ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k20_task2_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: 0.9770
• Qwk: 0.1645
• Mse: 0.9770
• Rmse: 0.9884

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	0.0345	2	4.5417	0.0010	4.5417	2.1311
No log	0.0690	4	2.6160	0.0179	2.6160	1.6174
No log	0.1034	6	2.1931	-0.0494	2.1931	1.4809
No log	0.1379	8	1.7211	0.0372	1.7211	1.3119
No log	0.1724	10	1.3538	-0.0211	1.3538	1.1635
No log	0.2069	12	1.3272	-0.0412	1.3272	1.1521
No log	0.2414	14	1.8117	0.0585	1.8117	1.3460
No log	0.2759	16	1.8300	0.0227	1.8300	1.3528
No log	0.3103	18	1.5659	-0.0149	1.5659	1.2514
No log	0.3448	20	1.4617	-0.0149	1.4617	1.2090
No log	0.3793	22	1.4038	-0.0149	1.4038	1.1848
No log	0.4138	24	1.4033	-0.0149	1.4033	1.1846
No log	0.4483	26	1.2901	0.0385	1.2901	1.1358
No log	0.4828	28	1.3029	0.0124	1.3029	1.1415
No log	0.5172	30	1.4487	0.0	1.4487	1.2036
No log	0.5517	32	1.3502	0.0317	1.3502	1.1620
No log	0.5862	34	1.2949	0.0488	1.2949	1.1379
No log	0.6207	36	1.1843	0.2010	1.1843	1.0882
No log	0.6552	38	1.1161	0.2781	1.1161	1.0564
No log	0.6897	40	1.1100	0.3207	1.1100	1.0536
No log	0.7241	42	1.1381	0.3347	1.1381	1.0668
No log	0.7586	44	1.3962	0.0488	1.3962	1.1816
No log	0.7931	46	1.5198	0.0	1.5198	1.2328
No log	0.8276	48	1.5637	0.0	1.5637	1.2505
No log	0.8621	50	1.5144	0.0488	1.5144	1.2306
No log	0.8966	52	1.3814	0.1076	1.3814	1.1753
No log	0.9310	54	1.2177	0.0922	1.2177	1.1035
No log	0.9655	56	1.2870	0.1438	1.2870	1.1345
No log	1.0	58	1.4178	0.1165	1.4178	1.1907
No log	1.0345	60	1.5299	0.1659	1.5299	1.2369
No log	1.0690	62	1.3589	0.1255	1.3589	1.1657
No log	1.1034	64	1.1595	0.1505	1.1595	1.0768
No log	1.1379	66	1.1283	0.3434	1.1283	1.0622
No log	1.1724	68	1.1828	0.2236	1.1828	1.0875
No log	1.2069	70	1.1010	0.2878	1.1010	1.0493
No log	1.2414	72	1.0466	0.2678	1.0466	1.0230
No log	1.2759	74	1.0630	0.2785	1.0630	1.0310
No log	1.3103	76	1.0026	0.3708	1.0026	1.0013
No log	1.3448	78	0.9522	0.3196	0.9522	0.9758
No log	1.3793	80	1.0734	0.3274	1.0734	1.0360
No log	1.4138	82	1.0636	0.3438	1.0636	1.0313
No log	1.4483	84	0.9392	0.3841	0.9392	0.9691
No log	1.4828	86	0.8709	0.4465	0.8709	0.9332
No log	1.5172	88	0.9290	0.4677	0.9290	0.9638
No log	1.5517	90	0.9661	0.4767	0.9661	0.9829
No log	1.5862	92	1.0075	0.4654	1.0075	1.0038
No log	1.6207	94	0.9237	0.4527	0.9237	0.9611
No log	1.6552	96	0.9388	0.4298	0.9388	0.9689
No log	1.6897	98	0.8566	0.48	0.8566	0.9255
No log	1.7241	100	0.7872	0.5165	0.7872	0.8873
No log	1.7586	102	0.8098	0.4923	0.8098	0.8999
No log	1.7931	104	1.0767	0.5124	1.0767	1.0376
No log	1.8276	106	1.1806	0.4902	1.1806	1.0866
No log	1.8621	108	0.9503	0.4950	0.9503	0.9749
No log	1.8966	110	0.8017	0.4840	0.8017	0.8954
No log	1.9310	112	0.8890	0.4490	0.8890	0.9429
No log	1.9655	114	0.9184	0.4576	0.9184	0.9583
No log	2.0	116	0.9671	0.4583	0.9671	0.9834
No log	2.0345	118	0.8295	0.4220	0.8295	0.9108
No log	2.0690	120	0.8506	0.4359	0.8506	0.9223
No log	2.1034	122	0.9608	0.3343	0.9608	0.9802
No log	2.1379	124	1.0700	0.4098	1.0700	1.0344
No log	2.1724	126	0.9878	0.3830	0.9878	0.9939
No log	2.2069	128	0.9913	0.4045	0.9913	0.9956
No log	2.2414	130	1.0323	0.4252	1.0323	1.0160
No log	2.2759	132	1.2332	0.4471	1.2332	1.1105
No log	2.3103	134	1.1922	0.4476	1.1922	1.0919
No log	2.3448	136	1.0700	0.3607	1.0700	1.0344
No log	2.3793	138	0.9556	0.2970	0.9556	0.9775
No log	2.4138	140	0.9184	0.2822	0.9184	0.9583
No log	2.4483	142	0.9467	0.2830	0.9467	0.9730
No log	2.4828	144	1.0731	0.3831	1.0731	1.0359
No log	2.5172	146	1.1102	0.4058	1.1102	1.0537
No log	2.5517	148	1.1000	0.4502	1.1000	1.0488
No log	2.5862	150	1.1458	0.4477	1.1458	1.0704
No log	2.6207	152	1.3486	0.4231	1.3486	1.1613
No log	2.6552	154	1.3332	0.4516	1.3332	1.1546
No log	2.6897	156	1.3237	0.4532	1.3237	1.1505
No log	2.7241	158	1.2256	0.3742	1.2256	1.1071
No log	2.7586	160	1.0712	0.3343	1.0712	1.0350
No log	2.7931	162	1.0850	0.2900	1.0850	1.0416
No log	2.8276	164	1.1642	0.2900	1.1642	1.0790
No log	2.8621	166	1.1197	0.2900	1.1197	1.0581
No log	2.8966	168	0.9869	0.2130	0.9869	0.9934
No log	2.9310	170	0.9493	0.2033	0.9493	0.9743
No log	2.9655	172	0.9426	0.3578	0.9426	0.9709
No log	3.0	174	0.9735	0.3157	0.9735	0.9867
No log	3.0345	176	1.0551	0.3377	1.0551	1.0272
No log	3.0690	178	1.0685	0.3980	1.0685	1.0337
No log	3.1034	180	1.0711	0.3779	1.0711	1.0349
No log	3.1379	182	1.1278	0.3560	1.1278	1.0620
No log	3.1724	184	1.3772	0.3659	1.3772	1.1736
No log	3.2069	186	1.3883	0.3045	1.3883	1.1783
No log	3.2414	188	1.1348	0.3049	1.1348	1.0653
No log	3.2759	190	0.8972	0.3448	0.8972	0.9472
No log	3.3103	192	0.8963	0.3345	0.8963	0.9467
No log	3.3448	194	0.9941	0.3223	0.9941	0.9970
No log	3.3793	196	1.1353	0.3049	1.1353	1.0655
No log	3.4138	198	1.1885	0.3324	1.1885	1.0902
No log	3.4483	200	1.1002	0.3162	1.1002	1.0489
No log	3.4828	202	1.0184	0.2541	1.0184	1.0092
No log	3.5172	204	0.9971	0.2822	0.9971	0.9985
No log	3.5517	206	1.0699	0.3201	1.0699	1.0343
No log	3.5862	208	1.1848	0.4186	1.1848	1.0885
No log	3.6207	210	1.2926	0.3534	1.2926	1.1369
No log	3.6552	212	1.2695	0.3534	1.2695	1.1267
No log	3.6897	214	1.1246	0.3292	1.1246	1.0605
No log	3.7241	216	0.9580	0.3609	0.9580	0.9788
No log	3.7586	218	0.9403	0.3392	0.9403	0.9697
No log	3.7931	220	0.9523	0.3493	0.9523	0.9759
No log	3.8276	222	1.0777	0.3049	1.0777	1.0381
No log	3.8621	224	1.2760	0.2238	1.2760	1.1296
No log	3.8966	226	1.3002	0.2238	1.3002	1.1403
No log	3.9310	228	1.2245	0.2238	1.2245	1.1066
No log	3.9655	230	1.1200	0.2780	1.1200	1.0583
No log	4.0	232	0.9759	0.2522	0.9759	0.9879
No log	4.0345	234	0.9150	0.3738	0.9150	0.9566
No log	4.0690	236	0.9065	0.3695	0.9065	0.9521
No log	4.1034	238	0.9911	0.3343	0.9911	0.9955
No log	4.1379	240	1.2766	0.2881	1.2766	1.1299
No log	4.1724	242	1.5249	0.3132	1.5249	1.2349
No log	4.2069	244	1.5817	0.3337	1.5817	1.2577
No log	4.2414	246	1.4441	0.2708	1.4441	1.2017
No log	4.2759	248	1.2517	0.2238	1.2517	1.1188
No log	4.3103	250	1.0929	0.1315	1.0929	1.0454
No log	4.3448	252	1.0371	0.1689	1.0371	1.0184
No log	4.3793	254	1.0335	0.2293	1.0335	1.0166
No log	4.4138	256	1.0379	0.2479	1.0379	1.0188
No log	4.4483	258	1.0522	0.2263	1.0522	1.0258
No log	4.4828	260	1.0967	0.2800	1.0967	1.0473
No log	4.5172	262	1.0543	0.1961	1.0543	1.0268
No log	4.5517	264	1.0637	0.3072	1.0637	1.0314
No log	4.5862	266	1.0571	0.2975	1.0571	1.0282
No log	4.6207	268	0.9866	0.2313	0.9866	0.9933
No log	4.6552	270	0.9158	0.2915	0.9158	0.9570
No log	4.6897	272	0.9014	0.2942	0.9014	0.9494
No log	4.7241	274	0.9480	0.3091	0.9480	0.9737
No log	4.7586	276	1.0062	0.4405	1.0062	1.0031
No log	4.7931	278	0.9605	0.4405	0.9605	0.9800
No log	4.8276	280	0.8555	0.4519	0.8555	0.9249
No log	4.8621	282	0.8368	0.3577	0.8368	0.9148
No log	4.8966	284	0.8422	0.3720	0.8422	0.9177
No log	4.9310	286	0.8190	0.3762	0.8190	0.9050
No log	4.9655	288	0.8123	0.4181	0.8123	0.9013
No log	5.0	290	0.8215	0.3663	0.8215	0.9064
No log	5.0345	292	0.9456	0.3962	0.9456	0.9724
No log	5.0690	294	1.1172	0.3261	1.1172	1.0570
No log	5.1034	296	1.1178	0.3447	1.1178	1.0572
No log	5.1379	298	1.1548	0.3433	1.1548	1.0746
No log	5.1724	300	1.2245	0.3093	1.2245	1.1066
No log	5.2069	302	1.3268	0.3238	1.3268	1.1519
No log	5.2414	304	1.3134	0.3605	1.3134	1.1461
No log	5.2759	306	1.1989	0.3917	1.1989	1.0949
No log	5.3103	308	1.0401	0.2046	1.0401	1.0199
No log	5.3448	310	0.9570	0.2290	0.9570	0.9783
No log	5.3793	312	0.9613	0.3318	0.9613	0.9805
No log	5.4138	314	0.9480	0.2864	0.9480	0.9736
No log	5.4483	316	0.9811	0.2850	0.9811	0.9905
No log	5.4828	318	1.2345	0.3487	1.2345	1.1111
No log	5.5172	320	1.4406	0.3283	1.4406	1.2003
No log	5.5517	322	1.4804	0.2935	1.4804	1.2167
No log	5.5862	324	1.3617	0.2918	1.3617	1.1669
No log	5.6207	326	1.1992	0.2864	1.1992	1.0951
No log	5.6552	328	1.1379	0.2291	1.1379	1.0667
No log	5.6897	330	1.0819	0.2108	1.0819	1.0401
No log	5.7241	332	1.0770	0.1801	1.0770	1.0378
No log	5.7586	334	1.1345	0.1795	1.1345	1.0651
No log	5.7931	336	1.2290	0.1692	1.2290	1.1086
No log	5.8276	338	1.2611	0.2087	1.2611	1.1230
No log	5.8621	340	1.2006	0.2097	1.2006	1.0957
No log	5.8966	342	1.1062	0.2250	1.1062	1.0517
No log	5.9310	344	1.0998	0.2250	1.0998	1.0487
No log	5.9655	346	1.0516	0.1952	1.0516	1.0255
No log	6.0	348	1.0192	0.2669	1.0192	1.0096
No log	6.0345	350	1.0418	0.1952	1.0418	1.0207
No log	6.0690	352	1.0562	0.2250	1.0562	1.0277
No log	6.1034	354	1.1196	0.3072	1.1196	1.0581
No log	6.1379	356	1.2334	0.3821	1.2334	1.1106
No log	6.1724	358	1.2544	0.2959	1.2544	1.1200
No log	6.2069	360	1.1562	0.1952	1.1562	1.0752
No log	6.2414	362	1.0775	0.1641	1.0775	1.0380
No log	6.2759	364	0.9811	0.2233	0.9811	0.9905
No log	6.3103	366	0.9434	0.2969	0.9434	0.9713
No log	6.3448	368	0.9681	0.3389	0.9681	0.9839
No log	6.3793	370	1.0154	0.4401	1.0154	1.0077
No log	6.4138	372	1.0561	0.4394	1.0561	1.0277
No log	6.4483	374	1.1696	0.3845	1.1696	1.0815
No log	6.4828	376	1.1340	0.3821	1.1340	1.0649
No log	6.5172	378	1.0525	0.3171	1.0525	1.0259
No log	6.5517	380	1.0437	0.2651	1.0437	1.0216
No log	6.5862	382	1.1466	0.2780	1.1466	1.0708
No log	6.6207	384	1.2025	0.2238	1.2025	1.0966
No log	6.6552	386	1.1998	0.1944	1.1998	1.0954
No log	6.6897	388	1.1794	0.1379	1.1794	1.0860
No log	6.7241	390	1.1712	0.1053	1.1712	1.0822
No log	6.7586	392	1.1185	0.0980	1.1185	1.0576
No log	6.7931	394	1.0952	0.0628	1.0952	1.0465
No log	6.8276	396	1.0619	0.0628	1.0619	1.0305
No log	6.8621	398	1.0304	0.1808	1.0304	1.0151
No log	6.8966	400	1.0008	0.1808	1.0008	1.0004
No log	6.9310	402	1.0241	0.2800	1.0241	1.0120
No log	6.9655	404	1.0323	0.2857	1.0323	1.0160
No log	7.0	406	0.9754	0.3098	0.9754	0.9876
No log	7.0345	408	0.9440	0.3998	0.9440	0.9716
No log	7.0690	410	0.9491	0.4331	0.9491	0.9742
No log	7.1034	412	1.0677	0.3590	1.0677	1.0333
No log	7.1379	414	1.3880	0.2851	1.3880	1.1781
No log	7.1724	416	1.5388	0.2447	1.5388	1.2405
No log	7.2069	418	1.4601	0.3551	1.4601	1.2083
No log	7.2414	420	1.2400	0.4265	1.2400	1.1136
No log	7.2759	422	1.0380	0.4580	1.0380	1.0188
No log	7.3103	424	0.9642	0.4222	0.9642	0.9819
No log	7.3448	426	0.9392	0.3147	0.9392	0.9691
No log	7.3793	428	0.9423	0.2967	0.9423	0.9707
No log	7.4138	430	0.9582	0.2993	0.9582	0.9789
No log	7.4483	432	0.9534	0.2496	0.9534	0.9764
No log	7.4828	434	0.9555	0.2377	0.9555	0.9775
No log	7.5172	436	0.9909	0.3049	0.9909	0.9954
No log	7.5517	438	1.0541	0.3607	1.0541	1.0267
No log	7.5862	440	1.0240	0.3367	1.0240	1.0119
No log	7.6207	442	0.9671	0.3049	0.9671	0.9834
No log	7.6552	444	0.9831	0.3049	0.9831	0.9915
No log	7.6897	446	1.0283	0.3049	1.0283	1.0140
No log	7.7241	448	1.0922	0.3350	1.0922	1.0451
No log	7.7586	450	1.0563	0.2651	1.0563	1.0278
No log	7.7931	452	0.9954	0.1645	0.9954	0.9977
No log	7.8276	454	0.9773	0.1752	0.9773	0.9886
No log	7.8621	456	0.9916	0.1585	0.9916	0.9958
No log	7.8966	458	1.0776	0.2617	1.0776	1.0381
No log	7.9310	460	1.1224	0.3638	1.1224	1.0594
No log	7.9655	462	1.1004	0.3776	1.1004	1.0490
No log	8.0	464	1.1514	0.3638	1.1514	1.0730
No log	8.0345	466	1.0968	0.3528	1.0968	1.0473
No log	8.0690	468	1.0193	0.1747	1.0193	1.0096
No log	8.1034	470	1.0262	0.1747	1.0262	1.0130
No log	8.1379	472	1.0499	0.1747	1.0499	1.0247
No log	8.1724	474	1.0820	0.1416	1.0820	1.0402
No log	8.2069	476	1.0949	0.1416	1.0949	1.0464
No log	8.2414	478	1.0593	0.2061	1.0593	1.0292
No log	8.2759	480	0.9915	0.1860	0.9915	0.9957
No log	8.3103	482	1.0063	0.2454	1.0063	1.0032
No log	8.3448	484	1.1204	0.3284	1.1204	1.0585
No log	8.3793	486	1.3685	0.2863	1.3685	1.1698
No log	8.4138	488	1.5115	0.3331	1.5115	1.2294
No log	8.4483	490	1.4670	0.3302	1.4670	1.2112
No log	8.4828	492	1.3409	0.1224	1.3409	1.1580
No log	8.5172	494	1.2019	0.1637	1.2019	1.0963
No log	8.5517	496	1.1258	0.1247	1.1258	1.0610
No log	8.5862	498	1.1577	0.1076	1.1577	1.0759
0.3684	8.6207	500	1.2259	0.0541	1.2259	1.1072
0.3684	8.6552	502	1.3239	0.1219	1.3239	1.1506
0.3684	8.6897	504	1.3869	0.1536	1.3869	1.1777
0.3684	8.7241	506	1.3663	0.1698	1.3663	1.1689
0.3684	8.7586	508	1.2102	0.2494	1.2102	1.1001
0.3684	8.7931	510	1.0368	0.2829	1.0368	1.0182
0.3684	8.8276	512	0.9798	0.2752	0.9798	0.9899
0.3684	8.8621	514	1.0168	0.2516	1.0168	1.0084
0.3684	8.8966	516	1.1286	0.2367	1.1286	1.0624
0.3684	8.9310	518	1.1972	0.3093	1.1972	1.0942
0.3684	8.9655	520	1.2304	0.2131	1.2304	1.1092
0.3684	9.0	522	1.2106	0.1219	1.2106	1.1003
0.3684	9.0345	524	1.2006	0.0887	1.2006	1.0957
0.3684	9.0690	526	1.1329	0.1582	1.1329	1.0644
0.3684	9.1034	528	1.0745	0.1747	1.0745	1.0366
0.3684	9.1379	530	1.0528	0.1747	1.0528	1.0260
0.3684	9.1724	532	1.0850	0.2363	1.0850	1.0416
0.3684	9.2069	534	1.1105	0.2363	1.1105	1.0538
0.3684	9.2414	536	1.1593	0.1637	1.1593	1.0767
0.3684	9.2759	538	1.1213	0.1795	1.1213	1.0589
0.3684	9.3103	540	1.0152	0.2072	1.0152	1.0076
0.3684	9.3448	542	0.9428	0.2761	0.9428	0.9710
0.3684	9.3793	544	0.9374	0.3070	0.9374	0.9682
0.3684	9.4138	546	0.9855	0.1808	0.9855	0.9927
0.3684	9.4483	548	1.1754	0.3659	1.1754	1.0842
0.3684	9.4828	550	1.4221	0.3105	1.4221	1.1925
0.3684	9.5172	552	1.5215	0.2759	1.5215	1.2335
0.3684	9.5517	554	1.4567	0.3105	1.4567	1.2069
0.3684	9.5862	556	1.2744	0.3761	1.2744	1.1289
0.3684	9.6207	558	1.1263	0.1480	1.1263	1.0613
0.3684	9.6552	560	1.0436	0.1868	1.0436	1.0216
0.3684	9.6897	562	1.0290	0.2624	1.0290	1.0144
0.3684	9.7241	564	1.0485	0.1814	1.0485	1.0239
0.3684	9.7586	566	1.1048	0.1417	1.1048	1.0511
0.3684	9.7931	568	1.1922	0.0904	1.1922	1.0919
0.3684	9.8276	570	1.2830	0.0541	1.2830	1.1327
0.3684	9.8621	572	1.3276	0.0541	1.3276	1.1522
0.3684	9.8966	574	1.3296	0.0541	1.3296	1.1531
0.3684	9.9310	576	1.2456	0.0541	1.2456	1.1161
0.3684	9.9655	578	1.1024	0.1315	1.1024	1.0499
0.3684	10.0	580	1.0288	0.1910	1.0288	1.0143
0.3684	10.0345	582	1.0190	0.1910	1.0190	1.0094
0.3684	10.0690	584	1.0340	0.1747	1.0340	1.0169
0.3684	10.1034	586	1.0359	0.2617	1.0359	1.0178
0.3684	10.1379	588	1.0453	0.2900	1.0453	1.0224
0.3684	10.1724	590	1.0935	0.25	1.0935	1.0457
0.3684	10.2069	592	1.1018	0.1637	1.1018	1.0497
0.3684	10.2414	594	1.0902	0.1148	1.0902	1.0441
0.3684	10.2759	596	1.0964	0.0711	1.0964	1.0471
0.3684	10.3103	598	1.0831	0.1247	1.0831	1.0407
0.3684	10.3448	600	1.0534	0.1689	1.0534	1.0263
0.3684	10.3793	602	1.0553	0.1747	1.0553	1.0273
0.3684	10.4138	604	1.0675	0.1747	1.0675	1.0332
0.3684	10.4483	606	1.1025	0.2363	1.1025	1.0500
0.3684	10.4828	608	1.1393	0.3415	1.1393	1.0674
0.3684	10.5172	610	1.1625	0.3919	1.1625	1.0782
0.3684	10.5517	612	1.1598	0.3542	1.1598	1.0769
0.3684	10.5862	614	1.0654	0.2363	1.0654	1.0322
0.3684	10.6207	616	0.9489	0.2130	0.9490	0.9741
0.3684	10.6552	618	0.9027	0.2969	0.9027	0.9501
0.3684	10.6897	620	0.9029	0.2969	0.9029	0.9502
0.3684	10.7241	622	0.9530	0.2377	0.9530	0.9762
0.3684	10.7586	624	1.0733	0.2061	1.0733	1.0360
0.3684	10.7931	626	1.1554	0.1795	1.1554	1.0749
0.3684	10.8276	628	1.1456	0.1952	1.1456	1.0703
0.3684	10.8621	630	1.1289	0.2363	1.1289	1.0625
0.3684	10.8966	632	1.0739	0.2363	1.0739	1.0363
0.3684	10.9310	634	1.0863	0.2363	1.0863	1.0423
0.3684	10.9655	636	1.1196	0.2363	1.1196	1.0581
0.3684	11.0	638	1.1889	0.1379	1.1889	1.0903
0.3684	11.0345	640	1.1770	0.0711	1.1770	1.0849
0.3684	11.0690	642	1.1234	0.1148	1.1234	1.0599
0.3684	11.1034	644	1.0649	0.1747	1.0649	1.0319
0.3684	11.1379	646	1.0367	0.1645	1.0367	1.0182
0.3684	11.1724	648	1.0042	0.2130	1.0042	1.0021
0.3684	11.2069	650	1.0144	0.1808	1.0144	1.0072
0.3684	11.2414	652	1.0811	0.1795	1.0811	1.0398
0.3684	11.2759	654	1.2165	0.3026	1.2165	1.1029
0.3684	11.3103	656	1.3158	0.2910	1.3158	1.1471
0.3684	11.3448	658	1.3320	0.2615	1.3320	1.1541
0.3684	11.3793	660	1.2907	0.1789	1.2907	1.1361
0.3684	11.4138	662	1.2065	0.1379	1.2065	1.0984
0.3684	11.4483	664	1.0871	0.1148	1.0871	1.0426
0.3684	11.4828	666	1.0227	0.1808	1.0227	1.0113
0.3684	11.5172	668	1.0237	0.1808	1.0237	1.0118
0.3684	11.5517	670	1.0597	0.1747	1.0597	1.0294
0.3684	11.5862	672	1.1351	0.1148	1.1351	1.0654
0.3684	11.6207	674	1.1851	0.0541	1.1851	1.0886
0.3684	11.6552	676	1.2033	0.0541	1.2033	1.0969
0.3684	11.6897	678	1.1677	0.0541	1.1677	1.0806
0.3684	11.7241	680	1.1542	0.1148	1.1542	1.0744
0.3684	11.7586	682	1.1204	0.1148	1.1204	1.0585
0.3684	11.7931	684	1.1140	0.2207	1.1140	1.0555
0.3684	11.8276	686	1.1211	0.25	1.1211	1.0588
0.3684	11.8621	688	1.1204	0.25	1.1204	1.0585
0.3684	11.8966	690	1.1290	0.2780	1.1290	1.0625
0.3684	11.9310	692	1.0967	0.2900	1.0967	1.0472
0.3684	11.9655	694	1.0963	0.1747	1.0963	1.0470
0.3684	12.0	696	1.1258	0.1747	1.1258	1.0610
0.3684	12.0345	698	1.1557	0.1747	1.1557	1.0750
0.3684	12.0690	700	1.1785	0.1902	1.1785	1.0856
0.3684	12.1034	702	1.1578	0.1747	1.1578	1.0760
0.3684	12.1379	704	1.1367	0.1747	1.1367	1.0661
0.3684	12.1724	706	1.0694	0.1645	1.0694	1.0341
0.3684	12.2069	708	0.9741	0.1969	0.9741	0.9870
0.3684	12.2414	710	0.9403	0.2130	0.9403	0.9697
0.3684	12.2759	712	0.9605	0.1969	0.9605	0.9800
0.3684	12.3103	714	0.9999	0.2072	0.9999	1.0000
0.3684	12.3448	716	0.9962	0.1645	0.9962	0.9981
0.3684	12.3793	718	0.9947	0.1645	0.9947	0.9974
0.3684	12.4138	720	0.9979	0.1645	0.9979	0.9990
0.3684	12.4483	722	1.0323	0.1645	1.0323	1.0160
0.3684	12.4828	724	1.0389	0.1645	1.0389	1.0193
0.3684	12.5172	726	1.0346	0.1961	1.0346	1.0171
0.3684	12.5517	728	1.0220	0.2669	1.0220	1.0110
0.3684	12.5862	730	1.0192	0.3196	1.0192	1.0096
0.3684	12.6207	732	1.0706	0.4284	1.0706	1.0347
0.3684	12.6552	734	1.1095	0.4498	1.1095	1.0533
0.3684	12.6897	736	1.1697	0.4364	1.1697	1.0815
0.3684	12.7241	738	1.1716	0.4024	1.1716	1.0824
0.3684	12.7586	740	1.1648	0.3025	1.1648	1.0793
0.3684	12.7931	742	1.1551	0.25	1.1551	1.0748
0.3684	12.8276	744	1.1512	0.1379	1.1512	1.0729
0.3684	12.8621	746	1.1598	0.1379	1.1598	1.0769
0.3684	12.8966	748	1.1450	0.1944	1.1450	1.0701
0.3684	12.9310	750	1.0953	0.1944	1.0953	1.0466
0.3684	12.9655	752	1.0449	0.1641	1.0449	1.0222
0.3684	13.0	754	1.0475	0.2348	1.0475	1.0235
0.3684	13.0345	756	1.0865	0.3402	1.0865	1.0424
0.3684	13.0690	758	1.1339	0.3049	1.1339	1.0648
0.3684	13.1034	760	1.1417	0.3026	1.1417	1.0685
0.3684	13.1379	762	1.1550	0.3026	1.1550	1.0747
0.3684	13.1724	764	1.1322	0.2761	1.1322	1.0640
0.3684	13.2069	766	1.0926	0.1479	1.0926	1.0453
0.3684	13.2414	768	1.0824	0.1048	1.0824	1.0404
0.3684	13.2759	770	1.0696	0.1048	1.0696	1.0342
0.3684	13.3103	772	1.0721	0.1379	1.0721	1.0354
0.3684	13.3448	774	1.1054	0.2348	1.1054	1.0514
0.3684	13.3793	776	1.1627	0.2334	1.1627	1.0783
0.3684	13.4138	778	1.2911	0.3640	1.2911	1.1362
0.3684	13.4483	780	1.4018	0.3670	1.4018	1.1840
0.3684	13.4828	782	1.4323	0.3679	1.4323	1.1968
0.3684	13.5172	784	1.3624	0.3670	1.3624	1.1672
0.3684	13.5517	786	1.2400	0.3143	1.2400	1.1135
0.3684	13.5862	788	1.1122	0.2348	1.1122	1.0546
0.3684	13.6207	790	1.0405	0.1214	1.0405	1.0201
0.3684	13.6552	792	1.0068	0.1645	1.0068	1.0034
0.3684	13.6897	794	1.0212	0.1645	1.0212	1.0105
0.3684	13.7241	796	1.0436	0.1214	1.0436	1.0216
0.3684	13.7586	798	1.1078	0.0541	1.1078	1.0525
0.3684	13.7931	800	1.2013	0.0541	1.2013	1.0960
0.3684	13.8276	802	1.2771	0.1536	1.2771	1.1301
0.3684	13.8621	804	1.3069	0.2087	1.3069	1.1432
0.3684	13.8966	806	1.2668	0.2087	1.2668	1.1255
0.3684	13.9310	808	1.1571	0.1789	1.1571	1.0757
0.3684	13.9655	810	1.0614	0.1582	1.0614	1.0302
0.3684	14.0	812	1.0094	0.1645	1.0094	1.0047
0.3684	14.0345	814	0.9978	0.1969	0.9978	0.9989
0.3684	14.0690	816	0.9887	0.2028	0.9887	0.9943
0.3684	14.1034	818	0.9999	0.1979	0.9999	1.0000
0.3684	14.1379	820	1.0271	0.2072	1.0271	1.0135
0.3684	14.1724	822	1.0810	0.1582	1.0810	1.0397
0.3684	14.2069	824	1.1400	0.1219	1.1400	1.0677
0.3684	14.2414	826	1.1548	0.1536	1.1548	1.0746
0.3684	14.2759	828	1.1176	0.2087	1.1176	1.0572
0.3684	14.3103	830	1.0593	0.2363	1.0593	1.0292
0.3684	14.3448	832	0.9963	0.2072	0.9963	0.9981
0.3684	14.3793	834	0.9504	0.2130	0.9504	0.9749
0.3684	14.4138	836	0.9404	0.2290	0.9404	0.9698
0.3684	14.4483	838	0.9306	0.2448	0.9306	0.9647
0.3684	14.4828	840	0.9261	0.2290	0.9261	0.9623
0.3684	14.5172	842	0.9335	0.2392	0.9335	0.9662
0.3684	14.5517	844	0.9684	0.2072	0.9684	0.9840
0.3684	14.5862	846	0.9941	0.2669	0.9941	0.9970
0.3684	14.6207	848	1.0043	0.2669	1.0043	1.0021
0.3684	14.6552	850	1.0340	0.3072	1.0340	1.0169
0.3684	14.6897	852	1.0468	0.3171	1.0468	1.0232
0.3684	14.7241	854	1.0320	0.2263	1.0320	1.0159
0.3684	14.7586	856	1.0143	0.1645	1.0143	1.0071
0.3684	14.7931	858	1.0236	0.1645	1.0236	1.0117
0.3684	14.8276	860	1.0567	0.1315	1.0567	1.0280
0.3684	14.8621	862	1.0742	0.1315	1.0742	1.0364
0.3684	14.8966	864	1.0990	0.1315	1.0990	1.0483
0.3684	14.9310	866	1.1239	0.1148	1.1239	1.0602
0.3684	14.9655	868	1.1541	0.1053	1.1541	1.0743
0.3684	15.0	870	1.1736	0.1053	1.1736	1.0833
0.3684	15.0345	872	1.1840	0.1379	1.1840	1.0881
0.3684	15.0690	874	1.1356	0.1148	1.1356	1.0657
0.3684	15.1034	876	1.0762	0.1315	1.0762	1.0374
0.3684	15.1379	878	1.0692	0.1747	1.0692	1.0340
0.3684	15.1724	880	1.0717	0.1315	1.0717	1.0353
0.3684	15.2069	882	1.0912	0.1315	1.0912	1.0446
0.3684	15.2414	884	1.0920	0.1641	1.0920	1.0450
0.3684	15.2759	886	1.0513	0.1952	1.0513	1.0253
0.3684	15.3103	888	0.9950	0.2072	0.9950	0.9975
0.3684	15.3448	890	0.9611	0.2072	0.9611	0.9803
0.3684	15.3793	892	0.9530	0.2392	0.9530	0.9762
0.3684	15.4138	894	0.9455	0.2551	0.9455	0.9724
0.3684	15.4483	896	0.9421	0.2551	0.9421	0.9706
0.3684	15.4828	898	0.9600	0.2233	0.9600	0.9798
0.3684	15.5172	900	1.0117	0.1315	1.0117	1.0058
0.3684	15.5517	902	1.0762	0.1952	1.0762	1.0374
0.3684	15.5862	904	1.1250	0.2484	1.1250	1.0607
0.3684	15.6207	906	1.1246	0.2633	1.1246	1.0605
0.3684	15.6552	908	1.0678	0.1952	1.0678	1.0334
0.3684	15.6897	910	1.0290	0.1952	1.0290	1.0144
0.3684	15.7241	912	1.0154	0.1952	1.0154	1.0077
0.3684	15.7586	914	0.9934	0.2363	0.9934	0.9967
0.3684	15.7931	916	0.9554	0.2392	0.9554	0.9775
0.3684	15.8276	918	0.9443	0.2392	0.9443	0.9717
0.3684	15.8621	920	0.9750	0.2072	0.9750	0.9874
0.3684	15.8966	922	1.0090	0.2072	1.0090	1.0045
0.3684	15.9310	924	1.0721	0.1952	1.0721	1.0354
0.3684	15.9655	926	1.1421	0.1795	1.1421	1.0687
0.3684	16.0	928	1.1742	0.1795	1.1742	1.0836
0.3684	16.0345	930	1.1584	0.1795	1.1584	1.0763
0.3684	16.0690	932	1.1125	0.1315	1.1125	1.0547
0.3684	16.1034	934	1.0655	0.1747	1.0655	1.0322
0.3684	16.1379	936	1.0260	0.2072	1.0260	1.0129
0.3684	16.1724	938	0.9984	0.2072	0.9984	0.9992
0.3684	16.2069	940	0.9839	0.2072	0.9839	0.9919
0.3684	16.2414	942	0.9838	0.2072	0.9838	0.9919
0.3684	16.2759	944	1.0034	0.2072	1.0034	1.0017
0.3684	16.3103	946	1.0371	0.1952	1.0371	1.0184
0.3684	16.3448	948	1.0653	0.1952	1.0653	1.0322
0.3684	16.3793	950	1.0776	0.1795	1.0776	1.0381
0.3684	16.4138	952	1.0456	0.1952	1.0456	1.0226
0.3684	16.4483	954	1.0010	0.2669	1.0010	1.0005
0.3684	16.4828	956	0.9678	0.2669	0.9678	0.9838
0.3684	16.5172	958	0.9535	0.2669	0.9535	0.9765
0.3684	16.5517	960	0.9577	0.2669	0.9577	0.9786
0.3684	16.5862	962	0.9753	0.2669	0.9753	0.9876
0.3684	16.6207	964	0.9754	0.2669	0.9754	0.9876
0.3684	16.6552	966	0.9675	0.2669	0.9675	0.9836
0.3684	16.6897	968	0.9667	0.2669	0.9667	0.9832
0.3684	16.7241	970	0.9703	0.2669	0.9703	0.9851
0.3684	16.7586	972	0.9725	0.2669	0.9725	0.9861
0.3684	16.7931	974	0.9731	0.2669	0.9731	0.9864
0.3684	16.8276	976	0.9613	0.2072	0.9613	0.9805
0.3684	16.8621	978	0.9689	0.2072	0.9689	0.9843
0.3684	16.8966	980	0.9721	0.2072	0.9721	0.9859
0.3684	16.9310	982	0.9833	0.2072	0.9833	0.9916
0.3684	16.9655	984	0.9825	0.2072	0.9825	0.9912
0.3684	17.0	986	1.0147	0.1961	1.0147	1.0073
0.3684	17.0345	988	1.0289	0.1961	1.0289	1.0144
0.3684	17.0690	990	1.0165	0.1961	1.0165	1.0082
0.3684	17.1034	992	0.9864	0.2072	0.9864	0.9932
0.3684	17.1379	994	0.9753	0.2233	0.9753	0.9876
0.3684	17.1724	996	1.0055	0.2072	1.0055	1.0028
0.3684	17.2069	998	1.0364	0.1645	1.0364	1.0180
0.0657	17.2414	1000	1.0257	0.1645	1.0257	1.0128
0.0657	17.2759	1002	1.0545	0.1961	1.0545	1.0269
0.0657	17.3103	1004	1.0892	0.1961	1.0892	1.0437
0.0657	17.3448	1006	1.0684	0.1961	1.0684	1.0336
0.0657	17.3793	1008	1.0518	0.1961	1.0518	1.0256
0.0657	17.4138	1010	1.0419	0.1645	1.0419	1.0207
0.0657	17.4483	1012	1.0461	0.1645	1.0461	1.0228
0.0657	17.4828	1014	1.0446	0.1645	1.0446	1.0221
0.0657	17.5172	1016	1.0009	0.1645	1.0009	1.0005
0.0657	17.5517	1018	0.9770	0.1645	0.9770	0.9884

Framework versions

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