.7366	1.3178
0.3851	27.2903	846	1.7187	0.3188	1.7187	1.3110
0.3851	27.3548	848	1.6863	0.3188	1.6863	1.2986
0.3851	27.4194	850	1.6965	0.3188	1.6965	1.3025
0.3851	27.4839	852	1.7035	0.3212	1.7035	1.3052
0.3851	27.5484	854	1.6977	0.3212	1.6977	1.3030
0.3851	27.6129	856	1.6636	0.3881	1.6636	1.2898
0.3851	27.6774	858	1.6745	0.3939	1.6746	1.2940
0.3851	27.7419	860	1.7088	0.3382	1.7088	1.3072
0.3851	27.8065	862	1.7536	0.3212	1.7536	1.3242
0.3851	27.8710	864	1.8462	0.3188	1.8462	1.3588
0.3851	27.9355	866	1.9777	0.2411	1.9777	1.4063
0.3851	28.0	868	1.9741	0.2411	1.9741	1.4050
0.3851	28.0645	870	1.9051	0.2878	1.9051	1.3803
0.3851	28.1290	872	1.7906	0.3188	1.7906	1.3381
0.3851	28.1935	874	1.7017	0.3212	1.7017	1.3045
0.3851	28.2581	876	1.7167	0.3212	1.7167	1.3102
0.3851	28.3226	878	1.8037	0.2899	1.8037	1.3430
0.3851	28.3871	880	1.9519	0.2714	1.9519	1.3971
0.3851	28.4516	882	2.0564	0.2254	2.0564	1.4340
0.3851	28.5161	884	2.0587	0.2254	2.0587	1.4348
0.3851	28.5806	886	1.9796	0.2553	1.9796	1.4070
0.3851	28.6452	888	1.8566	0.2899	1.8566	1.3626
0.3851	28.7097	890	1.7408	0.3212	1.7408	1.3194
0.3851	28.7742	892	1.7148	0.3212	1.7148	1.3095
0.3851	28.8387	894	1.7640	0.2899	1.7640	1.3281
0.3851	28.9032	896	1.8759	0.2714	1.8759	1.3696
0.3851	28.9677	898	2.0343	0.2098	2.0343	1.4263
0.3851	29.0323	900	2.1589	0.1831	2.1589	1.4693
0.3851	29.0968	902	2.1623	0.1831	2.1623	1.4705
0.3851	29.1613	904	2.0681	0.1986	2.0681	1.4381
0.3851	29.2258	906	1.9607	0.2446	1.9607	1.4003
0.3851	29.2903	908	1.8195	0.3188	1.8195	1.3489
0.3851	29.3548	910	1.7398	0.3504	1.7398	1.3190
0.3851	29.4194	912	1.6887	0.3504	1.6887	1.2995
0.3851	29.4839	914	1.7070	0.3504	1.7070	1.3065
0.3851	29.5484	916	1.7523	0.3188	1.7523	1.3237
0.3851	29.6129	918	1.8281	0.2878	1.8281	1.3521
0.3851	29.6774	920	1.9435	0.2553	1.9435	1.3941
0.3851	29.7419	922	2.0865	0.1986	2.0865	1.4445
0.3851	29.8065	924	2.1188	0.1986	2.1188	1.4556
0.3851	29.8710	926	2.1222	0.1986	2.1222	1.4568
0.3851	29.9355	928	2.1113	0.1986	2.1113	1.4530
0.3851	30.0	930	2.0975	0.1986	2.0975	1.4483
0.3851	30.0645	932	2.0308	0.2143	2.0308	1.4251
0.3851	30.1290	934	1.9059	0.2571	1.9059	1.3806
0.3851	30.1935	936	1.7633	0.3358	1.7633	1.3279
0.3851	30.2581	938	1.6318	0.3582	1.6318	1.2774
0.3851	30.3226	940	1.5949	0.3582	1.5949	1.2629
0.3851	30.3871	942	1.6057	0.3704	1.6057	1.2671
0.3851	30.4516	944	1.6307	0.3704	1.6307	1.2770
0.3851	30.5161	946	1.6623	0.3556	1.6623	1.2893
0.3851	30.5806	948	1.7161	0.3188	1.7161	1.3100
0.3851	30.6452	950	1.8155	0.3188	1.8155	1.3474
0.3851	30.7097	952	1.9382	0.2302	1.9382	1.3922
0.3851	30.7742	954	2.0292	0.2143	2.0292	1.4245
0.3851	30.8387	956	2.0537	0.2143	2.0537	1.4331
0.3851	30.9032	958	2.0305	0.2143	2.0305	1.4250
0.3851	30.9677	960	1.9803	0.2143	1.9803	1.4072
0.3851	31.0323	962	1.8874	0.2302	1.8874	1.3738
0.3851	31.0968	964	1.7983	0.3188	1.7983	1.3410
0.3851	31.1613	966	1.7302	0.3188	1.7302	1.3154
0.3851	31.2258	968	1.7027	0.3188	1.7027	1.3049
0.3851	31.2903	970	1.7191	0.3188	1.7191	1.3111
0.3851	31.3548	972	1.7634	0.3188	1.7634	1.3279
0.3851	31.4194	974	1.7970	0.3188	1.7970	1.3405
0.3851	31.4839	976	1.8505	0.2571	1.8505	1.3603
0.3851	31.5484	978	1.9581	0.2411	1.9581	1.3993
0.3851	31.6129	980	2.0181	0.1986	2.0181	1.4206
0.3851	31.6774	982	2.0017	0.2143	2.0017	1.4148
0.3851	31.7419	984	1.9183	0.2302	1.9183	1.3850
0.3851	31.8065	986	1.8265	0.2878	1.8265	1.3515
0.3851	31.8710	988	1.7268	0.3188	1.7268	1.3141
0.3851	31.9355	990	1.6718	0.3407	1.6718	1.2930
0.3851	32.0	992	1.6975	0.3407	1.6975	1.3029
0.3851	32.0645	994	1.7627	0.2878	1.7627	1.3277
0.3851	32.1290	996	1.8300	0.2609	1.8300	1.3528
0.3851	32.1935	998	1.9000	0.2609	1.9000	1.3784
0.0616	32.2581	1000	1.8946	0.2609	1.8946	1.3765
0.0616	32.3226	1002	1.8160	0.2920	1.8160	1.3476
0.0616	32.3871	1004	1.7225	0.3459	1.7225	1.3125
0.0616	32.4516	1006	1.6384	0.3594	1.6384	1.2800
0.0616	32.5161	1008	1.6014	0.3876	1.6014	1.2655
0.0616	32.5806	1010	1.6046	0.4154	1.6046	1.2667
0.0616	32.6452	1012	1.6343	0.3731	1.6343	1.2784
0.0616	32.7097	1014	1.6692	0.3188	1.6692	1.2920
0.0616	32.7742	1016	1.7105	0.3188	1.7105	1.3078
0.0616	32.8387	1018	1.7324	0.3188	1.7324	1.3162
0.0616	32.9032	1020	1.8041	0.2878	1.8041	1.3432
0.0616	32.9677	1022	1.8569	0.2878	1.8569	1.3627
0.0616	33.0323	1024	1.8627	0.2878	1.8627	1.3648
0.0616	33.0968	1026	1.7730	0.2878	1.7730	1.3316
0.0616	33.1613	1028	1.7440	0.2878	1.7440	1.3206
0.0616	33.2258	1030	1.7261	0.3188	1.7261	1.3138
0.0616	33.2903	1032	1.7899	0.2878	1.7899	1.3379
0.0616	33.3548	1034	1.8362	0.2878	1.8362	1.3551
0.0616	33.4194	1036	1.7928	0.2878	1.7928	1.3390
0.0616	33.4839	1038	1.7829	0.2878	1.7829	1.3353
0.0616	33.5484	1040	1.7956	0.2878	1.7956	1.3400
0.0616	33.6129	1042	1.8196	0.2878	1.8196	1.3489
0.0616	33.6774	1044	1.7953	0.3188	1.7953	1.3399
0.0616	33.7419	1046	1.7757	0.3188	1.7757	1.3326
0.0616	33.8065	1048	1.7790	0.3188	1.7790	1.3338
0.0616	33.8710	1050	1.8738	0.2878	1.8738	1.3689
0.0616	33.9355	1052	1.9977	0.2411	1.9977	1.4134
0.0616	34.0	1054	2.1065	0.2254	2.1065	1.4514
0.0616	34.0645	1056	2.1176	0.2254	2.1176	1.4552
0.0616	34.1290	1058	2.1217	0.2254	2.1217	1.4566
0.0616	34.1935	1060	2.1378	0.2254	2.1378	1.4621

Framework versions

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