ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k8_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: 1.1703
• Qwk: 0.1943
• Mse: 1.1703
• Rmse: 1.0818

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	0.0513	2	4.3779	-0.0132	4.3779	2.0924
No log	0.1026	4	2.3207	0.0257	2.3207	1.5234
No log	0.1538	6	1.6341	0.0504	1.6341	1.2783
No log	0.2051	8	1.4520	0.0182	1.4520	1.2050
No log	0.2564	10	1.3660	-0.0335	1.3660	1.1688
No log	0.3077	12	1.3857	0.0509	1.3857	1.1772
No log	0.3590	14	1.3857	0.1140	1.3857	1.1772
No log	0.4103	16	1.3227	0.1639	1.3227	1.1501
No log	0.4615	18	1.3593	0.1460	1.3593	1.1659
No log	0.5128	20	1.4716	0.0622	1.4716	1.2131
No log	0.5641	22	1.6732	0.1141	1.6732	1.2935
No log	0.6154	24	1.6400	0.1439	1.6400	1.2806
No log	0.6667	26	1.4174	0.0647	1.4174	1.1906
No log	0.7179	28	1.5596	0.1417	1.5596	1.2489
No log	0.7692	30	1.6710	0.1084	1.6710	1.2927
No log	0.8205	32	1.5355	0.0905	1.5355	1.2392
No log	0.8718	34	1.3205	0.0831	1.3205	1.1491
No log	0.9231	36	1.2753	0.1138	1.2753	1.1293
No log	0.9744	38	1.4571	0.1106	1.4571	1.2071
No log	1.0256	40	1.3492	0.1715	1.3492	1.1616
No log	1.0769	42	1.2525	0.1050	1.2525	1.1192
No log	1.1282	44	1.3871	0.1715	1.3871	1.1777
No log	1.1795	46	1.7784	0.1006	1.7784	1.3336
No log	1.2308	48	2.0510	0.0904	2.0510	1.4321
No log	1.2821	50	2.1789	0.1485	2.1789	1.4761
No log	1.3333	52	1.7760	0.1660	1.7760	1.3327
No log	1.3846	54	1.2813	0.1565	1.2813	1.1319
No log	1.4359	56	1.1340	0.2614	1.1340	1.0649
No log	1.4872	58	1.1144	0.2681	1.1144	1.0556
No log	1.5385	60	1.1011	0.2526	1.1011	1.0493
No log	1.5897	62	1.0902	0.2526	1.0902	1.0441
No log	1.6410	64	1.1093	0.2914	1.1093	1.0532
No log	1.6923	66	1.2955	0.3133	1.2955	1.1382
No log	1.7436	68	1.6231	0.1823	1.6231	1.2740
No log	1.7949	70	1.9962	0.1509	1.9962	1.4129
No log	1.8462	72	1.6923	0.1271	1.6923	1.3009
No log	1.8974	74	1.2213	0.2162	1.2213	1.1051
No log	1.9487	76	1.1031	0.3140	1.1031	1.0503
No log	2.0	78	1.0769	0.2520	1.0769	1.0377
No log	2.0513	80	1.0696	0.2569	1.0696	1.0342
No log	2.1026	82	1.0425	0.2681	1.0425	1.0210
No log	2.1538	84	1.1378	0.3106	1.1378	1.0667
No log	2.2051	86	1.3006	0.2498	1.3006	1.1404
No log	2.2564	88	1.4361	0.3061	1.4361	1.1984
No log	2.3077	90	1.2816	0.3238	1.2816	1.1321
No log	2.3590	92	1.1147	0.2945	1.1147	1.0558
No log	2.4103	94	1.0803	0.3887	1.0803	1.0394
No log	2.4615	96	1.0776	0.4045	1.0776	1.0381
No log	2.5128	98	1.3695	0.2950	1.3695	1.1703
No log	2.5641	100	1.7663	0.2238	1.7663	1.3290
No log	2.6154	102	1.7658	0.2275	1.7658	1.3288
No log	2.6667	104	1.3358	0.3067	1.3358	1.1558
No log	2.7179	106	1.1467	0.3490	1.1467	1.0709
No log	2.7692	108	1.1234	0.3346	1.1234	1.0599
No log	2.8205	110	1.2168	0.2685	1.2168	1.1031
No log	2.8718	112	1.2880	0.3007	1.2880	1.1349
No log	2.9231	114	1.7235	0.1758	1.7235	1.3128
No log	2.9744	116	1.9224	0.1719	1.9224	1.3865
No log	3.0256	118	1.6407	0.1667	1.6407	1.2809
No log	3.0769	120	1.4881	0.2020	1.4881	1.2199
No log	3.1282	122	1.4995	0.1979	1.4995	1.2246
No log	3.1795	124	1.5661	0.2236	1.5661	1.2514
No log	3.2308	126	1.3819	0.2492	1.3819	1.1756
No log	3.2821	128	1.1992	0.2697	1.1992	1.0951
No log	3.3333	130	1.1950	0.2776	1.1950	1.0932
No log	3.3846	132	1.4012	0.3006	1.4012	1.1837
No log	3.4359	134	1.9187	0.1329	1.9187	1.3852
No log	3.4872	136	1.9050	0.1555	1.9050	1.3802
No log	3.5385	138	1.4969	0.2578	1.4969	1.2235
No log	3.5897	140	1.2803	0.1606	1.2803	1.1315
No log	3.6410	142	1.3040	0.1433	1.3040	1.1419
No log	3.6923	144	1.4747	0.2373	1.4747	1.2144
No log	3.7436	146	1.6584	0.1863	1.6584	1.2878
No log	3.7949	148	1.6423	0.1399	1.6423	1.2815
No log	3.8462	150	1.7202	0.1791	1.7202	1.3116
No log	3.8974	152	1.6432	0.2324	1.6432	1.2819
No log	3.9487	154	1.3476	0.2212	1.3476	1.1609
No log	4.0	156	1.2399	0.3168	1.2399	1.1135
No log	4.0513	158	1.2036	0.3415	1.2036	1.0971
No log	4.1026	160	1.2130	0.2902	1.2130	1.1014
No log	4.1538	162	1.3325	0.1780	1.3325	1.1543
No log	4.2051	164	1.4682	0.2659	1.4682	1.2117
No log	4.2564	166	1.4436	0.2564	1.4436	1.2015
No log	4.3077	168	1.3074	0.2482	1.3074	1.1434
No log	4.3590	170	1.3088	0.2482	1.3088	1.1440
No log	4.4103	172	1.4099	0.2613	1.4099	1.1874
No log	4.4615	174	1.5362	0.2424	1.5362	1.2394
No log	4.5128	176	1.7779	0.2174	1.7779	1.3334
No log	4.5641	178	1.9058	0.1144	1.9058	1.3805
No log	4.6154	180	1.8219	0.1705	1.8219	1.3498
No log	4.6667	182	1.5146	0.2534	1.5146	1.2307
No log	4.7179	184	1.2698	0.1149	1.2698	1.1269
No log	4.7692	186	1.2476	0.1149	1.2476	1.1170
No log	4.8205	188	1.2662	0.1292	1.2662	1.1253
No log	4.8718	190	1.2824	0.2198	1.2824	1.1324
No log	4.9231	192	1.3618	0.2531	1.3618	1.1670
No log	4.9744	194	1.5743	0.3258	1.5743	1.2547
No log	5.0256	196	1.6930	0.2862	1.6930	1.3012
No log	5.0769	198	1.6585	0.2827	1.6585	1.2878
No log	5.1282	200	1.4309	0.3067	1.4309	1.1962
No log	5.1795	202	1.3232	0.2136	1.3232	1.1503
No log	5.2308	204	1.2801	0.2626	1.2801	1.1314
No log	5.2821	206	1.3491	0.2755	1.3491	1.1615
No log	5.3333	208	1.6551	0.2583	1.6551	1.2865
No log	5.3846	210	1.6515	0.2115	1.6515	1.2851
No log	5.4359	212	1.3999	0.2564	1.3999	1.1832
No log	5.4872	214	1.2567	0.2438	1.2567	1.1210
No log	5.5385	216	1.1472	0.2147	1.1472	1.0711
No log	5.5897	218	1.1565	0.2928	1.1565	1.0754
No log	5.6410	220	1.1868	0.1606	1.1868	1.0894
No log	5.6923	222	1.5423	0.2572	1.5423	1.2419
No log	5.7436	224	1.8641	0.1225	1.8641	1.3653
No log	5.7949	226	1.7020	0.2655	1.7020	1.3046
No log	5.8462	228	1.3315	0.3008	1.3315	1.1539
No log	5.8974	230	1.2537	0.3737	1.2537	1.1197
No log	5.9487	232	1.3221	0.3259	1.3221	1.1498
No log	6.0	234	1.2379	0.2976	1.2379	1.1126
No log	6.0513	236	1.1990	0.1869	1.1990	1.0950
No log	6.1026	238	1.3610	0.2007	1.3610	1.1666
No log	6.1538	240	1.4259	0.2096	1.4259	1.1941
No log	6.2051	242	1.3132	0.2515	1.3132	1.1460
No log	6.2564	244	1.2303	0.2246	1.2303	1.1092
No log	6.3077	246	1.1813	0.3699	1.1813	1.0869
No log	6.3590	248	1.2317	0.4200	1.2317	1.1098
No log	6.4103	250	1.2662	0.3137	1.2662	1.1253
No log	6.4615	252	1.2355	0.3178	1.2355	1.1115
No log	6.5128	254	1.2376	0.3110	1.2376	1.1125
No log	6.5641	256	1.2836	0.3198	1.2836	1.1330
No log	6.6154	258	1.2978	0.3418	1.2978	1.1392
No log	6.6667	260	1.2199	0.3418	1.2199	1.1045
No log	6.7179	262	1.1279	0.2302	1.1279	1.0620
No log	6.7692	264	1.1350	0.3126	1.1350	1.0654
No log	6.8205	266	1.1961	0.3249	1.1961	1.0937
No log	6.8718	268	1.2892	0.3521	1.2892	1.1354
No log	6.9231	270	1.4121	0.3851	1.4121	1.1883
No log	6.9744	272	1.4010	0.3851	1.4010	1.1836
No log	7.0256	274	1.5032	0.3424	1.5032	1.2260
No log	7.0769	276	1.4480	0.3454	1.4480	1.2033
No log	7.1282	278	1.3387	0.2268	1.3387	1.1570
No log	7.1795	280	1.2414	0.1988	1.2414	1.1142
No log	7.2308	282	1.1832	0.2169	1.1832	1.0878
No log	7.2821	284	1.1643	0.1659	1.1643	1.0790
No log	7.3333	286	1.2083	0.1809	1.2083	1.0992
No log	7.3846	288	1.4412	0.2644	1.4412	1.2005
No log	7.4359	290	1.5972	0.2255	1.5972	1.2638
No log	7.4872	292	1.5691	0.1638	1.5691	1.2527
No log	7.5385	294	1.4122	0.1902	1.4122	1.1884
No log	7.5897	296	1.2957	0.2662	1.2957	1.1383
No log	7.6410	298	1.2537	0.2662	1.2537	1.1197
No log	7.6923	300	1.2274	0.2458	1.2274	1.1079
No log	7.7436	302	1.2183	0.2159	1.2183	1.1038
No log	7.7949	304	1.2177	0.1891	1.2177	1.1035
No log	7.8462	306	1.2694	0.1898	1.2694	1.1267
No log	7.8974	308	1.3178	0.1809	1.3178	1.1480
No log	7.9487	310	1.2135	0.1898	1.2135	1.1016
No log	8.0	312	1.1921	0.1560	1.1921	1.0918
No log	8.0513	314	1.2166	0.1898	1.2166	1.1030
No log	8.1026	316	1.2111	0.2220	1.2111	1.1005
No log	8.1538	318	1.2238	0.2081	1.2238	1.1063
No log	8.2051	320	1.1671	0.1612	1.1671	1.0803
No log	8.2564	322	1.2265	0.2308	1.2265	1.1075
No log	8.3077	324	1.2720	0.2048	1.2720	1.1278
No log	8.3590	326	1.2231	0.1578	1.2231	1.1059
No log	8.4103	328	1.1260	0.2988	1.1260	1.0611
No log	8.4615	330	1.1195	0.3059	1.1195	1.0581
No log	8.5128	332	1.1428	0.3013	1.1428	1.0690
No log	8.5641	334	1.2004	0.1797	1.2004	1.0956
No log	8.6154	336	1.3737	0.3210	1.3737	1.1720
No log	8.6667	338	1.4511	0.2799	1.4511	1.2046
No log	8.7179	340	1.3384	0.3210	1.3384	1.1569
No log	8.7692	342	1.1510	0.2128	1.1510	1.0729
No log	8.8205	344	1.0952	0.2625	1.0952	1.0465
No log	8.8718	346	1.1540	0.3677	1.1540	1.0743
No log	8.9231	348	1.1456	0.3405	1.1456	1.0703
No log	8.9744	350	1.1195	0.2647	1.1195	1.0581
No log	9.0256	352	1.2684	0.2712	1.2684	1.1262
No log	9.0769	354	1.5269	0.2786	1.5269	1.2357
No log	9.1282	356	1.5963	0.2668	1.5963	1.2634
No log	9.1795	358	1.4578	0.2536	1.4578	1.2074
No log	9.2308	360	1.3326	0.2731	1.3326	1.1544
No log	9.2821	362	1.1472	0.2344	1.1472	1.0711
No log	9.3333	364	1.1025	0.2989	1.1025	1.0500
No log	9.3846	366	1.1349	0.2989	1.1349	1.0653
No log	9.4359	368	1.1808	0.2308	1.1808	1.0866
No log	9.4872	370	1.2043	0.2611	1.2043	1.0974
No log	9.5385	372	1.1447	0.2495	1.1447	1.0699
No log	9.5897	374	1.1193	0.2588	1.1193	1.0580
No log	9.6410	376	1.1534	0.2403	1.1534	1.0740
No log	9.6923	378	1.2318	0.2549	1.2318	1.1099
No log	9.7436	380	1.3177	0.2240	1.3177	1.1479
No log	9.7949	382	1.2777	0.2277	1.2777	1.1303
No log	9.8462	384	1.1823	0.2210	1.1823	1.0873
No log	9.8974	386	1.1423	0.2012	1.1423	1.0688
No log	9.9487	388	1.1110	0.2052	1.1110	1.0540
No log	10.0	390	1.1082	0.1627	1.1082	1.0527
No log	10.0513	392	1.1002	0.2539	1.1002	1.0489
No log	10.1026	394	1.1532	0.2896	1.1532	1.0739
No log	10.1538	396	1.1681	0.3255	1.1681	1.0808
No log	10.2051	398	1.1150	0.3584	1.1150	1.0559
No log	10.2564	400	1.0320	0.2539	1.0320	1.0159
No log	10.3077	402	1.0022	0.3724	1.0022	1.0011
No log	10.3590	404	1.0003	0.3185	1.0003	1.0001
No log	10.4103	406	1.0101	0.2462	1.0101	1.0050
No log	10.4615	408	1.1046	0.2913	1.1046	1.0510
No log	10.5128	410	1.2242	0.3277	1.2242	1.1064
No log	10.5641	412	1.1839	0.3254	1.1839	1.0881
No log	10.6154	414	1.0742	0.3819	1.0742	1.0365
No log	10.6667	416	1.0183	0.4510	1.0183	1.0091
No log	10.7179	418	1.0189	0.4772	1.0189	1.0094
No log	10.7692	420	1.0738	0.4256	1.0738	1.0363
No log	10.8205	422	1.1039	0.3679	1.1039	1.0506
No log	10.8718	424	1.1650	0.3868	1.1650	1.0793
No log	10.9231	426	1.1878	0.3868	1.1878	1.0898
No log	10.9744	428	1.1095	0.3663	1.1095	1.0534
No log	11.0256	430	1.1035	0.3175	1.1035	1.0505
No log	11.0769	432	1.1061	0.2924	1.1061	1.0517
No log	11.1282	434	1.1958	0.3558	1.1958	1.0935
No log	11.1795	436	1.2316	0.3558	1.2316	1.1098
No log	11.2308	438	1.2130	0.3300	1.2130	1.1014
No log	11.2821	440	1.3149	0.2944	1.3149	1.1467
No log	11.3333	442	1.3913	0.2728	1.3913	1.1795
No log	11.3846	444	1.3248	0.3026	1.3248	1.1510
No log	11.4359	446	1.1729	0.3557	1.1729	1.0830
No log	11.4872	448	1.1394	0.3378	1.1394	1.0674
No log	11.5385	450	1.1537	0.3099	1.1537	1.0741
No log	11.5897	452	1.2044	0.3243	1.2044	1.0975
No log	11.6410	454	1.3347	0.3355	1.3347	1.1553
No log	11.6923	456	1.3448	0.3355	1.3448	1.1597
No log	11.7436	458	1.2202	0.2593	1.2202	1.1046
No log	11.7949	460	1.1910	0.2685	1.1910	1.0913
No log	11.8462	462	1.1925	0.2593	1.1925	1.0920
No log	11.8974	464	1.1923	0.2685	1.1923	1.0919
No log	11.9487	466	1.1700	0.2495	1.1700	1.0817
No log	12.0	468	1.1981	0.2544	1.1981	1.0946
No log	12.0513	470	1.1545	0.2461	1.1545	1.0745
No log	12.1026	472	1.1514	0.2844	1.1514	1.0730
No log	12.1538	474	1.1343	0.2588	1.1343	1.0650
No log	12.2051	476	1.1713	0.2832	1.1713	1.0823
No log	12.2564	478	1.2234	0.2729	1.2234	1.1061
No log	12.3077	480	1.2673	0.2985	1.2673	1.1257
No log	12.3590	482	1.3590	0.2564	1.3590	1.1658
No log	12.4103	484	1.3553	0.2857	1.3553	1.1642
No log	12.4615	486	1.2578	0.2876	1.2578	1.1215
No log	12.5128	488	1.1871	0.2920	1.1871	1.0895
No log	12.5641	490	1.1481	0.2249	1.1481	1.0715
No log	12.6154	492	1.1336	0.3711	1.1336	1.0647
No log	12.6667	494	1.1383	0.2340	1.1383	1.0669
No log	12.7179	496	1.1756	0.2026	1.1756	1.0842
No log	12.7692	498	1.2203	0.2361	1.2203	1.1047
0.382	12.8205	500	1.1962	0.1982	1.1962	1.0937
0.382	12.8718	502	1.1510	0.2158	1.1510	1.0729
0.382	12.9231	504	1.1321	0.2468	1.1321	1.0640
0.382	12.9744	506	1.1263	0.2424	1.1263	1.0612
0.382	13.0256	508	1.1492	0.2108	1.1492	1.0720
0.382	13.0769	510	1.2215	0.2397	1.2215	1.1052
0.382	13.1282	512	1.2475	0.2397	1.2475	1.1169
0.382	13.1795	514	1.2656	0.2699	1.2656	1.1250
0.382	13.2308	516	1.2394	0.2925	1.2394	1.1133
0.382	13.2821	518	1.2353	0.2637	1.2353	1.1114
0.382	13.3333	520	1.2479	0.3097	1.2479	1.1171
0.382	13.3846	522	1.2506	0.2925	1.2506	1.1183
0.382	13.4359	524	1.2426	0.3368	1.2426	1.1147
0.382	13.4872	526	1.2863	0.2832	1.2863	1.1342
0.382	13.5385	528	1.2724	0.2920	1.2724	1.1280
0.382	13.5897	530	1.1858	0.2504	1.1858	1.0889
0.382	13.6410	532	1.1442	0.2287	1.1442	1.0697
0.382	13.6923	534	1.1598	0.2504	1.1598	1.0769
0.382	13.7436	536	1.1960	0.2519	1.1960	1.0936
0.382	13.7949	538	1.1864	0.2519	1.1864	1.0892
0.382	13.8462	540	1.1655	0.2110	1.1655	1.0796
0.382	13.8974	542	1.1574	0.2694	1.1574	1.0758
0.382	13.9487	544	1.1725	0.2411	1.1725	1.0828
0.382	14.0	546	1.1907	0.2622	1.1907	1.0912
0.382	14.0513	548	1.2339	0.2682	1.2339	1.1108
0.382	14.1026	550	1.3083	0.2611	1.3083	1.1438
0.382	14.1538	552	1.2941	0.2832	1.2941	1.1376
0.382	14.2051	554	1.2182	0.2027	1.2182	1.1037
0.382	14.2564	556	1.2154	0.2478	1.2154	1.1025
0.382	14.3077	558	1.2275	0.2964	1.2275	1.1079
0.382	14.3590	560	1.2407	0.2851	1.2407	1.1139
0.382	14.4103	562	1.2202	0.2916	1.2202	1.1046
0.382	14.4615	564	1.1318	0.2461	1.1318	1.0639
0.382	14.5128	566	1.0825	0.2358	1.0825	1.0404
0.382	14.5641	568	1.0601	0.2489	1.0601	1.0296
0.382	14.6154	570	1.0651	0.2539	1.0651	1.0321
0.382	14.6667	572	1.1250	0.3404	1.1250	1.0606
0.382	14.7179	574	1.1880	0.3497	1.1880	1.0900
0.382	14.7692	576	1.1654	0.3243	1.1654	1.0796
0.382	14.8205	578	1.1103	0.3321	1.1103	1.0537
0.382	14.8718	580	1.0682	0.3551	1.0682	1.0336
0.382	14.9231	582	1.0806	0.4308	1.0806	1.0395
0.382	14.9744	584	1.0865	0.4053	1.0865	1.0424
0.382	15.0256	586	1.0826	0.3369	1.0826	1.0405
0.382	15.0769	588	1.1097	0.2539	1.1097	1.0534
0.382	15.1282	590	1.1938	0.3298	1.1938	1.0926
0.382	15.1795	592	1.2516	0.3179	1.2516	1.1188
0.382	15.2308	594	1.2280	0.3339	1.2280	1.1082
0.382	15.2821	596	1.1536	0.2896	1.1536	1.0741
0.382	15.3333	598	1.1336	0.2529	1.1336	1.0647
0.382	15.3846	600	1.1501	0.2742	1.1501	1.0724
0.382	15.4359	602	1.1811	0.2771	1.1811	1.0868
0.382	15.4872	604	1.1893	0.3157	1.1893	1.0905
0.382	15.5385	606	1.1854	0.3157	1.1854	1.0888
0.382	15.5897	608	1.2125	0.3410	1.2125	1.1011
0.382	15.6410	610	1.2917	0.3005	1.2917	1.1365
0.382	15.6923	612	1.3328	0.3348	1.3328	1.1545
0.382	15.7436	614	1.2988	0.3005	1.2988	1.1396
0.382	15.7949	616	1.3223	0.3348	1.3223	1.1499
0.382	15.8462	618	1.3878	0.3348	1.3878	1.1781
0.382	15.8974	620	1.3348	0.3511	1.3348	1.1553
0.382	15.9487	622	1.2309	0.2876	1.2309	1.1095
0.382	16.0	624	1.1337	0.2682	1.1337	1.0648
0.382	16.0513	626	1.1032	0.2682	1.1032	1.0503
0.382	16.1026	628	1.1103	0.2759	1.1103	1.0537
0.382	16.1538	630	1.1726	0.2857	1.1726	1.0829
0.382	16.2051	632	1.3416	0.3902	1.3416	1.1583
0.382	16.2564	634	1.4416	0.3179	1.4416	1.2007
0.382	16.3077	636	1.3784	0.3778	1.3784	1.1740
0.382	16.3590	638	1.2224	0.3007	1.2224	1.1056
0.382	16.4103	640	1.1327	0.2759	1.1327	1.0643
0.382	16.4615	642	1.1002	0.2897	1.1002	1.0489
0.382	16.5128	644	1.0968	0.2897	1.0968	1.0473
0.382	16.5641	646	1.1047	0.3174	1.1047	1.0511
0.382	16.6154	648	1.1716	0.2917	1.1716	1.0824
0.382	16.6667	650	1.2415	0.2984	1.2415	1.1142
0.382	16.7179	652	1.2877	0.3307	1.2877	1.1348
0.382	16.7692	654	1.2333	0.2984	1.2333	1.1106
0.382	16.8205	656	1.2126	0.3314	1.2126	1.1012
0.382	16.8718	658	1.1969	0.3314	1.1969	1.0940
0.382	16.9231	660	1.1595	0.2667	1.1595	1.0768
0.382	16.9744	662	1.1690	0.2403	1.1690	1.0812
0.382	17.0256	664	1.1764	0.2403	1.1764	1.0846
0.382	17.0769	666	1.1561	0.2403	1.1561	1.0752
0.382	17.1282	668	1.1118	0.2759	1.1118	1.0544
0.382	17.1795	670	1.0755	0.3527	1.0755	1.0371
0.382	17.2308	672	1.0654	0.3897	1.0654	1.0322
0.382	17.2821	674	1.0550	0.3430	1.0550	1.0271
0.382	17.3333	676	1.0624	0.3013	1.0624	1.0307
0.382	17.3846	678	1.1671	0.2403	1.1671	1.0803
0.382	17.4359	680	1.2334	0.2445	1.2334	1.1106
0.382	17.4872	682	1.2999	0.2815	1.2999	1.1401
0.382	17.5385	684	1.2675	0.2515	1.2675	1.1258
0.382	17.5897	686	1.2058	0.2727	1.2058	1.0981
0.382	17.6410	688	1.2072	0.2540	1.2072	1.0987
0.382	17.6923	690	1.2622	0.2727	1.2622	1.1235
0.382	17.7436	692	1.2656	0.2657	1.2656	1.1250
0.382	17.7949	694	1.2341	0.3007	1.2341	1.1109
0.382	17.8462	696	1.2053	0.2609	1.2053	1.0979
0.382	17.8974	698	1.1486	0.2180	1.1486	1.0717
0.382	17.9487	700	1.1009	0.2021	1.1009	1.0492
0.382	18.0	702	1.0866	0.2550	1.0866	1.0424
0.382	18.0513	704	1.0917	0.2968	1.0917	1.0448
0.382	18.1026	706	1.1033	0.2523	1.1033	1.0504
0.382	18.1538	708	1.1419	0.2529	1.1419	1.0686
0.382	18.2051	710	1.2311	0.2339	1.2311	1.1096
0.382	18.2564	712	1.2866	0.2857	1.2866	1.1343
0.382	18.3077	714	1.2423	0.2881	1.2423	1.1146
0.382	18.3590	716	1.1684	0.2787	1.1684	1.0809
0.382	18.4103	718	1.1551	0.2654	1.1551	1.0748
0.382	18.4615	720	1.1596	0.3078	1.1596	1.0768
0.382	18.5128	722	1.2054	0.2744	1.2054	1.0979
0.382	18.5641	724	1.3418	0.2983	1.3418	1.1584
0.382	18.6154	726	1.4147	0.3024	1.4147	1.1894
0.382	18.6667	728	1.3459	0.2983	1.3459	1.1601
0.382	18.7179	730	1.2734	0.2762	1.2734	1.1285
0.382	18.7692	732	1.2213	0.2549	1.2213	1.1051
0.382	18.8205	734	1.2068	0.2410	1.2068	1.0985
0.382	18.8718	736	1.1695	0.2501	1.1695	1.0814
0.382	18.9231	738	1.1659	0.2361	1.1659	1.0798
0.382	18.9744	740	1.1689	0.2361	1.1689	1.0812
0.382	19.0256	742	1.2045	0.2467	1.2045	1.0975
0.382	19.0769	744	1.2241	0.2467	1.2241	1.1064
0.382	19.1282	746	1.2220	0.2467	1.2220	1.1054
0.382	19.1795	748	1.2045	0.2467	1.2045	1.0975
0.382	19.2308	750	1.2413	0.2609	1.2413	1.1141
0.382	19.2821	752	1.2294	0.2516	1.2294	1.1088
0.382	19.3333	754	1.2036	0.2285	1.2036	1.0971
0.382	19.3846	756	1.2058	0.2432	1.2058	1.0981
0.382	19.4359	758	1.2354	0.2432	1.2354	1.1115
0.382	19.4872	760	1.2258	0.2432	1.2258	1.1072
0.382	19.5385	762	1.1961	0.2285	1.1961	1.0937
0.382	19.5897	764	1.2144	0.2432	1.2144	1.1020
0.382	19.6410	766	1.2163	0.2285	1.2163	1.1028
0.382	19.6923	768	1.2685	0.2516	1.2685	1.1263
0.382	19.7436	770	1.2612	0.2516	1.2612	1.1230
0.382	19.7949	772	1.1640	0.2667	1.1640	1.0789
0.382	19.8462	774	1.1170	0.2138	1.1170	1.0569
0.382	19.8974	776	1.0983	0.2679	1.0983	1.0480
0.382	19.9487	778	1.1008	0.2505	1.1008	1.0492
0.382	20.0	780	1.1295	0.2476	1.1295	1.0628
0.382	20.0513	782	1.1408	0.2476	1.1408	1.0681
0.382	20.1026	784	1.2058	0.2768	1.2058	1.0981
0.382	20.1538	786	1.2928	0.2439	1.2928	1.1370
0.382	20.2051	788	1.3294	0.1694	1.3294	1.1530
0.382	20.2564	790	1.2733	0.1821	1.2733	1.1284
0.382	20.3077	792	1.1828	0.1792	1.1828	1.0876
0.382	20.3590	794	1.1397	0.3379	1.1397	1.0676
0.382	20.4103	796	1.1295	0.3711	1.1295	1.0628
0.382	20.4615	798	1.1192	0.3527	1.1192	1.0579
0.382	20.5128	800	1.1331	0.2472	1.1331	1.0645
0.382	20.5641	802	1.1963	0.2940	1.1963	1.0938
0.382	20.6154	804	1.3413	0.2503	1.3413	1.1582
0.382	20.6667	806	1.4165	0.2155	1.4165	1.1902
0.382	20.7179	808	1.3805	0.2503	1.3804	1.1749
0.382	20.7692	810	1.2615	0.2507	1.2615	1.1232
0.382	20.8205	812	1.1686	0.2640	1.1686	1.0810
0.382	20.8718	814	1.1214	0.2605	1.1214	1.0589
0.382	20.9231	816	1.0951	0.2021	1.0951	1.0465
0.382	20.9744	818	1.0871	0.2021	1.0871	1.0427
0.382	21.0256	820	1.0830	0.2555	1.0830	1.0407
0.382	21.0769	822	1.0767	0.2251	1.0767	1.0376
0.382	21.1282	824	1.0862	0.2700	1.0862	1.0422
0.382	21.1795	826	1.1107	0.2748	1.1107	1.0539
0.382	21.2308	828	1.1453	0.2864	1.1453	1.0702
0.382	21.2821	830	1.1434	0.2938	1.1434	1.0693
0.382	21.3333	832	1.1109	0.2685	1.1109	1.0540
0.382	21.3846	834	1.0722	0.2395	1.0722	1.0354
0.382	21.4359	836	1.0619	0.3953	1.0619	1.0305
0.382	21.4872	838	1.0650	0.4277	1.0650	1.0320
0.382	21.5385	840	1.0642	0.3200	1.0642	1.0316
0.382	21.5897	842	1.0959	0.2389	1.0959	1.0469
0.382	21.6410	844	1.1538	0.2685	1.1538	1.0741
0.382	21.6923	846	1.1812	0.2963	1.1812	1.0868
0.382	21.7436	848	1.1443	0.2261	1.1443	1.0697
0.382	21.7949	850	1.1179	0.2118	1.1179	1.0573
0.382	21.8462	852	1.1147	0.2210	1.1147	1.0558
0.382	21.8974	854	1.1216	0.2210	1.1216	1.0590
0.382	21.9487	856	1.1096	0.2302	1.1096	1.0534
0.382	22.0	858	1.1181	0.2210	1.1181	1.0574
0.382	22.0513	860	1.1578	0.2261	1.1578	1.0760
0.382	22.1026	862	1.1953	0.2670	1.1953	1.0933
0.382	22.1538	864	1.2039	0.2581	1.2039	1.0972
0.382	22.2051	866	1.1491	0.2353	1.1491	1.0719
0.382	22.2564	868	1.1037	0.2210	1.1037	1.0506
0.382	22.3077	870	1.0861	0.2115	1.0861	1.0422
0.382	22.3590	872	1.0790	0.2210	1.0790	1.0388
0.382	22.4103	874	1.1031	0.2263	1.1031	1.0503
0.382	22.4615	876	1.1481	0.2521	1.1481	1.0715
0.382	22.5128	878	1.1662	0.2891	1.1662	1.0799
0.382	22.5641	880	1.1300	0.2521	1.1300	1.0630
0.382	22.6154	882	1.1247	0.2651	1.1247	1.0605
0.382	22.6667	884	1.1032	0.2115	1.1032	1.0503
0.382	22.7179	886	1.0889	0.2454	1.0889	1.0435
0.382	22.7692	888	1.0863	0.2892	1.0863	1.0423
0.382	22.8205	890	1.0976	0.2115	1.0976	1.0477
0.382	22.8718	892	1.1294	0.2651	1.1294	1.0627
0.382	22.9231	894	1.1748	0.2702	1.1748	1.0839
0.382	22.9744	896	1.2095	0.2702	1.2095	1.0998
0.382	23.0256	898	1.2282	0.2549	1.2282	1.1083
0.382	23.0769	900	1.2203	0.2549	1.2203	1.1047
0.382	23.1282	902	1.2160	0.2844	1.2160	1.1027
0.382	23.1795	904	1.2243	0.2100	1.2243	1.1065
0.382	23.2308	906	1.1901	0.2672	1.1901	1.0909
0.382	23.2821	908	1.1373	0.2572	1.1373	1.0665
0.382	23.3333	910	1.1284	0.2572	1.1284	1.0622
0.382	23.3846	912	1.1402	0.2718	1.1402	1.0678
0.382	23.4359	914	1.1483	0.2702	1.1483	1.0716
0.382	23.4872	916	1.1442	0.2891	1.1442	1.0697
0.382	23.5385	918	1.1509	0.2891	1.1509	1.0728
0.382	23.5897	920	1.1504	0.2891	1.1504	1.0726
0.382	23.6410	922	1.1461	0.2748	1.1461	1.0706
0.382	23.6923	924	1.1283	0.2261	1.1283	1.0622
0.382	23.7436	926	1.1312	0.1928	1.1312	1.0636
0.382	23.7949	928	1.1336	0.2287	1.1336	1.0647
0.382	23.8462	930	1.1527	0.1928	1.1527	1.0737
0.382	23.8974	932	1.1754	0.2748	1.1754	1.0842
0.382	23.9487	934	1.2186	0.2702	1.2186	1.1039
0.382	24.0	936	1.2162	0.2702	1.2162	1.1028
0.382	24.0513	938	1.1855	0.2476	1.1855	1.0888
0.382	24.1026	940	1.2036	0.2622	1.2036	1.0971
0.382	24.1538	942	1.1947	0.2572	1.1947	1.0930
0.382	24.2051	944	1.1976	0.2233	1.1976	1.0943
0.382	24.2564	946	1.1776	0.2521	1.1776	1.0852
0.382	24.3077	948	1.1444	0.2555	1.1444	1.0697
0.382	24.3590	950	1.1434	0.2555	1.1434	1.0693
0.382	24.4103	952	1.1600	0.2748	1.1600	1.0770
0.382	24.4615	954	1.1895	0.2844	1.1895	1.0907
0.382	24.5128	956	1.1769	0.2844	1.1769	1.0848
0.382	24.5641	958	1.1491	0.2654	1.1491	1.0720
0.382	24.6154	960	1.1513	0.2654	1.1513	1.0730
0.382	24.6667	962	1.1999	0.2844	1.1999	1.0954
0.382	24.7179	964	1.2399	0.2750	1.2399	1.1135
0.382	24.7692	966	1.2304	0.2516	1.2304	1.1092
0.382	24.8205	968	1.1875	0.2654	1.1875	1.0897
0.382	24.8718	970	1.1376	0.2261	1.1376	1.0666
0.382	24.9231	972	1.1317	0.2021	1.1317	1.0638
0.382	24.9744	974	1.1340	0.2210	1.1340	1.0649
0.382	25.0256	976	1.1431	0.2261	1.1431	1.0692
0.382	25.0769	978	1.1758	0.2221	1.1758	1.0843
0.382	25.1282	980	1.2097	0.2324	1.2097	1.0999
0.382	25.1795	982	1.2770	0.1965	1.2770	1.1301
0.382	25.2308	984	1.2900	0.2277	1.2900	1.1358
0.382	25.2821	986	1.2398	0.2100	1.2398	1.1135
0.382	25.3333	988	1.1767	0.2221	1.1767	1.0847
0.382	25.3846	990	1.1337	0.2261	1.1337	1.0647
0.382	25.4359	992	1.1206	0.2446	1.1206	1.0586
0.382	25.4872	994	1.1169	0.2505	1.1169	1.0568
0.382	25.5385	996	1.1338	0.2221	1.1338	1.0648
0.382	25.5897	998	1.1521	0.2221	1.1521	1.0733
0.0671	25.6410	1000	1.1540	0.2221	1.1540	1.0742
0.0671	25.6923	1002	1.1601	0.2261	1.1601	1.0771
0.0671	25.7436	1004	1.1561	0.2261	1.1561	1.0752
0.0671	25.7949	1006	1.1605	0.1935	1.1605	1.0773
0.0671	25.8462	1008	1.1493	0.2261	1.1493	1.0720
0.0671	25.8974	1010	1.1352	0.2261	1.1352	1.0655
0.0671	25.9487	1012	1.1386	0.2261	1.1386	1.0671
0.0671	26.0	1014	1.1371	0.2261	1.1371	1.0663
0.0671	26.0513	1016	1.1467	0.2169	1.1467	1.0708
0.0671	26.1026	1018	1.1559	0.2169	1.1559	1.0751
0.0671	26.1538	1020	1.1663	0.1943	1.1663	1.0800
0.0671	26.2051	1022	1.1632	0.1943	1.1632	1.0785
0.0671	26.2564	1024	1.1703	0.1943	1.1703	1.0818

Framework versions

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