ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k19_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: 1.4635
• Qwk: 0.0390
• Mse: 1.4635
• Rmse: 1.2097

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	0.0435	2	3.9365	-0.0232	3.9365	1.9841
No log	0.0870	4	2.7213	-0.0305	2.7213	1.6496
No log	0.1304	6	2.3416	-0.0372	2.3416	1.5302
No log	0.1739	8	1.4991	0.0854	1.4991	1.2244
No log	0.2174	10	1.1113	0.2268	1.1113	1.0542
No log	0.2609	12	1.1950	0.0731	1.1950	1.0932
No log	0.3043	14	1.1082	0.2094	1.1082	1.0527
No log	0.3478	16	1.2264	0.0884	1.2264	1.1074
No log	0.3913	18	1.6641	-0.0661	1.6641	1.2900
No log	0.4348	20	1.5899	-0.1122	1.5899	1.2609
No log	0.4783	22	1.3669	0.0519	1.3669	1.1692
No log	0.5217	24	1.3565	-0.0417	1.3565	1.1647
No log	0.5652	26	1.3698	-0.0032	1.3698	1.1704
No log	0.6087	28	1.3109	-0.0497	1.3109	1.1450
No log	0.6522	30	1.0949	0.1589	1.0949	1.0464
No log	0.6957	32	1.0503	0.2114	1.0503	1.0248
No log	0.7391	34	1.1274	0.1160	1.1274	1.0618
No log	0.7826	36	1.4414	-0.0881	1.4414	1.2006
No log	0.8261	38	1.6338	-0.1445	1.6338	1.2782
No log	0.8696	40	1.2646	0.0622	1.2646	1.1245
No log	0.9130	42	1.0736	0.1864	1.0736	1.0361
No log	0.9565	44	1.0625	0.2911	1.0625	1.0308
No log	1.0	46	1.1263	0.2647	1.1263	1.0613
No log	1.0435	48	1.3547	-0.0249	1.3547	1.1639
No log	1.0870	50	1.6222	-0.1135	1.6222	1.2737
No log	1.1304	52	1.4905	-0.0623	1.4905	1.2209
No log	1.1739	54	1.2550	0.0911	1.2550	1.1203
No log	1.2174	56	1.0641	0.1857	1.0641	1.0315
No log	1.2609	58	1.0561	0.2179	1.0561	1.0277
No log	1.3043	60	1.1070	0.1761	1.1070	1.0522
No log	1.3478	62	1.2148	0.2021	1.2148	1.1022
No log	1.3913	64	1.3043	0.1489	1.3043	1.1421
No log	1.4348	66	1.2530	0.1609	1.2530	1.1194
No log	1.4783	68	1.1703	0.2312	1.1703	1.0818
No log	1.5217	70	1.1921	0.1801	1.1921	1.0918
No log	1.5652	72	1.2234	0.1370	1.2234	1.1061
No log	1.6087	74	1.4115	0.0939	1.4115	1.1881
No log	1.6522	76	1.5486	0.1111	1.5486	1.2444
No log	1.6957	78	1.4303	0.0861	1.4303	1.1960
No log	1.7391	80	1.2315	0.1500	1.2315	1.1097
No log	1.7826	82	1.0416	0.2226	1.0416	1.0206
No log	1.8261	84	0.9985	0.2818	0.9985	0.9993
No log	1.8696	86	1.0136	0.2251	1.0136	1.0068
No log	1.9130	88	1.1890	0.0961	1.1890	1.0904
No log	1.9565	90	1.3523	0.0541	1.3523	1.1629
No log	2.0	92	1.3807	0.0541	1.3807	1.1750
No log	2.0435	94	1.2957	0.1170	1.2957	1.1383
No log	2.0870	96	1.2446	0.2577	1.2446	1.1156
No log	2.1304	98	1.2931	0.2934	1.2931	1.1372
No log	2.1739	100	1.3752	0.2647	1.3752	1.1727
No log	2.2174	102	1.5603	0.2239	1.5603	1.2491
No log	2.2609	104	1.5673	0.1943	1.5673	1.2519
No log	2.3043	106	1.3581	0.1880	1.3581	1.1654
No log	2.3478	108	1.2639	0.2203	1.2639	1.1242
No log	2.3913	110	1.3721	0.1744	1.3721	1.1714
No log	2.4348	112	1.3829	0.1744	1.3829	1.1759
No log	2.4783	114	1.3706	0.0931	1.3706	1.1707
No log	2.5217	116	1.3150	0.0278	1.3150	1.1467
No log	2.5652	118	1.3243	0.0278	1.3243	1.1508
No log	2.6087	120	1.3609	0.0571	1.3609	1.1666
No log	2.6522	122	1.4379	0.1438	1.4379	1.1991
No log	2.6957	124	1.5829	0.2084	1.5829	1.2581
No log	2.7391	126	1.6933	0.1630	1.6933	1.3013
No log	2.7826	128	1.7564	0.1565	1.7564	1.3253
No log	2.8261	130	1.6753	0.1531	1.6753	1.2943
No log	2.8696	132	1.5730	0.2084	1.5730	1.2542
No log	2.9130	134	1.3438	0.1935	1.3438	1.1592
No log	2.9565	136	1.1706	0.3322	1.1706	1.0819
No log	3.0	138	1.1863	0.2986	1.1863	1.0892
No log	3.0435	140	1.3842	0.1727	1.3842	1.1765
No log	3.0870	142	1.3960	0.2026	1.3960	1.1815
No log	3.1304	144	1.2522	0.1750	1.2522	1.1190
No log	3.1739	146	1.0364	0.2836	1.0364	1.0180
No log	3.2174	148	1.0040	0.2814	1.0040	1.0020
No log	3.2609	150	1.0200	0.2747	1.0200	1.0099
No log	3.3043	152	1.1610	0.1751	1.1610	1.0775
No log	3.3478	154	1.2712	0.2241	1.2712	1.1275
No log	3.3913	156	1.3277	0.2026	1.3277	1.1523
No log	3.4348	158	1.3716	0.2015	1.3716	1.1711
No log	3.4783	160	1.4295	0.2126	1.4295	1.1956
No log	3.5217	162	1.3523	0.1744	1.3523	1.1629
No log	3.5652	164	1.2404	0.1052	1.2404	1.1137
No log	3.6087	166	1.2213	0.1052	1.2213	1.1051
No log	3.6522	168	1.2551	0.1407	1.2551	1.1203
No log	3.6957	170	1.3343	0.1744	1.3343	1.1551
No log	3.7391	172	1.3147	0.1407	1.3147	1.1466
No log	3.7826	174	1.2437	0.1407	1.2437	1.1152
No log	3.8261	176	1.1958	0.1744	1.1958	1.0935
No log	3.8696	178	1.1789	0.1838	1.1789	1.0858
No log	3.9130	180	1.2129	0.2372	1.2129	1.1013
No log	3.9565	182	1.2584	0.1952	1.2584	1.1218
No log	4.0	184	1.2956	0.1288	1.2956	1.1383
No log	4.0435	186	1.2515	0.1952	1.2515	1.1187
No log	4.0870	188	1.0788	0.1628	1.0788	1.0387
No log	4.1304	190	0.9858	0.0990	0.9858	0.9929
No log	4.1739	192	1.0274	0.1654	1.0274	1.0136
No log	4.2174	194	1.2042	0.1943	1.2042	1.0974
No log	4.2609	196	1.4813	0.2733	1.4813	1.2171
No log	4.3043	198	1.6191	0.2733	1.6191	1.2724
No log	4.3478	200	1.5804	0.2568	1.5804	1.2572
No log	4.3913	202	1.4308	0.2089	1.4308	1.1961
No log	4.4348	204	1.2448	0.1654	1.2448	1.1157
No log	4.4783	206	1.1578	0.1226	1.1578	1.0760
No log	4.5217	208	1.2399	-0.0929	1.2399	1.1135
No log	4.5652	210	1.3674	-0.0263	1.3674	1.1694
No log	4.6087	212	1.4571	0.0935	1.4571	1.2071
No log	4.6522	214	1.6544	0.1565	1.6544	1.2862
No log	4.6957	216	1.7424	0.1476	1.7424	1.3200
No log	4.7391	218	1.6676	0.1540	1.6676	1.2914
No log	4.7826	220	1.4289	0.2062	1.4289	1.1954
No log	4.8261	222	1.2007	0.2038	1.2007	1.0958
No log	4.8696	224	1.1367	0.1976	1.1367	1.0661
No log	4.9130	226	1.1858	0.2126	1.1858	1.0889
No log	4.9565	228	1.3026	0.2126	1.3026	1.1413
No log	5.0	230	1.4551	0.2342	1.4551	1.2063
No log	5.0435	232	1.5240	0.2694	1.5240	1.2345
No log	5.0870	234	1.5730	0.2940	1.5730	1.2542
No log	5.1304	236	1.5887	0.2940	1.5887	1.2604
No log	5.1739	238	1.6167	0.2974	1.6167	1.2715
No log	5.2174	240	1.6424	0.2974	1.6424	1.2815
No log	5.2609	242	1.5133	0.2694	1.5133	1.2302
No log	5.3043	244	1.3824	0.2170	1.3824	1.1758
No log	5.3478	246	1.2936	0.2123	1.2936	1.1373
No log	5.3913	248	1.2573	0.1850	1.2573	1.1213
No log	5.4348	250	1.2548	0.2170	1.2548	1.1202
No log	5.4783	252	1.2780	0.2117	1.2780	1.1305
No log	5.5217	254	1.3546	0.2117	1.3546	1.1639
No log	5.5652	256	1.4065	0.2391	1.4065	1.1860
No log	5.6087	258	1.3445	0.2117	1.3445	1.1595
No log	5.6522	260	1.2271	0.2170	1.2271	1.1077
No log	5.6957	262	1.2726	0.2170	1.2726	1.1281
No log	5.7391	264	1.4738	0.2653	1.4738	1.2140
No log	5.7826	266	1.5608	0.2391	1.5608	1.2493
No log	5.8261	268	1.5702	0.2062	1.5702	1.2531
No log	5.8696	270	1.4474	0.2239	1.4474	1.2031
No log	5.9130	272	1.2460	0.1407	1.2460	1.1162
No log	5.9565	274	1.1632	0.0401	1.1632	1.0785
No log	6.0	276	1.1440	0.0401	1.1440	1.0696
No log	6.0435	278	1.1342	0.0	1.1342	1.0650
No log	6.0870	280	1.2321	0.0390	1.2321	1.1100
No log	6.1304	282	1.4528	0.1814	1.4528	1.2053
No log	6.1739	284	1.6070	0.2694	1.6070	1.2677
No log	6.2174	286	1.5994	0.2315	1.5994	1.2647
No log	6.2609	288	1.5632	0.2515	1.5632	1.2503
No log	6.3043	290	1.4458	0.1850	1.4458	1.2024
No log	6.3478	292	1.3768	0.1700	1.3768	1.1734
No log	6.3913	294	1.2518	0.0	1.2518	1.1189
No log	6.4348	296	1.2044	0.0033	1.2044	1.0975
No log	6.4783	298	1.2221	0.0	1.2221	1.1055
No log	6.5217	300	1.2243	0.0155	1.2243	1.1065
No log	6.5652	302	1.2572	0.0342	1.2572	1.1212
No log	6.6087	304	1.3603	0.1397	1.3603	1.1663
No log	6.6522	306	1.5220	0.1700	1.5220	1.2337
No log	6.6957	308	1.6267	0.2391	1.6267	1.2754
No log	6.7391	310	1.5493	0.2424	1.5493	1.2447
No log	6.7826	312	1.4266	0.1113	1.4266	1.1944
No log	6.8261	314	1.3552	0.0	1.3552	1.1641
No log	6.8696	316	1.4193	0.0	1.4193	1.1913
No log	6.9130	318	1.4504	0.0	1.4504	1.2043
No log	6.9565	320	1.5079	0.0661	1.5079	1.2280
No log	7.0	322	1.5526	0.1052	1.5526	1.2460
No log	7.0435	324	1.5716	0.1744	1.5716	1.2536
No log	7.0870	326	1.5882	0.0661	1.5882	1.2602
No log	7.1304	328	1.6013	0.2075	1.6013	1.2654
No log	7.1739	330	1.6271	0.2015	1.6271	1.2756
No log	7.2174	332	1.7358	0.1808	1.7358	1.3175
No log	7.2609	334	1.8512	0.1439	1.8512	1.3606
No log	7.3043	336	1.8034	0.1317	1.8034	1.3429
No log	7.3478	338	1.7754	0.1607	1.7754	1.3324
No log	7.3913	340	1.6082	0.1950	1.6082	1.2681
No log	7.4348	342	1.4097	0.1744	1.4097	1.1873
No log	7.4783	344	1.2795	0.0401	1.2795	1.1311
No log	7.5217	346	1.2984	0.0401	1.2984	1.1395
No log	7.5652	348	1.3604	0.1744	1.3604	1.1664
No log	7.6087	350	1.4833	0.1744	1.4833	1.2179
No log	7.6522	352	1.5612	0.1388	1.5612	1.2495
No log	7.6957	354	1.6189	0.2221	1.6189	1.2724
No log	7.7391	356	1.5558	0.2291	1.5558	1.2473
No log	7.7826	358	1.3963	0.1397	1.3963	1.1817
No log	7.8261	360	1.2478	0.0935	1.2478	1.1171
No log	7.8696	362	1.2494	0.0691	1.2494	1.1177
No log	7.9130	364	1.3375	0.1052	1.3375	1.1565
No log	7.9565	366	1.4135	0.1744	1.4135	1.1889
No log	8.0	368	1.4069	0.1744	1.4069	1.1861
No log	8.0435	370	1.3214	0.1282	1.3214	1.1495
No log	8.0870	372	1.2073	0.0992	1.2073	1.0988
No log	8.1304	374	1.1918	0.0876	1.1918	1.0917
No log	8.1739	376	1.2728	0.1564	1.2728	1.1282
No log	8.2174	378	1.4441	0.1370	1.4441	1.2017
No log	8.2609	380	1.4673	0.0931	1.4673	1.2113
No log	8.3043	382	1.5211	0.0931	1.5211	1.2333
No log	8.3478	384	1.6069	0.1814	1.6069	1.2677
No log	8.3913	386	1.5977	0.2424	1.5977	1.2640
No log	8.4348	388	1.5704	0.2709	1.5704	1.2532
No log	8.4783	390	1.5258	0.2065	1.5258	1.2352
No log	8.5217	392	1.4226	0.1744	1.4226	1.1927
No log	8.5652	394	1.4031	0.0781	1.4031	1.1845
No log	8.6087	396	1.4388	0.0781	1.4388	1.1995
No log	8.6522	398	1.4964	0.0781	1.4964	1.2233
No log	8.6957	400	1.6360	0.2568	1.6360	1.2790
No log	8.7391	402	1.5947	0.2611	1.5947	1.2628
No log	8.7826	404	1.5599	0.2653	1.5599	1.2490
No log	8.8261	406	1.5269	0.2653	1.5269	1.2357
No log	8.8696	408	1.4566	0.2793	1.4566	1.2069
No log	8.9130	410	1.4746	0.2184	1.4746	1.2144
No log	8.9565	412	1.4703	0.2239	1.4703	1.2126
No log	9.0	414	1.3790	0.2126	1.3790	1.1743
No log	9.0435	416	1.3209	0.2126	1.3209	1.1493
No log	9.0870	418	1.3915	0.2239	1.3915	1.1796
No log	9.1304	420	1.5356	0.2611	1.5356	1.2392
No log	9.1739	422	1.5678	0.2611	1.5678	1.2521
No log	9.2174	424	1.5517	0.2611	1.5517	1.2457
No log	9.2609	426	1.4595	0.2522	1.4595	1.2081
No log	9.3043	428	1.3904	0.1744	1.3904	1.1792
No log	9.3478	430	1.3584	0.1407	1.3584	1.1655
No log	9.3913	432	1.3833	0.1744	1.3833	1.1761
No log	9.4348	434	1.4475	0.2474	1.4475	1.2031
No log	9.4783	436	1.5194	0.2611	1.5194	1.2326
No log	9.5217	438	1.4729	0.2653	1.4729	1.2136
No log	9.5652	440	1.2720	0.2075	1.2720	1.1278
No log	9.6087	442	1.0358	0.2021	1.0358	1.0177
No log	9.6522	444	0.9676	0.1783	0.9676	0.9837
No log	9.6957	446	0.9841	0.1350	0.9841	0.9920
No log	9.7391	448	1.0554	0.1379	1.0554	1.0273
No log	9.7826	450	1.2113	0.1512	1.2113	1.1006
No log	9.8261	452	1.4422	0.2437	1.4422	1.2009
No log	9.8696	454	1.6048	0.2940	1.6048	1.2668
No log	9.9130	456	1.6285	0.2940	1.6285	1.2761
No log	9.9565	458	1.5167	0.2611	1.5167	1.2316
No log	10.0	460	1.3207	0.2065	1.3207	1.1492
No log	10.0435	462	1.1583	-0.0411	1.1583	1.0763
No log	10.0870	464	1.0997	-0.0411	1.0997	1.0486
No log	10.1304	466	1.0993	-0.0411	1.0993	1.0485
No log	10.1739	468	1.1064	0.0	1.1064	1.0519
No log	10.2174	470	1.1641	0.0	1.1641	1.0790
No log	10.2609	472	1.2839	0.0781	1.2839	1.1331
No log	10.3043	474	1.4028	0.2424	1.4028	1.1844
No log	10.3478	476	1.4389	0.2424	1.4389	1.1996
No log	10.3913	478	1.3501	0.2126	1.3501	1.1620
No log	10.4348	480	1.2988	0.2184	1.2988	1.1397
No log	10.4783	482	1.2257	0.1835	1.2257	1.1071
No log	10.5217	484	1.3045	0.2187	1.3045	1.1421
No log	10.5652	486	1.5396	0.2906	1.5396	1.2408
No log	10.6087	488	1.7094	0.2874	1.7094	1.3074
No log	10.6522	490	1.6955	0.2874	1.6955	1.3021
No log	10.6957	492	1.6326	0.3381	1.6326	1.2777
No log	10.7391	494	1.4351	0.2474	1.4351	1.1980
No log	10.7826	496	1.2630	0.0781	1.2630	1.1238
No log	10.8261	498	1.1975	0.0	1.1975	1.0943
0.2631	10.8696	500	1.1813	-0.0411	1.1813	1.0869
0.2631	10.9130	502	1.1957	-0.0411	1.1957	1.0935
0.2631	10.9565	504	1.2510	-0.0411	1.2510	1.1185
0.2631	11.0	506	1.3615	0.1024	1.3615	1.1668
0.2631	11.0435	508	1.5021	0.3052	1.5021	1.2256
0.2631	11.0870	510	1.6375	0.3233	1.6375	1.2797
0.2631	11.1304	512	1.6291	0.3006	1.6291	1.2764
0.2631	11.1739	514	1.5359	0.2694	1.5359	1.2393
0.2631	11.2174	516	1.4695	0.2062	1.4695	1.2122
0.2631	11.2609	518	1.4516	0.1832	1.4516	1.2048
0.2631	11.3043	520	1.4894	0.2694	1.4895	1.2204
0.2631	11.3478	522	1.5000	0.2474	1.5000	1.2247
0.2631	11.3913	524	1.4645	0.2474	1.4645	1.2102
0.2631	11.4348	526	1.3199	0.1689	1.3199	1.1489
0.2631	11.4783	528	1.2712	0.1536	1.2712	1.1275
0.2631	11.5217	530	1.3329	0.1711	1.3329	1.1545
0.2631	11.5652	532	1.5200	0.2715	1.5200	1.2329
0.2631	11.6087	534	1.6205	0.3095	1.6205	1.2730
0.2631	11.6522	536	1.5464	0.2906	1.5464	1.2435
0.2631	11.6957	538	1.4312	0.2474	1.4312	1.1963
0.2631	11.7391	540	1.3326	0.2126	1.3326	1.1544
0.2631	11.7826	542	1.3107	0.1370	1.3107	1.1449
0.2631	11.8261	544	1.3167	0.1449	1.3167	1.1475
0.2631	11.8696	546	1.3397	0.1769	1.3397	1.1574
0.2631	11.9130	548	1.3991	0.2126	1.3991	1.1828
0.2631	11.9565	550	1.4061	0.2126	1.4061	1.1858
0.2631	12.0	552	1.3610	0.1744	1.3610	1.1666
0.2631	12.0435	554	1.2808	0.0401	1.2808	1.1317
0.2631	12.0870	556	1.2542	0.0	1.2542	1.1199
0.2631	12.1304	558	1.1969	-0.0411	1.1969	1.0940
0.2631	12.1739	560	1.1711	-0.0411	1.1711	1.0822
0.2631	12.2174	562	1.1860	-0.0411	1.1860	1.0890
0.2631	12.2609	564	1.2382	0.0	1.2382	1.1127
0.2631	12.3043	566	1.3164	0.0781	1.3164	1.1473
0.2631	12.3478	568	1.3699	0.1407	1.3699	1.1704
0.2631	12.3913	570	1.3893	0.1814	1.3893	1.1787
0.2631	12.4348	572	1.4470	0.2709	1.4470	1.2029
0.2631	12.4783	574	1.4902	0.2793	1.4902	1.2208
0.2631	12.5217	576	1.5272	0.2869	1.5272	1.2358
0.2631	12.5652	578	1.5552	0.2869	1.5552	1.2471
0.2631	12.6087	580	1.4909	0.2126	1.4909	1.2210
0.2631	12.6522	582	1.4397	0.1407	1.4397	1.1999
0.2631	12.6957	584	1.4163	0.1407	1.4163	1.1901
0.2631	12.7391	586	1.3575	0.0	1.3575	1.1651
0.2631	12.7826	588	1.2926	-0.0411	1.2926	1.1369
0.2631	12.8261	590	1.2973	-0.0411	1.2973	1.1390
0.2631	12.8696	592	1.3277	0.0433	1.3277	1.1523
0.2631	12.9130	594	1.3492	0.1170	1.3492	1.1615
0.2631	12.9565	596	1.3482	0.1170	1.3482	1.1611
0.2631	13.0	598	1.3574	0.1170	1.3574	1.1651
0.2631	13.0435	600	1.3906	0.1769	1.3906	1.1792
0.2631	13.0870	602	1.3397	0.1449	1.3397	1.1575
0.2631	13.1304	604	1.3559	0.1769	1.3559	1.1644
0.2631	13.1739	606	1.3543	0.1769	1.3543	1.1637
0.2631	13.2174	608	1.3553	0.1370	1.3553	1.1642
0.2631	13.2609	610	1.3892	0.1370	1.3892	1.1787
0.2631	13.3043	612	1.3566	0.1370	1.3566	1.1647
0.2631	13.3478	614	1.3302	-0.0411	1.3302	1.1533
0.2631	13.3913	616	1.3053	0.0	1.3053	1.1425
0.2631	13.4348	618	1.2919	0.0	1.2919	1.1366
0.2631	13.4783	620	1.2879	0.1052	1.2879	1.1349
0.2631	13.5217	622	1.2901	0.1052	1.2901	1.1358
0.2631	13.5652	624	1.3142	0.1052	1.3142	1.1464
0.2631	13.6087	626	1.3588	0.1486	1.3588	1.1657
0.2631	13.6522	628	1.3597	0.1814	1.3597	1.1661
0.2631	13.6957	630	1.3365	0.1814	1.3365	1.1561
0.2631	13.7391	632	1.4028	0.2568	1.4028	1.1844
0.2631	13.7826	634	1.5133	0.2869	1.5133	1.2302
0.2631	13.8261	636	1.4956	0.2568	1.4956	1.2229
0.2631	13.8696	638	1.3934	0.2239	1.3934	1.1804
0.2631	13.9130	640	1.3025	0.1700	1.3025	1.1413
0.2631	13.9565	642	1.2266	0.1024	1.2266	1.1075
0.2631	14.0	644	1.2198	0.0661	1.2198	1.1045
0.2631	14.0435	646	1.2595	0.1024	1.2595	1.1223
0.2631	14.0870	648	1.3569	0.1370	1.3569	1.1649
0.2631	14.1304	650	1.4707	0.2239	1.4707	1.2127
0.2631	14.1739	652	1.5278	0.2239	1.5278	1.2360
0.2631	14.2174	654	1.5142	0.2239	1.5142	1.2305
0.2631	14.2609	656	1.4531	0.1562	1.4531	1.2054
0.2631	14.3043	658	1.3729	0.1744	1.3729	1.1717
0.2631	14.3478	660	1.3263	0.1744	1.3263	1.1516
0.2631	14.3913	662	1.3105	0.1407	1.3105	1.1448
0.2631	14.4348	664	1.3401	0.1744	1.3401	1.1576
0.2631	14.4783	666	1.4353	0.1562	1.4353	1.1980
0.2631	14.5217	668	1.5234	0.2292	1.5234	1.2343
0.2631	14.5652	670	1.5731	0.2611	1.5731	1.2542
0.2631	14.6087	672	1.5661	0.2611	1.5661	1.2514
0.2631	14.6522	674	1.5038	0.2292	1.5038	1.2263
0.2631	14.6957	676	1.4849	0.2239	1.4849	1.2186
0.2631	14.7391	678	1.4598	0.2065	1.4598	1.2082
0.2631	14.7826	680	1.3921	0.1407	1.3921	1.1799
0.2631	14.8261	682	1.3231	0.0401	1.3231	1.1503
0.2631	14.8696	684	1.3015	0.0401	1.3015	1.1408
0.2631	14.9130	686	1.3072	0.0401	1.3072	1.1433
0.2631	14.9565	688	1.3396	0.0781	1.3396	1.1574
0.2631	15.0	690	1.3852	0.1407	1.3852	1.1769
0.2631	15.0435	692	1.4389	0.2065	1.4389	1.1996
0.2631	15.0870	694	1.5056	0.2709	1.5056	1.2270
0.2631	15.1304	696	1.5581	0.2611	1.5581	1.2482
0.2631	15.1739	698	1.5633	0.2611	1.5633	1.2503
0.2631	15.2174	700	1.4732	0.2474	1.4732	1.2137
0.2631	15.2609	702	1.3211	0.0781	1.3211	1.1494
0.2631	15.3043	704	1.1868	0.0401	1.1868	1.0894
0.2631	15.3478	706	1.1349	0.0	1.1349	1.0653
0.2631	15.3913	708	1.1879	0.0	1.1879	1.0899
0.2631	15.4348	710	1.2791	0.0401	1.2791	1.1310
0.2631	15.4783	712	1.3539	0.0401	1.3539	1.1636
0.2631	15.5217	714	1.4164	0.1142	1.4164	1.1901
0.2631	15.5652	716	1.4713	0.2065	1.4713	1.2130
0.2631	15.6087	718	1.4788	0.2065	1.4788	1.2160
0.2631	15.6522	720	1.4872	0.2065	1.4872	1.2195
0.2631	15.6957	722	1.4514	0.0781	1.4514	1.2048
0.2631	15.7391	724	1.4438	0.0781	1.4438	1.2016
0.2631	15.7826	726	1.4609	0.1142	1.4609	1.2087
0.2631	15.8261	728	1.4483	0.1142	1.4483	1.2035
0.2631	15.8696	730	1.4242	0.1142	1.4242	1.1934
0.2631	15.9130	732	1.3862	0.1142	1.3862	1.1774
0.2631	15.9565	734	1.3318	0.0781	1.3318	1.1540
0.2631	16.0	736	1.2433	0.0781	1.2433	1.1150
0.2631	16.0435	738	1.1759	0.0587	1.1759	1.0844
0.2631	16.0870	740	1.1924	0.0811	1.1924	1.0920
0.2631	16.1304	742	1.2622	0.1202	1.2622	1.1235
0.2631	16.1739	744	1.3977	0.1814	1.3977	1.1822
0.2631	16.2174	746	1.5303	0.2522	1.5303	1.2371
0.2631	16.2609	748	1.6021	0.2568	1.6021	1.2657
0.2631	16.3043	750	1.6149	0.2568	1.6149	1.2708
0.2631	16.3478	752	1.5821	0.2424	1.5821	1.2578
0.2631	16.3913	754	1.4926	0.1744	1.4926	1.2217
0.2631	16.4348	756	1.3996	0.0781	1.3996	1.1831
0.2631	16.4783	758	1.3467	0.0401	1.3467	1.1605
0.2631	16.5217	760	1.2942	-0.0411	1.2942	1.1376
0.2631	16.5652	762	1.2400	-0.0411	1.2400	1.1135
0.2631	16.6087	764	1.2202	-0.0375	1.2202	1.1046
0.2631	16.6522	766	1.2293	-0.0375	1.2293	1.1087
0.2631	16.6957	768	1.2735	-0.0411	1.2735	1.1285
0.2631	16.7391	770	1.3411	0.0390	1.3411	1.1581
0.2631	16.7826	772	1.3846	0.0390	1.3846	1.1767
0.2631	16.8261	774	1.4032	0.0781	1.4032	1.1845
0.2631	16.8696	776	1.4346	0.0781	1.4346	1.1977
0.2631	16.9130	778	1.4673	0.1142	1.4673	1.2113
0.2631	16.9565	780	1.4818	0.1744	1.4818	1.2173
0.2631	17.0	782	1.5144	0.2065	1.5144	1.2306
0.2631	17.0435	784	1.5426	0.2424	1.5426	1.2420
0.2631	17.0870	786	1.5477	0.2709	1.5477	1.2441
0.2631	17.1304	788	1.5455	0.2367	1.5455	1.2432
0.2631	17.1739	790	1.5240	0.1700	1.5240	1.2345
0.2631	17.2174	792	1.4773	0.1113	1.4773	1.2154
0.2631	17.2609	794	1.4416	0.0390	1.4416	1.2007
0.2631	17.3043	796	1.4070	0.0401	1.4070	1.1862
0.2631	17.3478	798	1.3713	0.0401	1.3713	1.1710
0.2631	17.3913	800	1.3425	0.0401	1.3425	1.1587
0.2631	17.4348	802	1.3054	0.0	1.3054	1.1426
0.2631	17.4783	804	1.3105	0.0	1.3105	1.1448
0.2631	17.5217	806	1.3529	0.0401	1.3529	1.1632
0.2631	17.5652	808	1.3850	0.0390	1.3850	1.1768
0.2631	17.6087	810	1.4264	0.0390	1.4264	1.1943
0.2631	17.6522	812	1.4631	0.1835	1.4631	1.2096
0.2631	17.6957	814	1.4679	0.2417	1.4679	1.2116
0.2631	17.7391	816	1.4899	0.2690	1.4899	1.2206
0.2631	17.7826	818	1.4930	0.3018	1.4930	1.2219
0.2631	17.8261	820	1.5018	0.3018	1.5018	1.2255
0.2631	17.8696	822	1.4614	0.2752	1.4614	1.2089
0.2631	17.9130	824	1.3995	0.2474	1.3995	1.1830
0.2631	17.9565	826	1.3684	0.1562	1.3684	1.1698
0.2631	18.0	828	1.3282	0.0781	1.3282	1.1525
0.2631	18.0435	830	1.2906	0.0781	1.2906	1.1361
0.2631	18.0870	832	1.2663	0.0	1.2663	1.1253
0.2631	18.1304	834	1.2563	0.0	1.2563	1.1209
0.2631	18.1739	836	1.2717	0.0	1.2717	1.1277
0.2631	18.2174	838	1.3193	0.0390	1.3193	1.1486
0.2631	18.2609	840	1.3982	0.0496	1.3982	1.1825
0.2631	18.3043	842	1.4534	0.1769	1.4534	1.2056
0.2631	18.3478	844	1.4575	0.1197	1.4575	1.2073
0.2631	18.3913	846	1.4383	0.0496	1.4383	1.1993
0.2631	18.4348	848	1.4206	0.0390	1.4206	1.1919
0.2631	18.4783	850	1.3670	0.0	1.3670	1.1692
0.2631	18.5217	852	1.3433	0.0	1.3433	1.1590
0.2631	18.5652	854	1.3498	0.0	1.3498	1.1618
0.2631	18.6087	856	1.3603	0.0	1.3603	1.1663
0.2631	18.6522	858	1.3752	0.0390	1.3752	1.1727
0.2631	18.6957	860	1.3889	0.0781	1.3889	1.1785
0.2631	18.7391	862	1.3674	0.0781	1.3674	1.1694
0.2631	18.7826	864	1.3025	0.0390	1.3025	1.1413
0.2631	18.8261	866	1.2259	0.0390	1.2259	1.1072
0.2631	18.8696	868	1.1702	0.0	1.1702	1.0817
0.2631	18.9130	870	1.1663	0.0	1.1663	1.0800
0.2631	18.9565	872	1.1598	0.0	1.1598	1.0770
0.2631	19.0	874	1.1815	0.0	1.1815	1.0870
0.2631	19.0435	876	1.2133	0.0	1.2133	1.1015
0.2631	19.0870	878	1.2071	0.0	1.2071	1.0987
0.2631	19.1304	880	1.2125	0.0	1.2125	1.1011
0.2631	19.1739	882	1.2371	0.0	1.2371	1.1123
0.2631	19.2174	884	1.2888	0.0	1.2888	1.1352
0.2631	19.2609	886	1.3227	0.0	1.3227	1.1501
0.2631	19.3043	888	1.3737	0.0760	1.3737	1.1720
0.2631	19.3478	890	1.4200	0.1113	1.4200	1.1916
0.2631	19.3913	892	1.4353	0.1486	1.4353	1.1980
0.2631	19.4348	894	1.4535	0.1142	1.4535	1.2056
0.2631	19.4783	896	1.4936	0.1486	1.4936	1.2221
0.2631	19.5217	898	1.4787	0.1142	1.4787	1.2160
0.2631	19.5652	900	1.4331	0.0401	1.4331	1.1971
0.2631	19.6087	902	1.3848	0.0401	1.3848	1.1768
0.2631	19.6522	904	1.3551	0.0401	1.3551	1.1641
0.2631	19.6957	906	1.3467	0.0401	1.3467	1.1605
0.2631	19.7391	908	1.3290	0.0781	1.3290	1.1528
0.2631	19.7826	910	1.2801	0.0	1.2801	1.1314
0.2631	19.8261	912	1.2879	0.0	1.2879	1.1348
0.2631	19.8696	914	1.3066	0.0	1.3066	1.1431
0.2631	19.9130	916	1.3471	0.0781	1.3471	1.1606
0.2631	19.9565	918	1.4091	0.1142	1.4091	1.1870
0.2631	20.0	920	1.4677	0.2126	1.4677	1.2115
0.2631	20.0435	922	1.5001	0.2126	1.5001	1.2248
0.2631	20.0870	924	1.5279	0.2126	1.5279	1.2361
0.2631	20.1304	926	1.5148	0.2126	1.5148	1.2308
0.2631	20.1739	928	1.4894	0.2126	1.4894	1.2204
0.2631	20.2174	930	1.4474	0.1744	1.4474	1.2031
0.2631	20.2609	932	1.3983	0.1142	1.3983	1.1825
0.2631	20.3043	934	1.3528	0.0390	1.3528	1.1631
0.2631	20.3478	936	1.3527	0.0390	1.3527	1.1630
0.2631	20.3913	938	1.3715	0.1142	1.3715	1.1711
0.2631	20.4348	940	1.3615	0.1142	1.3615	1.1668
0.2631	20.4783	942	1.3911	0.1744	1.3911	1.1794
0.2631	20.5217	944	1.4774	0.2665	1.4774	1.2155
0.2631	20.5652	946	1.5186	0.2752	1.5186	1.2323
0.2631	20.6087	948	1.5246	0.2752	1.5246	1.2348
0.2631	20.6522	950	1.4776	0.2665	1.4776	1.2156
0.2631	20.6957	952	1.4213	0.1744	1.4213	1.1922
0.2631	20.7391	954	1.3973	0.1407	1.3973	1.1821
0.2631	20.7826	956	1.3867	0.0781	1.3867	1.1776
0.2631	20.8261	958	1.3743	0.0781	1.3743	1.1723
0.2631	20.8696	960	1.3986	0.0781	1.3986	1.1826
0.2631	20.9130	962	1.4607	0.0781	1.4607	1.2086
0.2631	20.9565	964	1.5085	0.2126	1.5085	1.2282
0.2631	21.0	966	1.4911	0.2126	1.4911	1.2211
0.2631	21.0435	968	1.4326	0.1142	1.4326	1.1969
0.2631	21.0870	970	1.3584	0.0781	1.3584	1.1655
0.2631	21.1304	972	1.3326	0.0401	1.3326	1.1544
0.2631	21.1739	974	1.3355	0.0401	1.3355	1.1557
0.2631	21.2174	976	1.3747	0.0401	1.3747	1.1725
0.2631	21.2609	978	1.4125	0.0781	1.4125	1.1885
0.2631	21.3043	980	1.4178	0.0401	1.4178	1.1907
0.2631	21.3478	982	1.4571	0.0781	1.4571	1.2071
0.2631	21.3913	984	1.4747	0.0781	1.4747	1.2144
0.2631	21.4348	986	1.4588	0.0401	1.4588	1.2078
0.2631	21.4783	988	1.4045	0.0401	1.4045	1.1851
0.2631	21.5217	990	1.3517	0.0	1.3517	1.1626
0.2631	21.5652	992	1.3291	0.0	1.3291	1.1529
0.2631	21.6087	994	1.3325	0.0	1.3325	1.1544
0.2631	21.6522	996	1.3343	0.0	1.3343	1.1551
0.2631	21.6957	998	1.3315	0.0401	1.3315	1.1539
0.0605	21.7391	1000	1.3526	0.0401	1.3526	1.1630
0.0605	21.7826	1002	1.3602	0.0	1.3602	1.1663
0.0605	21.8261	1004	1.3941	0.0	1.3941	1.1807
0.0605	21.8696	1006	1.4078	0.0	1.4078	1.1865
0.0605	21.9130	1008	1.4492	0.0401	1.4492	1.2038
0.0605	21.9565	1010	1.4635	0.0390	1.4635	1.2097

Framework versions

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