ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run3_AugV5_k17_task5_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: 1.2529
• Qwk: 0.1106
• Mse: 1.2529
• Rmse: 1.1194

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	0.0247	2	4.0164	-0.0091	4.0164	2.0041
No log	0.0494	4	2.2333	0.0539	2.2333	1.4944
No log	0.0741	6	1.4120	-0.0105	1.4120	1.1883
No log	0.0988	8	1.1329	0.1408	1.1329	1.0644
No log	0.1235	10	1.1933	0.1629	1.1933	1.0924
No log	0.1481	12	1.2556	0.1007	1.2556	1.1205
No log	0.1728	14	1.4114	0.1395	1.4114	1.1880
No log	0.1975	16	1.2368	0.0711	1.2368	1.1121
No log	0.2222	18	1.2707	0.0506	1.2707	1.1272
No log	0.2469	20	1.4874	0.2087	1.4874	1.2196
No log	0.2716	22	1.5623	0.1573	1.5623	1.2499
No log	0.2963	24	1.3050	0.1646	1.3050	1.1424
No log	0.3210	26	1.2040	-0.0308	1.2040	1.0973
No log	0.3457	28	1.3294	0.1896	1.3294	1.1530
No log	0.3704	30	1.2506	0.1495	1.2506	1.1183
No log	0.3951	32	1.1987	0.1095	1.1987	1.0949
No log	0.4198	34	1.2116	0.1319	1.2116	1.1007
No log	0.4444	36	1.2702	0.1437	1.2702	1.1270
No log	0.4691	38	1.1810	0.1071	1.1810	1.0867
No log	0.4938	40	1.1690	0.0692	1.1690	1.0812
No log	0.5185	42	1.3243	0.2710	1.3243	1.1508
No log	0.5432	44	1.4436	0.2245	1.4436	1.2015
No log	0.5679	46	1.2950	0.3208	1.2950	1.1380
No log	0.5926	48	1.3402	0.2689	1.3402	1.1577
No log	0.6173	50	1.2007	0.1829	1.2007	1.0958
No log	0.6420	52	1.1496	0.2322	1.1496	1.0722
No log	0.6667	54	1.1808	0.1822	1.1808	1.0867
No log	0.6914	56	1.2222	0.2595	1.2222	1.1055
No log	0.7160	58	1.2394	0.2938	1.2394	1.1133
No log	0.7407	60	1.2474	0.2056	1.2474	1.1169
No log	0.7654	62	1.7642	0.1510	1.7642	1.3282
No log	0.7901	64	1.5776	0.2442	1.5776	1.2560
No log	0.8148	66	1.1870	0.2574	1.1870	1.0895
No log	0.8395	68	1.2454	0.2682	1.2454	1.1160
No log	0.8642	70	1.3174	0.2137	1.3174	1.1478
No log	0.8889	72	1.1824	0.2844	1.1824	1.0874
No log	0.9136	74	1.2930	0.2317	1.2930	1.1371
No log	0.9383	76	1.2243	0.2140	1.2243	1.1065
No log	0.9630	78	1.2270	0.2487	1.2270	1.1077
No log	0.9877	80	1.1423	0.3382	1.1423	1.0688
No log	1.0123	82	1.1287	0.3328	1.1287	1.0624
No log	1.0370	84	1.1255	0.2349	1.1255	1.0609
No log	1.0617	86	1.0842	0.3506	1.0842	1.0413
No log	1.0864	88	1.0735	0.3859	1.0735	1.0361
No log	1.1111	90	1.1078	0.4298	1.1078	1.0525
No log	1.1358	92	1.3601	0.1869	1.3601	1.1662
No log	1.1605	94	1.4022	0.1869	1.4022	1.1842
No log	1.1852	96	1.2199	0.3062	1.2199	1.1045
No log	1.2099	98	1.1217	0.4859	1.1217	1.0591
No log	1.2346	100	1.1145	0.3811	1.1145	1.0557
No log	1.2593	102	1.1800	0.2857	1.1800	1.0863
No log	1.2840	104	1.0554	0.3182	1.0554	1.0273
No log	1.3086	106	1.0355	0.2740	1.0355	1.0176
No log	1.3333	108	1.0209	0.3008	1.0209	1.0104
No log	1.3580	110	1.0584	0.2228	1.0584	1.0288
No log	1.3827	112	1.1294	0.3778	1.1294	1.0627
No log	1.4074	114	1.1608	0.3778	1.1608	1.0774
No log	1.4321	116	1.1532	0.4032	1.1532	1.0739
No log	1.4568	118	1.1587	0.3860	1.1587	1.0764
No log	1.4815	120	1.2000	0.3454	1.2000	1.0954
No log	1.5062	122	1.1807	0.3860	1.1807	1.0866
No log	1.5309	124	1.1256	0.4007	1.1256	1.0609
No log	1.5556	126	1.1591	0.4253	1.1591	1.0766
No log	1.5802	128	1.2738	0.3254	1.2738	1.1286
No log	1.6049	130	1.3349	0.2745	1.3349	1.1554
No log	1.6296	132	1.2645	0.3485	1.2645	1.1245
No log	1.6543	134	1.3910	0.2647	1.3910	1.1794
No log	1.6790	136	1.3782	0.2696	1.3782	1.1740
No log	1.7037	138	1.2212	0.3965	1.2212	1.1051
No log	1.7284	140	1.2177	0.3936	1.2177	1.1035
No log	1.7531	142	1.3555	0.3454	1.3555	1.1643
No log	1.7778	144	1.3797	0.2460	1.3797	1.1746
No log	1.8025	146	1.1930	0.4285	1.1930	1.0923
No log	1.8272	148	1.2688	0.3471	1.2688	1.1264
No log	1.8519	150	1.4669	0.2262	1.4669	1.2112
No log	1.8765	152	1.4521	0.2216	1.4521	1.2050
No log	1.9012	154	1.3441	0.2456	1.3441	1.1594
No log	1.9259	156	1.1586	0.4009	1.1586	1.0764
No log	1.9506	158	1.2087	0.1921	1.2087	1.0994
No log	1.9753	160	1.1898	0.2974	1.1898	1.0908
No log	2.0	162	1.3833	0.2621	1.3833	1.1761
No log	2.0247	164	1.6426	0.1650	1.6426	1.2816
No log	2.0494	166	1.5307	0.2287	1.5307	1.2372
No log	2.0741	168	1.1315	0.4018	1.1315	1.0637
No log	2.0988	170	1.0204	0.3559	1.0204	1.0101
No log	2.1235	172	0.9964	0.3388	0.9964	0.9982
No log	2.1481	174	1.0119	0.3706	1.0119	1.0059
No log	2.1728	176	1.0177	0.3570	1.0177	1.0088
No log	2.1975	178	1.0041	0.3424	1.0041	1.0020
No log	2.2222	180	0.9573	0.3250	0.9573	0.9784
No log	2.2469	182	1.0053	0.2757	1.0053	1.0026
No log	2.2716	184	1.0105	0.4080	1.0105	1.0052
No log	2.2963	186	1.2086	0.4029	1.2086	1.0994
No log	2.3210	188	1.5983	0.1869	1.5983	1.2642
No log	2.3457	190	1.6122	0.1885	1.6122	1.2697
No log	2.3704	192	1.3027	0.3216	1.3027	1.1413
No log	2.3951	194	1.1715	0.3489	1.1715	1.0824
No log	2.4198	196	1.1714	0.2576	1.1714	1.0823
No log	2.4444	198	1.1323	0.3540	1.1323	1.0641
No log	2.4691	200	1.2525	0.2748	1.2525	1.1191
No log	2.4938	202	1.2912	0.2381	1.2912	1.1363
No log	2.5185	204	1.3399	0.2252	1.3399	1.1576
No log	2.5432	206	1.2379	0.3418	1.2379	1.1126
No log	2.5679	208	1.1728	0.2864	1.1728	1.0830
No log	2.5926	210	1.1920	0.3092	1.1920	1.0918
No log	2.6173	212	1.2462	0.3897	1.2462	1.1163
No log	2.6420	214	1.2708	0.2968	1.2708	1.1273
No log	2.6667	216	1.3066	0.1887	1.3066	1.1431
No log	2.6914	218	1.2101	0.2494	1.2101	1.1001
No log	2.7160	220	1.1374	0.2504	1.1374	1.0665
No log	2.7407	222	1.1282	0.1793	1.1282	1.0622
No log	2.7654	224	1.1230	0.3008	1.1230	1.0597
No log	2.7901	226	1.1373	0.2047	1.1373	1.0664
No log	2.8148	228	1.1545	0.2865	1.1545	1.0745
No log	2.8395	230	1.2163	0.3149	1.2163	1.1028
No log	2.8642	232	1.2504	0.3149	1.2504	1.1182
No log	2.8889	234	1.2226	0.3115	1.2226	1.1057
No log	2.9136	236	1.2037	0.2836	1.2037	1.0971
No log	2.9383	238	1.1826	0.2793	1.1826	1.0875
No log	2.9630	240	1.0742	0.3879	1.0742	1.0365
No log	2.9877	242	1.0400	0.2718	1.0400	1.0198
No log	3.0123	244	1.0585	0.3338	1.0585	1.0288
No log	3.0370	246	1.1946	0.2409	1.1946	1.0930
No log	3.0617	248	1.2533	0.2227	1.2533	1.1195
No log	3.0864	250	1.1565	0.2636	1.1565	1.0754
No log	3.1111	252	0.9983	0.2523	0.9983	0.9991
No log	3.1358	254	0.9757	0.3196	0.9757	0.9878
No log	3.1605	256	0.9979	0.3382	0.9979	0.9989
No log	3.1852	258	0.9562	0.3596	0.9562	0.9779
No log	3.2099	260	1.0494	0.2864	1.0494	1.0244
No log	3.2346	262	1.1561	0.2417	1.1561	1.0752
No log	3.2593	264	1.2218	0.2283	1.2218	1.1054
No log	3.2840	266	1.1597	0.3135	1.1597	1.0769
No log	3.3086	268	1.1667	0.2535	1.1667	1.0801
No log	3.3333	270	1.1037	0.1776	1.1037	1.0506
No log	3.3580	272	1.0907	0.1875	1.0907	1.0444
No log	3.3827	274	1.1880	0.3135	1.1880	1.0900
No log	3.4074	276	1.4413	0.2934	1.4413	1.2005
No log	3.4321	278	1.6148	0.1686	1.6148	1.2707
No log	3.4568	280	1.5450	0.1986	1.5450	1.2430
No log	3.4815	282	1.2750	0.3761	1.2750	1.1292
No log	3.5062	284	1.0540	0.3773	1.0540	1.0267
No log	3.5309	286	1.0058	0.2677	1.0058	1.0029
No log	3.5556	288	1.0309	0.2886	1.0309	1.0153
No log	3.5802	290	1.1002	0.3000	1.1002	1.0489
No log	3.6049	292	1.1214	0.2927	1.1214	1.0590
No log	3.6296	294	1.1804	0.3039	1.1804	1.0865
No log	3.6543	296	1.1825	0.3314	1.1825	1.0874
No log	3.6790	298	1.1938	0.3205	1.1938	1.0926
No log	3.7037	300	1.1483	0.3658	1.1483	1.0716
No log	3.7284	302	1.0423	0.3009	1.0423	1.0209
No log	3.7531	304	1.0447	0.3987	1.0447	1.0221
No log	3.7778	306	1.1203	0.3596	1.1203	1.0585
No log	3.8025	308	1.2012	0.3578	1.2012	1.0960
No log	3.8272	310	1.1486	0.3333	1.1486	1.0717
No log	3.8519	312	1.0526	0.2440	1.0526	1.0260
No log	3.8765	314	1.0807	0.2949	1.0807	1.0396
No log	3.9012	316	1.1809	0.3381	1.1809	1.0867
No log	3.9259	318	1.2262	0.3381	1.2262	1.1073
No log	3.9506	320	1.1522	0.2898	1.1522	1.0734
No log	3.9753	322	1.0732	0.2898	1.0732	1.0360
No log	4.0	324	1.0335	0.2887	1.0335	1.0166
No log	4.0247	326	1.0192	0.2122	1.0192	1.0095
No log	4.0494	328	1.0254	0.2336	1.0254	1.0126
No log	4.0741	330	1.0622	0.1658	1.0622	1.0306
No log	4.0988	332	1.0624	0.1322	1.0623	1.0307
No log	4.1235	334	1.0463	0.1625	1.0463	1.0229
No log	4.1481	336	1.0639	0.1803	1.0639	1.0315
No log	4.1728	338	1.0579	0.2276	1.0579	1.0286
No log	4.1975	340	1.0721	0.2408	1.0721	1.0354
No log	4.2222	342	1.1244	0.2333	1.1244	1.0604
No log	4.2469	344	1.2952	0.3023	1.2952	1.1381
No log	4.2716	346	1.3418	0.2935	1.3418	1.1584
No log	4.2963	348	1.3047	0.3023	1.3047	1.1422
No log	4.3210	350	1.2389	0.3115	1.2389	1.1131
No log	4.3457	352	1.1963	0.1852	1.1963	1.0938
No log	4.3704	354	1.2416	0.3115	1.2416	1.1143
No log	4.3951	356	1.2084	0.2857	1.2084	1.0993
No log	4.4198	358	1.1871	0.2252	1.1871	1.0895
No log	4.4444	360	1.1996	0.1076	1.1996	1.0953
No log	4.4691	362	1.2109	0.1935	1.2109	1.1004
No log	4.4938	364	1.2590	0.2836	1.2590	1.1221
No log	4.5185	366	1.3444	0.2857	1.3444	1.1595
No log	4.5432	368	1.3748	0.2966	1.3748	1.1725
No log	4.5679	370	1.3093	0.2769	1.3093	1.1443
No log	4.5926	372	1.2121	0.2988	1.2121	1.1010
No log	4.6173	374	1.1444	0.3192	1.1444	1.0698
No log	4.6420	376	1.1977	0.3250	1.1977	1.0944
No log	4.6667	378	1.2740	0.2769	1.2740	1.1287
No log	4.6914	380	1.2891	0.3043	1.2891	1.1354
No log	4.7160	382	1.3112	0.2851	1.3112	1.1451
No log	4.7407	384	1.2569	0.2958	1.2569	1.1211
No log	4.7654	386	1.3006	0.2553	1.3006	1.1405
No log	4.7901	388	1.3344	0.1714	1.3344	1.1551
No log	4.8148	390	1.3616	0.1404	1.3616	1.1669
No log	4.8395	392	1.4440	0.1681	1.4440	1.2017
No log	4.8642	394	1.4385	0.1035	1.4385	1.1994
No log	4.8889	396	1.4305	0.1738	1.4305	1.1960
No log	4.9136	398	1.3978	0.1975	1.3978	1.1823
No log	4.9383	400	1.3528	0.1658	1.3528	1.1631
No log	4.9630	402	1.3336	0.0899	1.3336	1.1548
No log	4.9877	404	1.3498	0.1370	1.3498	1.1618
No log	5.0123	406	1.3835	0.1343	1.3835	1.1762
No log	5.0370	408	1.4178	0.1679	1.4178	1.1907
No log	5.0617	410	1.4818	0.1928	1.4818	1.2173
No log	5.0864	412	1.4694	0.2062	1.4694	1.2122
No log	5.1111	414	1.3866	0.1985	1.3866	1.1775
No log	5.1358	416	1.2949	0.1135	1.2949	1.1379
No log	5.1605	418	1.2700	0.0984	1.2700	1.1269
No log	5.1852	420	1.3155	0.1370	1.3155	1.1470
No log	5.2099	422	1.3211	0.1820	1.3211	1.1494
No log	5.2346	424	1.3339	0.1911	1.3339	1.1550
No log	5.2593	426	1.3473	0.2241	1.3473	1.1607
No log	5.2840	428	1.3027	0.1379	1.3027	1.1413
No log	5.3086	430	1.2659	0.1896	1.2659	1.1251
No log	5.3333	432	1.2418	0.1335	1.2418	1.1144
No log	5.3580	434	1.2187	0.1451	1.2187	1.1040
No log	5.3827	436	1.2229	0.1335	1.2229	1.1058
No log	5.4074	438	1.2572	0.1388	1.2572	1.1213
No log	5.4321	440	1.3378	0.2386	1.3378	1.1567
No log	5.4568	442	1.4005	0.2750	1.4005	1.1834
No log	5.4815	444	1.3595	0.2614	1.3595	1.1660
No log	5.5062	446	1.3286	0.2273	1.3286	1.1527
No log	5.5309	448	1.2898	0.1896	1.2898	1.1357
No log	5.5556	450	1.2706	0.2276	1.2706	1.1272
No log	5.5802	452	1.2982	0.2071	1.2982	1.1394
No log	5.6049	454	1.4219	0.2623	1.4219	1.1925
No log	5.6296	456	1.4952	0.2313	1.4952	1.2228
No log	5.6543	458	1.4272	0.2495	1.4272	1.1946
No log	5.6790	460	1.2901	0.1985	1.2901	1.1358
No log	5.7037	462	1.2381	0.1969	1.2381	1.1127
No log	5.7284	464	1.2684	0.2342	1.2684	1.1262
No log	5.7531	466	1.3770	0.2836	1.3770	1.1735
No log	5.7778	468	1.4736	0.1773	1.4736	1.2139
No log	5.8025	470	1.4680	0.1347	1.4680	1.2116
No log	5.8272	472	1.4799	0.2355	1.4799	1.2165
No log	5.8519	474	1.4479	0.2727	1.4479	1.2033
No log	5.8765	476	1.3817	0.2593	1.3817	1.1755
No log	5.9012	478	1.2991	0.0986	1.2991	1.1398
No log	5.9259	480	1.2862	0.0986	1.2862	1.1341
No log	5.9506	482	1.3249	0.1944	1.3249	1.1511
No log	5.9753	484	1.3619	0.1730	1.3619	1.1670
No log	6.0	486	1.3648	0.1514	1.3648	1.1683
No log	6.0247	488	1.3627	0.1167	1.3627	1.1674
No log	6.0494	490	1.3949	0.0802	1.3949	1.1811
No log	6.0741	492	1.3882	0.0924	1.3882	1.1782
No log	6.0988	494	1.4088	0.0496	1.4088	1.1869
No log	6.1235	496	1.3917	0.0342	1.3917	1.1797
No log	6.1481	498	1.3712	0.0824	1.3712	1.1710
0.309	6.1728	500	1.3697	0.0325	1.3697	1.1704
0.309	6.1975	502	1.3791	-0.0126	1.3791	1.1743
0.309	6.2222	504	1.3497	0.0234	1.3497	1.1618
0.309	6.2469	506	1.3535	0.1582	1.3535	1.1634
0.309	6.2716	508	1.3778	0.1226	1.3778	1.1738
0.309	6.2963	510	1.3486	0.0870	1.3486	1.1613
0.309	6.3210	512	1.2807	0.0385	1.2807	1.1317
0.309	6.3457	514	1.2535	0.0855	1.2535	1.1196
0.309	6.3704	516	1.2837	0.0681	1.2837	1.1330
0.309	6.3951	518	1.3062	0.0703	1.3062	1.1429
0.309	6.4198	520	1.2799	0.0111	1.2799	1.1313
0.309	6.4444	522	1.3285	0.0924	1.3285	1.1526
0.309	6.4691	524	1.3870	0.1226	1.3870	1.1777
0.309	6.4938	526	1.3753	0.1370	1.3753	1.1727
0.309	6.5185	528	1.2980	0.0325	1.2980	1.1393
0.309	6.5432	530	1.2808	0.0637	1.2808	1.1317
0.309	6.5679	532	1.2983	0.0637	1.2983	1.1394
0.309	6.5926	534	1.3232	0.1541	1.3232	1.1503
0.309	6.6173	536	1.4260	0.2381	1.4260	1.1942
0.309	6.6420	538	1.4462	0.2897	1.4462	1.2026
0.309	6.6667	540	1.3749	0.1975	1.3749	1.1725
0.309	6.6914	542	1.3237	0.1663	1.3237	1.1505
0.309	6.7160	544	1.2637	0.1755	1.2637	1.1242
0.309	6.7407	546	1.2600	0.1167	1.2600	1.1225
0.309	6.7654	548	1.2696	0.1911	1.2696	1.1268
0.309	6.7901	550	1.3408	0.3004	1.3408	1.1579
0.309	6.8148	552	1.3068	0.2897	1.3068	1.1432
0.309	6.8395	554	1.2464	0.2131	1.2464	1.1164
0.309	6.8642	556	1.2383	0.1687	1.2383	1.1128
0.309	6.8889	558	1.2802	0.2192	1.2802	1.1315
0.309	6.9136	560	1.3361	0.3039	1.3361	1.1559
0.309	6.9383	562	1.3098	0.275	1.3098	1.1444
0.309	6.9630	564	1.2460	0.1446	1.2460	1.1162
0.309	6.9877	566	1.2334	0.0293	1.2334	1.1106
0.309	7.0123	568	1.2891	0.1865	1.2891	1.1354
0.309	7.0370	570	1.4526	0.2506	1.4526	1.2052
0.309	7.0617	572	1.5418	0.2003	1.5418	1.2417
0.309	7.0864	574	1.5139	0.2379	1.5139	1.2304
0.309	7.1111	576	1.3964	0.2252	1.3964	1.1817
0.309	7.1358	578	1.2709	0.2745	1.2709	1.1273
0.309	7.1605	580	1.2234	0.2118	1.2234	1.1061
0.309	7.1852	582	1.2390	0.2494	1.2390	1.1131
0.309	7.2099	584	1.2866	0.2685	1.2866	1.1343
0.309	7.2346	586	1.3139	0.3004	1.3139	1.1463
0.309	7.2593	588	1.2942	0.2897	1.2942	1.1376
0.309	7.2840	590	1.2392	0.2532	1.2392	1.1132
0.309	7.3086	592	1.2283	0.2494	1.2283	1.1083
0.309	7.3333	594	1.3259	0.2376	1.3259	1.1515
0.309	7.3580	596	1.3914	0.2376	1.3914	1.1796
0.309	7.3827	598	1.3871	0.2791	1.3871	1.1778
0.309	7.4074	600	1.3590	0.2791	1.3590	1.1658
0.309	7.4321	602	1.3118	0.2160	1.3118	1.1453
0.309	7.4568	604	1.2583	0.1167	1.2583	1.1217
0.309	7.4815	606	1.2499	0.1684	1.2499	1.1180
0.309	7.5062	608	1.2373	0.1852	1.2373	1.1123
0.309	7.5309	610	1.2374	0.1919	1.2374	1.1124
0.309	7.5556	612	1.2538	0.2230	1.2538	1.1197
0.309	7.5802	614	1.2916	0.2527	1.2916	1.1365
0.309	7.6049	616	1.3415	0.2273	1.3415	1.1582
0.309	7.6296	618	1.4179	0.2253	1.4179	1.1907
0.309	7.6543	620	1.4656	0.1929	1.4656	1.2106
0.309	7.6790	622	1.4148	0.1873	1.4148	1.1895
0.309	7.7037	624	1.4254	0.1992	1.4254	1.1939
0.309	7.7284	626	1.3689	0.2105	1.3689	1.1700
0.309	7.7531	628	1.3322	0.1928	1.3322	1.1542
0.309	7.7778	630	1.3014	0.2000	1.3014	1.1408
0.309	7.8025	632	1.2691	0.1590	1.2691	1.1265
0.309	7.8272	634	1.2448	0.1641	1.2448	1.1157
0.309	7.8519	636	1.2446	0.1671	1.2446	1.1156
0.309	7.8765	638	1.3301	0.1322	1.3301	1.1533
0.309	7.9012	640	1.3945	0.1914	1.3945	1.1809
0.309	7.9259	642	1.3294	0.2376	1.3294	1.1530
0.309	7.9506	644	1.2371	0.1824	1.2371	1.1123
0.309	7.9753	646	1.2054	0.2057	1.2054	1.0979
0.309	8.0	648	1.1699	0.1734	1.1699	1.0816
0.309	8.0247	650	1.1777	0.1285	1.1777	1.0852
0.309	8.0494	652	1.2644	0.1435	1.2644	1.1245
0.309	8.0741	654	1.4169	0.2750	1.4169	1.1903
0.309	8.0988	656	1.4502	0.2608	1.4502	1.2042
0.309	8.1235	658	1.3350	0.2831	1.3350	1.1554
0.309	8.1481	660	1.2768	0.2748	1.2768	1.1300
0.309	8.1728	662	1.2571	0.2748	1.2571	1.1212
0.309	8.1975	664	1.3355	0.2870	1.3355	1.1556
0.309	8.2222	666	1.4093	0.2788	1.4093	1.1871
0.309	8.2469	668	1.4913	0.2691	1.4913	1.2212
0.309	8.2716	670	1.4286	0.2608	1.4286	1.1952
0.309	8.2963	672	1.3247	0.3040	1.3247	1.1510
0.309	8.3210	674	1.1715	0.1845	1.1715	1.0824
0.309	8.3457	676	1.1274	0.1776	1.1274	1.0618
0.309	8.3704	678	1.1478	0.1435	1.1478	1.0714
0.309	8.3951	680	1.1951	0.1775	1.1951	1.0932
0.309	8.4198	682	1.2641	0.1887	1.2641	1.1243
0.309	8.4444	684	1.3149	0.2062	1.3149	1.1467
0.309	8.4691	686	1.3272	0.2619	1.3272	1.1520
0.309	8.4938	688	1.3189	0.2160	1.3189	1.1484
0.309	8.5185	690	1.3550	0.1628	1.3550	1.1640
0.309	8.5432	692	1.3554	0.1628	1.3554	1.1642
0.309	8.5679	694	1.4033	0.1693	1.4033	1.1846
0.309	8.5926	696	1.3627	0.2326	1.3627	1.1673
0.309	8.6173	698	1.2522	0.1775	1.2522	1.1190
0.309	8.6420	700	1.1775	0.2033	1.1775	1.0851
0.309	8.6667	702	1.1349	0.1543	1.1349	1.0653
0.309	8.6914	704	1.1134	0.2083	1.1134	1.0552
0.309	8.7160	706	1.1089	0.1379	1.1089	1.0530
0.309	8.7407	708	1.1344	0.1530	1.1344	1.0651
0.309	8.7654	710	1.2129	0.2160	1.2129	1.1013
0.309	8.7901	712	1.2503	0.2461	1.2503	1.1182
0.309	8.8148	714	1.2729	0.2351	1.2729	1.1282
0.309	8.8395	716	1.2770	0.2403	1.2770	1.1300
0.309	8.8642	718	1.2582	0.2095	1.2582	1.1217
0.309	8.8889	720	1.2702	0.1983	1.2702	1.1271
0.309	8.9136	722	1.3153	0.1562	1.3153	1.1469
0.309	8.9383	724	1.4282	0.2101	1.4282	1.1951
0.309	8.9630	726	1.5584	0.2013	1.5584	1.2484
0.309	8.9877	728	1.5359	0.2282	1.5359	1.2393
0.309	9.0123	730	1.4352	0.2644	1.4352	1.1980
0.309	9.0370	732	1.3327	0.1590	1.3327	1.1544
0.309	9.0617	734	1.2646	0.0862	1.2646	1.1245
0.309	9.0864	736	1.2398	0.1164	1.2398	1.1135
0.309	9.1111	738	1.2388	0.1314	1.2388	1.1130
0.309	9.1358	740	1.2623	0.1192	1.2623	1.1235
0.309	9.1605	742	1.3685	0.1975	1.3685	1.1698
0.309	9.1852	744	1.5014	0.2644	1.5014	1.2253
0.309	9.2099	746	1.5510	0.2542	1.5510	1.2454
0.309	9.2346	748	1.4838	0.2389	1.4838	1.2181
0.309	9.2593	750	1.3538	0.1841	1.3538	1.1635
0.309	9.2840	752	1.2217	0.0855	1.2217	1.1053
0.309	9.3086	754	1.1916	0.0892	1.1916	1.0916
0.309	9.3333	756	1.1846	0.0855	1.1846	1.0884
0.309	9.3580	758	1.2028	0.1315	1.2028	1.0967
0.309	9.3827	760	1.2068	0.1397	1.2068	1.0985
0.309	9.4074	762	1.2110	0.2373	1.2110	1.1004
0.309	9.4321	764	1.2869	0.2877	1.2869	1.1344
0.309	9.4568	766	1.3258	0.2877	1.3258	1.1514
0.309	9.4815	768	1.2708	0.2769	1.2708	1.1273
0.309	9.5062	770	1.2926	0.2593	1.2926	1.1369
0.309	9.5309	772	1.2964	0.2593	1.2964	1.1386
0.309	9.5556	774	1.2782	0.2048	1.2782	1.1306
0.309	9.5802	776	1.2557	0.1616	1.2557	1.1206
0.309	9.6049	778	1.2173	0.1370	1.2173	1.1033
0.309	9.6296	780	1.2456	0.1780	1.2456	1.1161
0.309	9.6543	782	1.3581	0.2242	1.3581	1.1654
0.309	9.6790	784	1.5547	0.2351	1.5547	1.2469
0.309	9.7037	786	1.6960	0.1812	1.6960	1.3023
0.309	9.7284	788	1.6480	0.1962	1.6480	1.2837
0.309	9.7531	790	1.5633	0.1575	1.5633	1.2503
0.309	9.7778	792	1.4212	0.2452	1.4212	1.1921
0.309	9.8025	794	1.3020	0.2769	1.3020	1.1411
0.309	9.8272	796	1.2048	0.2319	1.2048	1.0976
0.309	9.8519	798	1.1510	0.1969	1.1510	1.0729
0.309	9.8765	800	1.1217	0.2111	1.1217	1.0591
0.309	9.9012	802	1.1368	0.1567	1.1368	1.0662
0.309	9.9259	804	1.2098	0.2727	1.2098	1.0999
0.309	9.9506	806	1.2531	0.2727	1.2531	1.1194
0.309	9.9753	808	1.2193	0.2727	1.2193	1.1042
0.309	10.0	810	1.1497	0.2993	1.1497	1.0722
0.309	10.0247	812	1.1308	0.2909	1.1308	1.0634
0.309	10.0494	814	1.1369	0.3154	1.1369	1.0663
0.309	10.0741	816	1.1817	0.2877	1.1817	1.0870
0.309	10.0988	818	1.1801	0.2048	1.1801	1.0863
0.309	10.1235	820	1.1150	0.0855	1.1150	1.0560
0.309	10.1481	822	1.0705	0.1783	1.0705	1.0347
0.309	10.1728	824	1.0867	0.1135	1.0867	1.0425
0.309	10.1975	826	1.1540	0.2351	1.1540	1.0742
0.309	10.2222	828	1.3440	0.2604	1.3440	1.1593
0.309	10.2469	830	1.4558	0.2827	1.4558	1.2066
0.309	10.2716	832	1.4733	0.2558	1.4733	1.2138
0.309	10.2963	834	1.4353	0.2672	1.4353	1.1980
0.309	10.3210	836	1.3466	0.2807	1.3466	1.1604
0.309	10.3457	838	1.3205	0.2727	1.3205	1.1491
0.309	10.3704	840	1.3031	0.2452	1.3031	1.1415
0.309	10.3951	842	1.3061	0.1928	1.3061	1.1428
0.309	10.4198	844	1.3188	0.1928	1.3188	1.1484
0.309	10.4444	846	1.3097	0.2218	1.3097	1.1444
0.309	10.4691	848	1.2696	0.2296	1.2696	1.1267
0.309	10.4938	850	1.2761	0.2160	1.2761	1.1296
0.309	10.5185	852	1.2568	0.1582	1.2568	1.1211
0.309	10.5432	854	1.2469	0.1137	1.2469	1.1167
0.309	10.5679	856	1.2087	0.1609	1.2087	1.0994
0.309	10.5926	858	1.1965	0.1489	1.1965	1.0938
0.309	10.6173	860	1.1873	0.1901	1.1873	1.0896
0.309	10.6420	862	1.2420	0.1228	1.2420	1.1144
0.309	10.6667	864	1.3303	0.1414	1.3303	1.1534
0.309	10.6914	866	1.4382	0.2085	1.4382	1.1992
0.309	10.7160	868	1.4597	0.1573	1.4597	1.2082
0.309	10.7407	870	1.4636	0.1463	1.4636	1.2098
0.309	10.7654	872	1.4701	0.1841	1.4701	1.2125
0.309	10.7901	874	1.4522	0.1975	1.4522	1.2051
0.309	10.8148	876	1.4570	0.2273	1.4570	1.2071
0.309	10.8395	878	1.4120	0.2409	1.4120	1.1883
0.309	10.8642	880	1.3693	0.2545	1.3693	1.1702
0.309	10.8889	882	1.3105	0.1658	1.3105	1.1448
0.309	10.9136	884	1.2592	0.1658	1.2592	1.1221
0.309	10.9383	886	1.2517	0.1315	1.2517	1.1188
0.309	10.9630	888	1.2463	0.1315	1.2463	1.1164
0.309	10.9877	890	1.2108	0.1658	1.2108	1.1003
0.309	11.0123	892	1.1617	0.1408	1.1617	1.0778
0.309	11.0370	894	1.1523	0.1636	1.1523	1.0735
0.309	11.0617	896	1.2147	0.1870	1.2147	1.1021
0.309	11.0864	898	1.2811	0.2857	1.2811	1.1319
0.309	11.1111	900	1.3359	0.2359	1.3359	1.1558
0.309	11.1358	902	1.3234	0.2306	1.3234	1.1504
0.309	11.1605	904	1.2627	0.1658	1.2627	1.1237
0.309	11.1852	906	1.1956	0.1195	1.1956	1.0934
0.309	11.2099	908	1.1344	0.0917	1.1344	1.0651
0.309	11.2346	910	1.1482	0.0513	1.1482	1.0716
0.309	11.2593	912	1.1953	0.1285	1.1953	1.0933
0.309	11.2840	914	1.2670	0.1870	1.2670	1.1256
0.309	11.3086	916	1.3006	0.1870	1.3006	1.1404
0.309	11.3333	918	1.3348	0.2239	1.3348	1.1553
0.309	11.3580	920	1.3099	0.1658	1.3099	1.1445
0.309	11.3827	922	1.2927	0.1541	1.2927	1.1370
0.309	11.4074	924	1.2260	0.0917	1.2260	1.1073
0.309	11.4321	926	1.1967	0.1667	1.1967	1.0939
0.309	11.4568	928	1.2112	0.2323	1.2112	1.1005
0.309	11.4815	930	1.2804	0.1852	1.2804	1.1315
0.309	11.5062	932	1.3737	0.2347	1.3737	1.1720
0.309	11.5309	934	1.4114	0.2055	1.4114	1.1880
0.309	11.5556	936	1.3714	0.1943	1.3714	1.1711
0.309	11.5802	938	1.2797	0.1424	1.2797	1.1312
0.309	11.6049	940	1.2255	0.1133	1.2255	1.1070
0.309	11.6296	942	1.2372	0.1543	1.2372	1.1123
0.309	11.6543	944	1.2641	0.1370	1.2641	1.1243
0.309	11.6790	946	1.3111	0.0730	1.3111	1.1450
0.309	11.7037	948	1.3492	0.0680	1.3492	1.1616
0.309	11.7284	950	1.3544	0.0680	1.3544	1.1638
0.309	11.7531	952	1.3147	0.0293	1.3147	1.1466
0.309	11.7778	954	1.2846	0.0730	1.2846	1.1334
0.309	11.8025	956	1.2705	0.0730	1.2705	1.1272
0.309	11.8272	958	1.2714	0.0730	1.2714	1.1275
0.309	11.8519	960	1.2844	0.0730	1.2844	1.1333
0.309	11.8765	962	1.3343	0.0293	1.3343	1.1551
0.309	11.9012	964	1.3583	0.0260	1.3583	1.1655
0.309	11.9259	966	1.3688	0.1019	1.3688	1.1700
0.309	11.9506	968	1.3323	0.0680	1.3323	1.1542
0.309	11.9753	970	1.3274	0.1106	1.3274	1.1521
0.309	12.0	972	1.3604	0.2184	1.3604	1.1664
0.309	12.0247	974	1.3528	0.2241	1.3528	1.1631
0.309	12.0494	976	1.3057	0.1935	1.3057	1.1427
0.309	12.0741	978	1.2447	0.1076	1.2447	1.1157
0.309	12.0988	980	1.2144	0.0325	1.2144	1.1020
0.309	12.1235	982	1.2000	0.0325	1.2000	1.0955
0.309	12.1481	984	1.2243	0.0710	1.2243	1.1065
0.309	12.1728	986	1.2714	0.1164	1.2714	1.1276
0.309	12.1975	988	1.3392	0.2769	1.3392	1.1572
0.309	12.2222	990	1.3515	0.2769	1.3515	1.1626
0.309	12.2469	992	1.3230	0.2769	1.3230	1.1502
0.309	12.2716	994	1.2810	0.1576	1.2810	1.1318
0.309	12.2963	996	1.2158	0.1692	1.2158	1.1026
0.309	12.3210	998	1.1875	0.1717	1.1875	1.0897
0.0706	12.3457	1000	1.1847	0.1301	1.1847	1.0884
0.0706	12.3704	1002	1.2299	0.1541	1.2299	1.1090
0.0706	12.3951	1004	1.2833	0.2351	1.2833	1.1328
0.0706	12.4198	1006	1.3552	0.2877	1.3552	1.1641
0.0706	12.4444	1008	1.2683	0.2351	1.2683	1.1262
0.0706	12.4691	1010	1.1813	0.1780	1.1813	1.0869
0.0706	12.4938	1012	1.1376	0.2310	1.1376	1.0666
0.0706	12.5185	1014	1.1163	0.1994	1.1163	1.0565
0.0706	12.5432	1016	1.1561	0.1541	1.1561	1.0752
0.0706	12.5679	1018	1.1880	0.2160	1.1880	1.0899
0.0706	12.5926	1020	1.1947	0.2160	1.1947	1.0930
0.0706	12.6173	1022	1.1854	0.2100	1.1854	1.0888
0.0706	12.6420	1024	1.1802	0.2494	1.1802	1.0864
0.0706	12.6667	1026	1.1726	0.2836	1.1726	1.0828
0.0706	12.6914	1028	1.1895	0.2836	1.1895	1.0907
0.0706	12.7160	1030	1.2271	0.2160	1.2271	1.1077
0.0706	12.7407	1032	1.2232	0.1514	1.2232	1.1060
0.0706	12.7654	1034	1.2232	0.1435	1.2232	1.1060
0.0706	12.7901	1036	1.1827	0.1435	1.1827	1.0875
0.0706	12.8148	1038	1.1157	0.1321	1.1157	1.0563
0.0706	12.8395	1040	1.0669	0.1810	1.0669	1.0329
0.0706	12.8642	1042	1.0634	0.1810	1.0634	1.0312
0.0706	12.8889	1044	1.0711	0.1810	1.0711	1.0349
0.0706	12.9136	1046	1.1022	0.1476	1.1022	1.0498
0.0706	12.9383	1048	1.1495	0.1476	1.1495	1.0722
0.0706	12.9630	1050	1.2037	0.1658	1.2037	1.0971
0.0706	12.9877	1052	1.2096	0.1658	1.2096	1.0998
0.0706	13.0123	1054	1.1912	0.1755	1.1912	1.0914
0.0706	13.0370	1056	1.1881	0.2167	1.1881	1.0900
0.0706	13.0617	1058	1.2575	0.2048	1.2575	1.1214
0.0706	13.0864	1060	1.3079	0.2461	1.3079	1.1436
0.0706	13.1111	1062	1.2956	0.2461	1.2956	1.1382
0.0706	13.1358	1064	1.2073	0.1702	1.2073	1.0988
0.0706	13.1605	1066	1.1458	0.1803	1.1458	1.0704
0.0706	13.1852	1068	1.1185	0.1476	1.1185	1.0576
0.0706	13.2099	1070	1.0934	0.1476	1.0934	1.0456
0.0706	13.2346	1072	1.1027	0.1476	1.1027	1.0501
0.0706	13.2593	1074	1.1453	0.2263	1.1453	1.0702
0.0706	13.2840	1076	1.1909	0.1702	1.1909	1.0913
0.0706	13.3086	1078	1.2333	0.1555	1.2333	1.1106
0.0706	13.3333	1080	1.2883	0.1820	1.2883	1.1350
0.0706	13.3580	1082	1.2750	0.2024	1.2750	1.1292
0.0706	13.3827	1084	1.1489	0.2021	1.1489	1.0719
0.0706	13.4074	1086	1.1250	0.2021	1.1250	1.0606
0.0706	13.4321	1088	1.1462	0.2021	1.1462	1.0706
0.0706	13.4568	1090	1.1662	0.1996	1.1662	1.0799
0.0706	13.4815	1092	1.1689	0.1996	1.1689	1.0811
0.0706	13.5062	1094	1.1994	0.2263	1.1994	1.0952
0.0706	13.5309	1096	1.2296	0.2615	1.2296	1.1089
0.0706	13.5556	1098	1.2198	0.2567	1.2198	1.1044
0.0706	13.5802	1100	1.2749	0.2218	1.2749	1.1291
0.0706	13.6049	1102	1.3303	0.2328	1.3303	1.1534
0.0706	13.6296	1104	1.3561	0.2328	1.3561	1.1645
0.0706	13.6543	1106	1.3214	0.2024	1.3214	1.1495
0.0706	13.6790	1108	1.3278	0.2024	1.3278	1.1523
0.0706	13.7037	1110	1.2893	0.1960	1.2893	1.1355
0.0706	13.7284	1112	1.1910	0.0730	1.1910	1.0913
0.0706	13.7531	1114	1.1523	0.1350	1.1523	1.0735
0.0706	13.7778	1116	1.1797	0.1135	1.1797	1.0862
0.0706	13.8025	1118	1.2526	0.1616	1.2526	1.1192
0.0706	13.8272	1120	1.3391	0.2328	1.3391	1.1572
0.0706	13.8519	1122	1.3814	0.2062	1.3814	1.1753
0.0706	13.8765	1124	1.3448	0.1638	1.3448	1.1597
0.0706	13.9012	1126	1.2761	0.1730	1.2761	1.1296
0.0706	13.9259	1128	1.2142	0.1106	1.2142	1.1019
0.0706	13.9506	1130	1.2026	0.0730	1.2026	1.0966
0.0706	13.9753	1132	1.2170	0.0730	1.2170	1.1032
0.0706	14.0	1134	1.2426	0.1228	1.2426	1.1147
0.0706	14.0247	1136	1.2529	0.1106	1.2529	1.1194

Framework versions

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