ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run1_AugV5_k9_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: 1.1004
• Qwk: 0.2409
• Mse: 1.1004
• Rmse: 1.0490

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	0.0625	2	4.4538	-0.0103	4.4538	2.1104
No log	0.125	4	2.6922	0.0104	2.6922	1.6408
No log	0.1875	6	1.9334	0.0062	1.9334	1.3905
No log	0.25	8	1.7630	-0.0366	1.7630	1.3278
No log	0.3125	10	2.3415	-0.0276	2.3415	1.5302
No log	0.375	12	2.2026	-0.0384	2.2026	1.4841
No log	0.4375	14	1.8078	0.1027	1.8078	1.3445
No log	0.5	16	1.8043	0.0814	1.8043	1.3432
No log	0.5625	18	1.6155	0.1481	1.6155	1.2710
No log	0.625	20	1.3380	0.1809	1.3380	1.1567
No log	0.6875	22	1.4460	0.0714	1.4460	1.2025
No log	0.75	24	1.5060	0.0038	1.5060	1.2272
No log	0.8125	26	1.5073	0.0688	1.5073	1.2277
No log	0.875	28	1.4756	0.1694	1.4756	1.2147
No log	0.9375	30	1.3661	0.2256	1.3661	1.1688
No log	1.0	32	1.1886	0.1904	1.1886	1.0902
No log	1.0625	34	1.2508	0.2108	1.2508	1.1184
No log	1.125	36	1.2204	0.2108	1.2204	1.1047
No log	1.1875	38	1.3880	0.1884	1.3880	1.1781
No log	1.25	40	1.3865	0.1884	1.3865	1.1775
No log	1.3125	42	1.4612	0.2211	1.4612	1.2088
No log	1.375	44	1.4833	0.2292	1.4833	1.2179
No log	1.4375	46	1.4332	0.1588	1.4332	1.1972
No log	1.5	48	1.3220	0.1928	1.3220	1.1498
No log	1.5625	50	1.3051	0.2202	1.3051	1.1424
No log	1.625	52	1.4869	0.2479	1.4869	1.2194
No log	1.6875	54	1.4657	0.2156	1.4657	1.2107
No log	1.75	56	1.2494	0.2690	1.2494	1.1178
No log	1.8125	58	1.1519	0.2191	1.1519	1.0733
No log	1.875	60	1.1000	0.2735	1.1000	1.0488
No log	1.9375	62	1.2082	0.2149	1.2082	1.0992
No log	2.0	64	1.3082	0.1587	1.3082	1.1438
No log	2.0625	66	1.2589	0.1679	1.2589	1.1220
No log	2.125	68	1.2519	0.1679	1.2519	1.1189
No log	2.1875	70	1.2057	0.2108	1.2057	1.0981
No log	2.25	72	1.3134	0.2237	1.3134	1.1461
No log	2.3125	74	1.5208	0.1420	1.5208	1.2332
No log	2.375	76	1.5472	0.1412	1.5472	1.2439
No log	2.4375	78	1.3284	0.3108	1.3284	1.1526
No log	2.5	80	1.0648	0.3648	1.0648	1.0319
No log	2.5625	82	1.0350	0.3458	1.0350	1.0173
No log	2.625	84	1.1172	0.3404	1.1172	1.0570
No log	2.6875	86	1.3608	0.2270	1.3608	1.1665
No log	2.75	88	1.4004	0.1585	1.4004	1.1834
No log	2.8125	90	1.1846	0.2191	1.1846	1.0884
No log	2.875	92	1.1525	0.3157	1.1525	1.0736
No log	2.9375	94	1.1471	0.3516	1.1471	1.0710
No log	3.0	96	1.1720	0.2964	1.1720	1.0826
No log	3.0625	98	1.2918	0.2904	1.2918	1.1366
No log	3.125	100	1.7015	0.1031	1.7015	1.3044
No log	3.1875	102	1.8243	0.1039	1.8243	1.3507
No log	3.25	104	1.4364	0.2606	1.4364	1.1985
No log	3.3125	106	1.2262	0.2147	1.2262	1.1074
No log	3.375	108	1.2169	0.2052	1.2169	1.1031
No log	3.4375	110	1.2442	0.1866	1.2442	1.1154
No log	3.5	112	1.2201	0.2092	1.2201	1.1046
No log	3.5625	114	1.2246	0.1600	1.2246	1.1066
No log	3.625	116	1.2611	0.1873	1.2611	1.1230
No log	3.6875	118	1.2523	0.1873	1.2523	1.1190
No log	3.75	120	1.2166	0.2322	1.2166	1.1030
No log	3.8125	122	1.1948	0.2481	1.1948	1.0931
No log	3.875	124	1.1679	0.2528	1.1679	1.0807
No log	3.9375	126	1.3048	0.2540	1.3048	1.1423
No log	4.0	128	1.3666	0.2522	1.3666	1.1690
No log	4.0625	130	1.1912	0.2424	1.1912	1.0914
No log	4.125	132	1.2343	0.2983	1.2343	1.1110
No log	4.1875	134	1.3579	0.2737	1.3579	1.1653
No log	4.25	136	1.2391	0.3061	1.2391	1.1131
No log	4.3125	138	1.1379	0.2850	1.1379	1.0667
No log	4.375	140	1.2831	0.3026	1.2831	1.1328
No log	4.4375	142	1.2338	0.2788	1.2338	1.1108
No log	4.5	144	1.0923	0.2745	1.0923	1.0451
No log	4.5625	146	1.0957	0.2723	1.0957	1.0467
No log	4.625	148	1.0839	0.3168	1.0839	1.0411
No log	4.6875	150	1.1295	0.2785	1.1295	1.0628
No log	4.75	152	1.1802	0.3059	1.1802	1.0864
No log	4.8125	154	1.1805	0.3719	1.1805	1.0865
No log	4.875	156	1.1094	0.3205	1.1094	1.0533
No log	4.9375	158	1.1046	0.3483	1.1046	1.0510
No log	5.0	160	1.1823	0.2815	1.1823	1.0873
No log	5.0625	162	1.2020	0.2815	1.2020	1.0964
No log	5.125	164	1.1489	0.3753	1.1489	1.0719
No log	5.1875	166	1.1370	0.3195	1.1370	1.0663
No log	5.25	168	1.1205	0.2369	1.1205	1.0585
No log	5.3125	170	1.1311	0.2043	1.1311	1.0635
No log	5.375	172	1.1566	0.2864	1.1566	1.0754
No log	5.4375	174	1.2596	0.2417	1.2596	1.1223
No log	5.5	176	1.3080	0.2788	1.3080	1.1437
No log	5.5625	178	1.2008	0.2556	1.2008	1.0958
No log	5.625	180	1.1997	0.2552	1.1997	1.0953
No log	5.6875	182	1.2173	0.2391	1.2173	1.1033
No log	5.75	184	1.1604	0.2254	1.1604	1.0772
No log	5.8125	186	1.2182	0.2403	1.2182	1.1037
No log	5.875	188	1.3130	0.2570	1.3130	1.1458
No log	5.9375	190	1.2209	0.2366	1.2209	1.1049
No log	6.0	192	1.1293	0.2629	1.1293	1.0627
No log	6.0625	194	1.1491	0.2481	1.1491	1.0719
No log	6.125	196	1.1500	0.2352	1.1500	1.0724
No log	6.1875	198	1.1447	0.2599	1.1447	1.0699
No log	6.25	200	1.2220	0.2159	1.2220	1.1054
No log	6.3125	202	1.2415	0.2770	1.2415	1.1142
No log	6.375	204	1.1767	0.3034	1.1767	1.0848
No log	6.4375	206	1.1673	0.2546	1.1673	1.0804
No log	6.5	208	1.2405	0.2901	1.2405	1.1138
No log	6.5625	210	1.2619	0.2832	1.2619	1.1233
No log	6.625	212	1.1575	0.2633	1.1575	1.0759
No log	6.6875	214	1.1125	0.2850	1.1125	1.0548
No log	6.75	216	1.1069	0.3066	1.1069	1.0521
No log	6.8125	218	1.1100	0.3237	1.1100	1.0536
No log	6.875	220	1.1618	0.2632	1.1618	1.0779
No log	6.9375	222	1.3008	0.2191	1.3008	1.1405
No log	7.0	224	1.4031	0.2105	1.4031	1.1845
No log	7.0625	226	1.2922	0.2424	1.2922	1.1368
No log	7.125	228	1.1552	0.2733	1.1552	1.0748
No log	7.1875	230	1.1135	0.2100	1.1135	1.0552
No log	7.25	232	1.1151	0.2100	1.1151	1.0560
No log	7.3125	234	1.1327	0.2579	1.1327	1.0643
No log	7.375	236	1.1808	0.3356	1.1808	1.0866
No log	7.4375	238	1.2288	0.3409	1.2288	1.1085
No log	7.5	240	1.2524	0.3452	1.2524	1.1191
No log	7.5625	242	1.1475	0.3199	1.1475	1.0712
No log	7.625	244	1.1013	0.2374	1.1013	1.0494
No log	7.6875	246	1.1050	0.2903	1.1050	1.0512
No log	7.75	248	1.1402	0.2489	1.1402	1.0678
No log	7.8125	250	1.2248	0.2602	1.2248	1.1067
No log	7.875	252	1.2100	0.2159	1.2100	1.1000
No log	7.9375	254	1.1874	0.2065	1.1874	1.0897
No log	8.0	256	1.1606	0.2892	1.1606	1.0773
No log	8.0625	258	1.1453	0.2892	1.1453	1.0702
No log	8.125	260	1.1549	0.1959	1.1549	1.0746
No log	8.1875	262	1.2135	0.2115	1.2135	1.1016
No log	8.25	264	1.2259	0.1779	1.2259	1.1072
No log	8.3125	266	1.1736	0.2402	1.1736	1.0833
No log	8.375	268	1.1606	0.2253	1.1606	1.0773
No log	8.4375	270	1.1848	0.2843	1.1848	1.0885
No log	8.5	272	1.2178	0.2544	1.2178	1.1035
No log	8.5625	274	1.2369	0.2593	1.2369	1.1122
No log	8.625	276	1.2162	0.3010	1.2162	1.1028
No log	8.6875	278	1.1767	0.2534	1.1767	1.0848
No log	8.75	280	1.1706	0.1617	1.1706	1.0820
No log	8.8125	282	1.1829	0.1617	1.1829	1.0876
No log	8.875	284	1.1909	0.2363	1.1909	1.0913
No log	8.9375	286	1.2537	0.2901	1.2537	1.1197
No log	9.0	288	1.2210	0.2284	1.2210	1.1050
No log	9.0625	290	1.1385	0.2474	1.1385	1.0670
No log	9.125	292	1.1077	0.1890	1.1077	1.0525
No log	9.1875	294	1.0985	0.2347	1.0985	1.0481
No log	9.25	296	1.0855	0.2528	1.0855	1.0419
No log	9.3125	298	1.0705	0.2793	1.0705	1.0347
No log	9.375	300	1.0799	0.3513	1.0799	1.0392
No log	9.4375	302	1.0777	0.3427	1.0777	1.0381
No log	9.5	304	1.0751	0.2628	1.0751	1.0369
No log	9.5625	306	1.0939	0.2083	1.0939	1.0459
No log	9.625	308	1.1108	0.2083	1.1108	1.0540
No log	9.6875	310	1.1672	0.2786	1.1672	1.0804
No log	9.75	312	1.1814	0.2786	1.1814	1.0869
No log	9.8125	314	1.1337	0.2092	1.1337	1.0647
No log	9.875	316	1.1304	0.2187	1.1304	1.0632
No log	9.9375	318	1.1334	0.2763	1.1334	1.0646
No log	10.0	320	1.1263	0.2360	1.1263	1.0613
No log	10.0625	322	1.1275	0.2200	1.1275	1.0618
No log	10.125	324	1.1376	0.3095	1.1376	1.0666
No log	10.1875	326	1.1609	0.3283	1.1609	1.0774
No log	10.25	328	1.2306	0.2180	1.2306	1.1093
No log	10.3125	330	1.2120	0.2040	1.2120	1.1009
No log	10.375	332	1.1465	0.3159	1.1465	1.0708
No log	10.4375	334	1.1381	0.2135	1.1381	1.0668
No log	10.5	336	1.1493	0.2241	1.1493	1.0721
No log	10.5625	338	1.1785	0.2016	1.1785	1.0856
No log	10.625	340	1.2533	0.2467	1.2533	1.1195
No log	10.6875	342	1.2290	0.1990	1.2290	1.1086
No log	10.75	344	1.2081	0.1540	1.2081	1.0992
No log	10.8125	346	1.1512	0.1433	1.1512	1.0730
No log	10.875	348	1.1393	0.2300	1.1393	1.0674
No log	10.9375	350	1.1406	0.2574	1.1406	1.0680
No log	11.0	352	1.1347	0.2468	1.1347	1.0652
No log	11.0625	354	1.1404	0.2253	1.1404	1.0679
No log	11.125	356	1.1965	0.2637	1.1965	1.0938
No log	11.1875	358	1.1854	0.2544	1.1854	1.0888
No log	11.25	360	1.1216	0.2647	1.1216	1.0590
No log	11.3125	362	1.0981	0.2355	1.0981	1.0479
No log	11.375	364	1.1000	0.1903	1.1000	1.0488
No log	11.4375	366	1.1269	0.3411	1.1269	1.0616
No log	11.5	368	1.1228	0.3411	1.1228	1.0596
No log	11.5625	370	1.1364	0.2618	1.1364	1.0660
No log	11.625	372	1.1093	0.3411	1.1093	1.0532
No log	11.6875	374	1.1059	0.3704	1.1059	1.0516
No log	11.75	376	1.1100	0.3418	1.1100	1.0536
No log	11.8125	378	1.0805	0.3626	1.0805	1.0395
No log	11.875	380	1.0740	0.3108	1.0740	1.0363
No log	11.9375	382	1.0677	0.2147	1.0677	1.0333
No log	12.0	384	1.0699	0.2147	1.0699	1.0344
No log	12.0625	386	1.0917	0.3174	1.0917	1.0449
No log	12.125	388	1.2056	0.3144	1.2056	1.0980
No log	12.1875	390	1.2578	0.2498	1.2578	1.1215
No log	12.25	392	1.1681	0.3237	1.1681	1.0808
No log	12.3125	394	1.0962	0.3108	1.0962	1.0470
No log	12.375	396	1.0919	0.1859	1.0919	1.0450
No log	12.4375	398	1.1050	0.1859	1.1050	1.0512
No log	12.5	400	1.1120	0.1477	1.1120	1.0545
No log	12.5625	402	1.1336	0.2914	1.1336	1.0647
No log	12.625	404	1.1742	0.3418	1.1742	1.0836
No log	12.6875	406	1.2450	0.3078	1.2450	1.1158
No log	12.75	408	1.3185	0.2644	1.3185	1.1483
No log	12.8125	410	1.3229	0.2644	1.3229	1.1502
No log	12.875	412	1.2243	0.2461	1.2243	1.1065
No log	12.9375	414	1.1525	0.2146	1.1525	1.0736
No log	13.0	416	1.1759	0.1509	1.1759	1.0844
No log	13.0625	418	1.1802	0.1705	1.1802	1.0864
No log	13.125	420	1.1636	0.1849	1.1636	1.0787
No log	13.1875	422	1.1796	0.2647	1.1796	1.0861
No log	13.25	424	1.2429	0.2544	1.2429	1.1149
No log	13.3125	426	1.2776	0.3006	1.2776	1.1303
No log	13.375	428	1.2183	0.2920	1.2183	1.1038
No log	13.4375	430	1.1312	0.2941	1.1312	1.0636
No log	13.5	432	1.1009	0.2401	1.1009	1.0492
No log	13.5625	434	1.0929	0.2503	1.0929	1.0454
No log	13.625	436	1.0788	0.2401	1.0788	1.0386
No log	13.6875	438	1.0917	0.2665	1.0917	1.0448
No log	13.75	440	1.2108	0.2890	1.2108	1.1004
No log	13.8125	442	1.3283	0.2377	1.3283	1.1525
No log	13.875	444	1.3164	0.2377	1.3164	1.1473
No log	13.9375	446	1.2180	0.2890	1.2180	1.1036
No log	14.0	448	1.0970	0.3110	1.0970	1.0474
No log	14.0625	450	1.0563	0.2871	1.0563	1.0277
No log	14.125	452	1.0467	0.2966	1.0467	1.0231
No log	14.1875	454	1.0581	0.3062	1.0581	1.0286
No log	14.25	456	1.1194	0.3601	1.1194	1.0580
No log	14.3125	458	1.1711	0.3280	1.1711	1.0822
No log	14.375	460	1.1778	0.3280	1.1778	1.0853
No log	14.4375	462	1.1796	0.3280	1.1796	1.0861
No log	14.5	464	1.1970	0.3188	1.1970	1.0941
No log	14.5625	466	1.2067	0.3508	1.2067	1.0985
No log	14.625	468	1.1836	0.2718	1.1836	1.0879
No log	14.6875	470	1.1651	0.2021	1.1651	1.0794
No log	14.75	472	1.1707	0.2210	1.1707	1.0820
No log	14.8125	474	1.1887	0.2012	1.1887	1.0903
No log	14.875	476	1.2340	0.3059	1.2340	1.1108
No log	14.9375	478	1.2920	0.2963	1.2920	1.1367
No log	15.0	480	1.3196	0.2141	1.3196	1.1488
No log	15.0625	482	1.3247	0.2229	1.3247	1.1509
No log	15.125	484	1.2497	0.2766	1.2497	1.1179
No log	15.1875	486	1.1718	0.2864	1.1718	1.0825
No log	15.25	488	1.1479	0.2100	1.1479	1.0714
No log	15.3125	490	1.1546	0.3066	1.1546	1.0745
No log	15.375	492	1.1896	0.2515	1.1896	1.0907
No log	15.4375	494	1.2051	0.2319	1.2051	1.0978
No log	15.5	496	1.2233	0.1975	1.2233	1.1061
No log	15.5625	498	1.2204	0.2319	1.2204	1.1047
0.2841	15.625	500	1.2401	0.1975	1.2401	1.1136
0.2841	15.6875	502	1.2080	0.2864	1.2080	1.0991
0.2841	15.75	504	1.1777	0.2694	1.1777	1.0852
0.2841	15.8125	506	1.1737	0.2296	1.1737	1.0834
0.2841	15.875	508	1.1840	0.3066	1.1840	1.0881
0.2841	15.9375	510	1.2307	0.2311	1.2307	1.1094
0.2841	16.0	512	1.2953	0.1913	1.2953	1.1381
0.2841	16.0625	514	1.2998	0.1913	1.2998	1.1401
0.2841	16.125	516	1.2431	0.2549	1.2431	1.1149
0.2841	16.1875	518	1.1629	0.3294	1.1629	1.0784
0.2841	16.25	520	1.1054	0.2409	1.1054	1.0514
0.2841	16.3125	522	1.0907	0.2409	1.0907	1.0444
0.2841	16.375	524	1.0993	0.3529	1.0993	1.0485
0.2841	16.4375	526	1.1348	0.3287	1.1348	1.0653
0.2841	16.5	528	1.1621	0.4020	1.1621	1.0780
0.2841	16.5625	530	1.1327	0.3655	1.1327	1.0643
0.2841	16.625	532	1.1061	0.2777	1.1061	1.0517
0.2841	16.6875	534	1.0773	0.2647	1.0773	1.0379
0.2841	16.75	536	1.0685	0.2843	1.0685	1.0337
0.2841	16.8125	538	1.0777	0.2658	1.0777	1.0381
0.2841	16.875	540	1.0860	0.2773	1.0860	1.0421
0.2841	16.9375	542	1.1160	0.2943	1.1160	1.0564
0.2841	17.0	544	1.1572	0.2699	1.1572	1.0757
0.2841	17.0625	546	1.1939	0.2964	1.1939	1.0927
0.2841	17.125	548	1.1921	0.3701	1.1921	1.0919
0.2841	17.1875	550	1.1322	0.3655	1.1322	1.0640
0.2841	17.25	552	1.0737	0.2843	1.0737	1.0362
0.2841	17.3125	554	1.0394	0.2864	1.0394	1.0195
0.2841	17.375	556	1.0317	0.2967	1.0317	1.0157
0.2841	17.4375	558	1.0220	0.2864	1.0220	1.0109
0.2841	17.5	560	1.0143	0.2662	1.0143	1.0071
0.2841	17.5625	562	1.0321	0.3390	1.0321	1.0159
0.2841	17.625	564	1.0494	0.3572	1.0494	1.0244
0.2841	17.6875	566	1.0441	0.3765	1.0441	1.0218
0.2841	17.75	568	1.0327	0.3013	1.0327	1.0162
0.2841	17.8125	570	1.0272	0.3111	1.0272	1.0135
0.2841	17.875	572	1.0425	0.2271	1.0425	1.0210
0.2841	17.9375	574	1.0428	0.2658	1.0428	1.0212
0.2841	18.0	576	1.0322	0.3042	1.0322	1.0160
0.2841	18.0625	578	1.0344	0.2662	1.0344	1.0171
0.2841	18.125	580	1.0650	0.2941	1.0650	1.0320
0.2841	18.1875	582	1.0786	0.3472	1.0786	1.0386
0.2841	18.25	584	1.0694	0.2864	1.0694	1.0341
0.2841	18.3125	586	1.0679	0.3263	1.0679	1.0334
0.2841	18.375	588	1.0620	0.2562	1.0620	1.0305
0.2841	18.4375	590	1.0599	0.2939	1.0599	1.0295
0.2841	18.5	592	1.0643	0.2939	1.0643	1.0317
0.2841	18.5625	594	1.0765	0.3866	1.0765	1.0376
0.2841	18.625	596	1.0982	0.2963	1.0982	1.0479
0.2841	18.6875	598	1.1407	0.3981	1.1407	1.0680
0.2841	18.75	600	1.1650	0.3330	1.1650	1.0794
0.2841	18.8125	602	1.1583	0.3347	1.1583	1.0762
0.2841	18.875	604	1.1116	0.3942	1.1116	1.0543
0.2841	18.9375	606	1.0532	0.3230	1.0532	1.0262
0.2841	19.0	608	1.0323	0.2915	1.0323	1.0160
0.2841	19.0625	610	1.0194	0.2991	1.0194	1.0097
0.2841	19.125	612	1.0161	0.3557	1.0161	1.0080
0.2841	19.1875	614	1.0176	0.3603	1.0176	1.0088
0.2841	19.25	616	1.0323	0.3603	1.0323	1.0160
0.2841	19.3125	618	1.0506	0.3848	1.0506	1.0250
0.2841	19.375	620	1.0466	0.3704	1.0466	1.0230
0.2841	19.4375	622	1.0090	0.3762	1.0090	1.0045
0.2841	19.5	624	0.9879	0.3615	0.9879	0.9940
0.2841	19.5625	626	0.9882	0.3570	0.9882	0.9941
0.2841	19.625	628	1.0080	0.3527	1.0080	1.0040
0.2841	19.6875	630	1.0362	0.3902	1.0362	1.0179
0.2841	19.75	632	1.0508	0.3806	1.0508	1.0251
0.2841	19.8125	634	1.0515	0.3806	1.0515	1.0254
0.2841	19.875	636	1.0425	0.3855	1.0425	1.0210
0.2841	19.9375	638	1.0323	0.3066	1.0323	1.0160
0.2841	20.0	640	1.0457	0.3421	1.0457	1.0226
0.2841	20.0625	642	1.0689	0.3163	1.0689	1.0339
0.2841	20.125	644	1.0728	0.2515	1.0728	1.0358
0.2841	20.1875	646	1.0651	0.3356	1.0651	1.0320
0.2841	20.25	648	1.0654	0.2887	1.0654	1.0322
0.2841	20.3125	650	1.0695	0.3201	1.0695	1.0342
0.2841	20.375	652	1.0609	0.2887	1.0609	1.0300
0.2841	20.4375	654	1.0541	0.2782	1.0541	1.0267
0.2841	20.5	656	1.0666	0.2614	1.0666	1.0328
0.2841	20.5625	658	1.1041	0.3036	1.1041	1.0508
0.2841	20.625	660	1.0905	0.3133	1.0905	1.0443
0.2841	20.6875	662	1.0742	0.2965	1.0742	1.0364
0.2841	20.75	664	1.0645	0.2409	1.0645	1.0318
0.2841	20.8125	666	1.0702	0.2509	1.0702	1.0345
0.2841	20.875	668	1.0815	0.2792	1.0815	1.0400
0.2841	20.9375	670	1.0849	0.2503	1.0849	1.0416
0.2841	21.0	672	1.0880	0.2199	1.0880	1.0431
0.2841	21.0625	674	1.0954	0.2255	1.0954	1.0466
0.2841	21.125	676	1.0988	0.2255	1.0988	1.0482
0.2841	21.1875	678	1.0929	0.1995	1.0929	1.0454
0.2841	21.25	680	1.0939	0.2100	1.0939	1.0459
0.2841	21.3125	682	1.1198	0.2265	1.1198	1.0582
0.2841	21.375	684	1.1615	0.3011	1.1615	1.0777
0.2841	21.4375	686	1.1859	0.2986	1.1859	1.0890
0.2841	21.5	688	1.1428	0.2319	1.1428	1.0690
0.2841	21.5625	690	1.1045	0.2156	1.1045	1.0510
0.2841	21.625	692	1.0947	0.2048	1.0947	1.0463
0.2841	21.6875	694	1.0764	0.2242	1.0764	1.0375
0.2841	21.75	696	1.0653	0.2242	1.0653	1.0322
0.2841	21.8125	698	1.0461	0.2145	1.0461	1.0228
0.2841	21.875	700	1.0274	0.2509	1.0274	1.0136
0.2841	21.9375	702	1.0156	0.2887	1.0156	1.0078
0.2841	22.0	704	1.0083	0.2731	1.0083	1.0041
0.2841	22.0625	706	1.0073	0.2731	1.0073	1.0037
0.2841	22.125	708	1.0109	0.2731	1.0109	1.0054
0.2841	22.1875	710	1.0214	0.3299	1.0214	1.0107
0.2841	22.25	712	1.0547	0.3411	1.0547	1.0270
0.2841	22.3125	714	1.0668	0.4094	1.0668	1.0329
0.2841	22.375	716	1.0515	0.3411	1.0515	1.0254
0.2841	22.4375	718	1.0445	0.2814	1.0445	1.0220
0.2841	22.5	720	1.0477	0.2814	1.0477	1.0236
0.2841	22.5625	722	1.0559	0.2814	1.0559	1.0276
0.2841	22.625	724	1.0746	0.2864	1.0746	1.0366
0.2841	22.6875	726	1.1059	0.3373	1.1059	1.0516
0.2841	22.75	728	1.1222	0.3036	1.1222	1.0594
0.2841	22.8125	730	1.1059	0.3373	1.1059	1.0516
0.2841	22.875	732	1.0669	0.2941	1.0669	1.0329
0.2841	22.9375	734	1.0503	0.2763	1.0503	1.0248
0.2841	23.0	736	1.0462	0.2920	1.0462	1.0228
0.2841	23.0625	738	1.0489	0.2595	1.0489	1.0242
0.2841	23.125	740	1.0317	0.2512	1.0317	1.0157
0.2841	23.1875	742	1.0144	0.2968	1.0144	1.0072
0.2841	23.25	744	1.0235	0.3427	1.0235	1.0117
0.2841	23.3125	746	1.0543	0.3797	1.0543	1.0268
0.2841	23.375	748	1.0762	0.3841	1.0762	1.0374
0.2841	23.4375	750	1.0567	0.3394	1.0567	1.0279
0.2841	23.5	752	1.0274	0.3195	1.0274	1.0136
0.2841	23.5625	754	1.0222	0.1995	1.0222	1.0110
0.2841	23.625	756	1.0260	0.2360	1.0260	1.0129
0.2841	23.6875	758	1.0346	0.2464	1.0346	1.0172
0.2841	23.75	760	1.0448	0.2001	1.0448	1.0221
0.2841	23.8125	762	1.0664	0.3310	1.0664	1.0327
0.2841	23.875	764	1.0742	0.3310	1.0742	1.0364
0.2841	23.9375	766	1.0908	0.3373	1.0908	1.0444
0.2841	24.0	768	1.1152	0.3897	1.1152	1.0560
0.2841	24.0625	770	1.0954	0.3310	1.0954	1.0466
0.2841	24.125	772	1.0880	0.3310	1.0880	1.0431
0.2841	24.1875	774	1.0710	0.3263	1.0710	1.0349
0.2841	24.25	776	1.0587	0.2155	1.0587	1.0289
0.2841	24.3125	778	1.0560	0.2155	1.0560	1.0276
0.2841	24.375	780	1.0608	0.2314	1.0608	1.0300
0.2841	24.4375	782	1.0769	0.3347	1.0769	1.0377
0.2841	24.5	784	1.1121	0.3891	1.1121	1.0545
0.2841	24.5625	786	1.1217	0.3891	1.1217	1.0591
0.2841	24.625	788	1.1136	0.3891	1.1136	1.0553
0.2841	24.6875	790	1.0674	0.3365	1.0674	1.0331
0.2841	24.75	792	1.0377	0.2255	1.0377	1.0187
0.2841	24.8125	794	1.0314	0.2556	1.0314	1.0156
0.2841	24.875	796	1.0316	0.3066	1.0316	1.0157
0.2841	24.9375	798	1.0358	0.3527	1.0358	1.0177
0.2841	25.0	800	1.0325	0.3318	1.0325	1.0161
0.2841	25.0625	802	1.0439	0.3671	1.0439	1.0217
0.2841	25.125	804	1.0638	0.3614	1.0638	1.0314
0.2841	25.1875	806	1.0728	0.3614	1.0728	1.0358
0.2841	25.25	808	1.0753	0.3614	1.0753	1.0370
0.2841	25.3125	810	1.0833	0.4036	1.0833	1.0408
0.2841	25.375	812	1.0748	0.4036	1.0748	1.0367
0.2841	25.4375	814	1.0668	0.4036	1.0668	1.0329
0.2841	25.5	816	1.0760	0.3937	1.0760	1.0373
0.2841	25.5625	818	1.0852	0.3937	1.0852	1.0417
0.2841	25.625	820	1.0660	0.3937	1.0660	1.0325
0.2841	25.6875	822	1.0386	0.3704	1.0386	1.0191
0.2841	25.75	824	1.0163	0.3806	1.0163	1.0081
0.2841	25.8125	826	1.0015	0.3216	1.0015	1.0008
0.2841	25.875	828	1.0058	0.3263	1.0058	1.0029
0.2841	25.9375	830	1.0080	0.3216	1.0080	1.0040
0.2841	26.0	832	1.0135	0.3216	1.0135	1.0067
0.2841	26.0625	834	1.0280	0.3365	1.0280	1.0139
0.2841	26.125	836	1.0334	0.3216	1.0334	1.0166
0.2841	26.1875	838	1.0274	0.2814	1.0274	1.0136
0.2841	26.25	840	1.0242	0.2939	1.0242	1.0120
0.2841	26.3125	842	1.0248	0.2662	1.0248	1.0123
0.2841	26.375	844	1.0285	0.3216	1.0285	1.0141
0.2841	26.4375	846	1.0268	0.3216	1.0268	1.0133
0.2841	26.5	848	1.0364	0.3615	1.0364	1.0180
0.2841	26.5625	850	1.0748	0.3902	1.0748	1.0367
0.2841	26.625	852	1.1060	0.3381	1.1060	1.0517
0.2841	26.6875	854	1.1072	0.3381	1.1072	1.0523
0.2841	26.75	856	1.1228	0.3011	1.1228	1.0596
0.2841	26.8125	858	1.1226	0.3210	1.1226	1.0595
0.2841	26.875	860	1.0950	0.2199	1.0950	1.0464
0.2841	26.9375	862	1.0880	0.2143	1.0880	1.0431
0.2841	27.0	864	1.0925	0.2086	1.0925	1.0452
0.2841	27.0625	866	1.0931	0.2086	1.0931	1.0455
0.2841	27.125	868	1.0842	0.2464	1.0842	1.0412
0.2841	27.1875	870	1.0830	0.2199	1.0830	1.0407
0.2841	27.25	872	1.0985	0.2562	1.0985	1.0481
0.2841	27.3125	874	1.1119	0.3115	1.1119	1.0545
0.2841	27.375	876	1.1073	0.3115	1.1073	1.0523
0.2841	27.4375	878	1.1081	0.3014	1.1081	1.0527
0.2841	27.5	880	1.0860	0.2255	1.0860	1.0421
0.2841	27.5625	882	1.0804	0.2255	1.0804	1.0394
0.2841	27.625	884	1.0749	0.2145	1.0749	1.0368
0.2841	27.6875	886	1.0730	0.2100	1.0730	1.0358
0.2841	27.75	888	1.0697	0.2464	1.0697	1.0343
0.2841	27.8125	890	1.0633	0.1995	1.0633	1.0311
0.2841	27.875	892	1.0577	0.2155	1.0577	1.0284
0.2841	27.9375	894	1.0547	0.2053	1.0547	1.0270
0.2841	28.0	896	1.0506	0.2155	1.0506	1.0250
0.2841	28.0625	898	1.0482	0.2155	1.0482	1.0238
0.2841	28.125	900	1.0515	0.2574	1.0515	1.0254
0.2841	28.1875	902	1.0458	0.2199	1.0458	1.0226
0.2841	28.25	904	1.0453	0.2145	1.0453	1.0224
0.2841	28.3125	906	1.0499	0.2145	1.0499	1.0247
0.2841	28.375	908	1.0583	0.2432	1.0583	1.0287
0.2841	28.4375	910	1.0594	0.2145	1.0594	1.0293
0.2841	28.5	912	1.0601	0.2145	1.0601	1.0296
0.2841	28.5625	914	1.0639	0.2145	1.0639	1.0314
0.2841	28.625	916	1.0707	0.2509	1.0707	1.0347
0.2841	28.6875	918	1.0827	0.3066	1.0827	1.0405
0.2841	28.75	920	1.0937	0.3115	1.0937	1.0458
0.2841	28.8125	922	1.1065	0.3014	1.1065	1.0519
0.2841	28.875	924	1.0981	0.3216	1.0981	1.0479
0.2841	28.9375	926	1.0740	0.2255	1.0740	1.0363
0.2841	29.0	928	1.0678	0.2455	1.0678	1.0333
0.2841	29.0625	930	1.0679	0.2455	1.0679	1.0334
0.2841	29.125	932	1.0700	0.2304	1.0700	1.0344
0.2841	29.1875	934	1.0663	0.2408	1.0663	1.0326
0.2841	29.25	936	1.0518	0.2455	1.0518	1.0256
0.2841	29.3125	938	1.0379	0.2610	1.0379	1.0188
0.2841	29.375	940	1.0348	0.2562	1.0348	1.0173
0.2841	29.4375	942	1.0246	0.2662	1.0246	1.0122
0.2841	29.5	944	1.0223	0.2662	1.0223	1.0111
0.2841	29.5625	946	1.0233	0.2562	1.0233	1.0116
0.2841	29.625	948	1.0256	0.2562	1.0256	1.0127
0.2841	29.6875	950	1.0342	0.2864	1.0342	1.0169
0.2841	29.75	952	1.0408	0.3014	1.0408	1.0202
0.2841	29.8125	954	1.0451	0.3328	1.0451	1.0223
0.2841	29.875	956	1.0421	0.3184	1.0421	1.0208
0.2841	29.9375	958	1.0408	0.3184	1.0408	1.0202
0.2841	30.0	960	1.0320	0.3184	1.0320	1.0159
0.2841	30.0625	962	1.0317	0.3184	1.0317	1.0157
0.2841	30.125	964	1.0311	0.3714	1.0311	1.0154
0.2841	30.1875	966	1.0199	0.3184	1.0199	1.0099
0.2841	30.25	968	1.0109	0.2965	1.0109	1.0054
0.2841	30.3125	970	1.0037	0.2662	1.0037	1.0018
0.2841	30.375	972	1.0022	0.3017	1.0022	1.0011
0.2841	30.4375	974	1.0055	0.2471	1.0055	1.0028
0.2841	30.5	976	1.0092	0.2471	1.0092	1.0046
0.2841	30.5625	978	1.0060	0.2416	1.0060	1.0030
0.2841	30.625	980	1.0051	0.2813	1.0051	1.0025
0.2841	30.6875	982	1.0058	0.2455	1.0058	1.0029
0.2841	30.75	984	1.0115	0.2455	1.0115	1.0057
0.2841	30.8125	986	1.0257	0.2662	1.0257	1.0128
0.2841	30.875	988	1.0512	0.2714	1.0512	1.0253
0.2841	30.9375	990	1.0650	0.2714	1.0650	1.0320
0.2841	31.0	992	1.0726	0.2156	1.0726	1.0357
0.2841	31.0625	994	1.0813	0.2355	1.0813	1.0398
0.2841	31.125	996	1.0844	0.2355	1.0844	1.0414
0.2841	31.1875	998	1.0757	0.2455	1.0757	1.0372
0.0576	31.25	1000	1.0709	0.2464	1.0709	1.0348
0.0576	31.3125	1002	1.0737	0.2038	1.0737	1.0362
0.0576	31.375	1004	1.0718	0.2464	1.0718	1.0353
0.0576	31.4375	1006	1.0700	0.2360	1.0700	1.0344
0.0576	31.5	1008	1.0797	0.2355	1.0797	1.0391
0.0576	31.5625	1010	1.1004	0.2409	1.1004	1.0490

Framework versions

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