ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run2_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: 1.2892
• Qwk: 0.2126
• Mse: 1.2892
• Rmse: 1.1354

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	0.0488	2	3.9152	-0.0319	3.9152	1.9787
No log	0.0976	4	2.3161	0.0372	2.3161	1.5219
No log	0.1463	6	2.0454	0.0260	2.0454	1.4302
No log	0.1951	8	1.6301	0.0100	1.6301	1.2768
No log	0.2439	10	1.2168	0.1091	1.2168	1.1031
No log	0.2927	12	1.1692	0.1901	1.1692	1.0813
No log	0.3415	14	1.2690	0.1205	1.2690	1.1265
No log	0.3902	16	1.3094	0.0613	1.3094	1.1443
No log	0.4390	18	1.2486	0.0374	1.2486	1.1174
No log	0.4878	20	1.1393	0.1304	1.1393	1.0674
No log	0.5366	22	1.0717	0.1167	1.0717	1.0352
No log	0.5854	24	1.0785	0.0888	1.0785	1.0385
No log	0.6341	26	1.1062	0.0445	1.1062	1.0518
No log	0.6829	28	1.0674	0.1203	1.0674	1.0331
No log	0.7317	30	0.9890	0.1107	0.9890	0.9945
No log	0.7805	32	0.9718	0.3221	0.9718	0.9858
No log	0.8293	34	1.1094	0.1576	1.1094	1.0533
No log	0.8780	36	1.0090	0.2392	1.0090	1.0045
No log	0.9268	38	0.9661	0.3935	0.9661	0.9829
No log	0.9756	40	0.9632	0.2834	0.9632	0.9814
No log	1.0244	42	1.0046	0.2217	1.0046	1.0023
No log	1.0732	44	1.0990	0.1189	1.0990	1.0483
No log	1.1220	46	1.1539	0.0761	1.1539	1.0742
No log	1.1707	48	1.1020	0.0823	1.1020	1.0498
No log	1.2195	50	1.0902	0.1350	1.0902	1.0441
No log	1.2683	52	1.1294	0.1003	1.1294	1.0627
No log	1.3171	54	1.1120	0.2145	1.1120	1.0545
No log	1.3659	56	1.0491	0.2912	1.0491	1.0243
No log	1.4146	58	0.9670	0.3048	0.9670	0.9834
No log	1.4634	60	0.9772	0.1330	0.9772	0.9885
No log	1.5122	62	1.0123	0.0888	1.0123	1.0061
No log	1.5610	64	1.0275	0.0888	1.0275	1.0136
No log	1.6098	66	1.0126	0.0888	1.0126	1.0063
No log	1.6585	68	0.9315	0.2672	0.9315	0.9651
No log	1.7073	70	0.9216	0.2895	0.9216	0.9600
No log	1.7561	72	1.0374	0.2392	1.0374	1.0186
No log	1.8049	74	1.0876	0.3283	1.0876	1.0429
No log	1.8537	76	1.1482	0.3283	1.1482	1.0715
No log	1.9024	78	1.2706	0.2926	1.2706	1.1272
No log	1.9512	80	1.4393	0.2588	1.4393	1.1997
No log	2.0	82	1.6033	0.2016	1.6033	1.2662
No log	2.0488	84	1.7019	0.2026	1.7019	1.3046
No log	2.0976	86	1.6748	0.1914	1.6748	1.2941
No log	2.1463	88	1.5512	0.0973	1.5512	1.2455
No log	2.1951	90	1.4070	0.2149	1.4070	1.1862
No log	2.2439	92	1.4138	0.1362	1.4138	1.1890
No log	2.2927	94	1.4568	0.1297	1.4568	1.2070
No log	2.3415	96	1.3699	0.0976	1.3699	1.1704
No log	2.3902	98	1.1940	0.1434	1.1940	1.0927
No log	2.4390	100	1.0175	0.2263	1.0175	1.0087
No log	2.4878	102	0.9744	0.1857	0.9744	0.9871
No log	2.5366	104	0.9972	0.1707	0.9972	0.9986
No log	2.5854	106	1.0931	0.1970	1.0931	1.0455
No log	2.6341	108	1.1942	0.0571	1.1942	1.0928
No log	2.6829	110	1.3025	-0.0297	1.3025	1.1413
No log	2.7317	112	1.3886	-0.0460	1.3886	1.1784
No log	2.7805	114	1.4500	0.1194	1.4500	1.2042
No log	2.8293	116	1.4873	0.2313	1.4873	1.2195
No log	2.8780	118	1.5871	0.2638	1.5871	1.2598
No log	2.9268	120	1.6964	0.2252	1.6964	1.3025
No log	2.9756	122	1.7233	0.1078	1.7233	1.3127
No log	3.0244	124	1.6642	0.1207	1.6642	1.2900
No log	3.0732	126	1.5466	0.2004	1.5466	1.2436
No log	3.1220	128	1.4339	0.1438	1.4339	1.1974
No log	3.1707	130	1.4257	0.0712	1.4257	1.1940
No log	3.2195	132	1.4352	-0.0541	1.4352	1.1980
No log	3.2683	134	1.4574	-0.0939	1.4574	1.2072
No log	3.3171	136	1.4488	0.0147	1.4488	1.2037
No log	3.3659	138	1.5210	0.2752	1.5210	1.2333
No log	3.4146	140	1.5554	0.2110	1.5554	1.2471
No log	3.4634	142	1.5332	0.2317	1.5332	1.2382
No log	3.5122	144	1.4561	0.2437	1.4561	1.2067
No log	3.5610	146	1.4092	0.2694	1.4092	1.1871
No log	3.6098	148	1.4646	0.2694	1.4646	1.2102
No log	3.6585	150	1.6548	0.2644	1.6548	1.2864
No log	3.7073	152	1.9517	0.2247	1.9517	1.3971
No log	3.7561	154	2.0626	0.1896	2.0626	1.4362
No log	3.8049	156	1.9811	0.2127	1.9811	1.4075
No log	3.8537	158	1.7118	0.2252	1.7118	1.3084
No log	3.9024	160	1.4894	0.2221	1.4894	1.2204
No log	3.9512	162	1.3001	0.2424	1.3001	1.1402
No log	4.0	164	1.3186	0.2709	1.3186	1.1483
No log	4.0488	166	1.3895	0.2752	1.3895	1.1788
No log	4.0976	168	1.5368	0.2363	1.5368	1.2397
No log	4.1463	170	1.6799	0.2448	1.6799	1.2961
No log	4.1951	172	1.6804	0.2406	1.6804	1.2963
No log	4.2439	174	1.6905	0.2406	1.6905	1.3002
No log	4.2927	176	1.5986	0.2869	1.5986	1.2644
No log	4.3415	178	1.5257	0.2869	1.5257	1.2352
No log	4.3902	180	1.5621	0.2869	1.5621	1.2498
No log	4.4390	182	1.5004	0.2869	1.5004	1.2249
No log	4.4878	184	1.3545	0.2982	1.3545	1.1638
No log	4.5366	186	1.1788	0.2709	1.1788	1.0857
No log	4.5854	188	1.1010	0.2795	1.1010	1.0493
No log	4.6341	190	1.1786	0.2709	1.1786	1.0856
No log	4.6829	192	1.3812	0.2982	1.3812	1.1752
No log	4.7317	194	1.5724	0.2832	1.5724	1.2540
No log	4.7805	196	1.6849	0.2270	1.6849	1.2980
No log	4.8293	198	1.6791	0.2437	1.6791	1.2958
No log	4.8780	200	1.5524	0.2522	1.5524	1.2459
No log	4.9268	202	1.4267	0.2709	1.4267	1.1944
No log	4.9756	204	1.2711	0.1142	1.2711	1.1274
No log	5.0244	206	1.2443	0.1142	1.2443	1.1155
No log	5.0732	208	1.3143	0.2065	1.3143	1.1464
No log	5.1220	210	1.4446	0.2709	1.4446	1.2019
No log	5.1707	212	1.6205	0.1832	1.6205	1.2730
No log	5.2195	214	1.7045	0.1533	1.7045	1.3056
No log	5.2683	216	1.6451	0.1142	1.6451	1.2826
No log	5.3171	218	1.5060	0.1562	1.5060	1.2272
No log	5.3659	220	1.4011	0.1744	1.4011	1.1837
No log	5.4146	222	1.3923	0.1744	1.3923	1.1800
No log	5.4634	224	1.4481	0.2065	1.4481	1.2034
No log	5.5122	226	1.5512	0.2568	1.5512	1.2455
No log	5.5610	228	1.5932	0.2568	1.5932	1.2622
No log	5.6098	230	1.4814	0.1880	1.4814	1.2171
No log	5.6585	232	1.4126	0.1562	1.4126	1.1885
No log	5.7073	234	1.4565	0.1943	1.4565	1.2068
No log	5.7561	236	1.5181	0.1943	1.5181	1.2321
No log	5.8049	238	1.5575	0.1634	1.5575	1.2480
No log	5.8537	240	1.6709	0.1141	1.6709	1.2926
No log	5.9024	242	1.6590	0.1533	1.6590	1.2880
No log	5.9512	244	1.5854	0.2004	1.5854	1.2591
No log	6.0	246	1.4069	0.2522	1.4069	1.1861
No log	6.0488	248	1.2739	0.2184	1.2739	1.1287
No log	6.0976	250	1.3588	0.3018	1.3588	1.1657
No log	6.1463	252	1.5868	0.2527	1.5868	1.2597
No log	6.1951	254	1.7303	0.2419	1.7303	1.3154
No log	6.2439	256	1.6946	0.2565	1.6946	1.3017
No log	6.2927	258	1.5575	0.2296	1.5575	1.2480
No log	6.3415	260	1.6020	0.2296	1.6020	1.2657
No log	6.3902	262	1.5434	0.2363	1.5434	1.2423
No log	6.4390	264	1.4217	0.2474	1.4217	1.1923
No log	6.4878	266	1.3150	0.1814	1.3150	1.1467
No log	6.5366	268	1.3468	0.1814	1.3468	1.1605
No log	6.5854	270	1.4979	0.2611	1.4979	1.2239
No log	6.6341	272	1.6020	0.2437	1.6020	1.2657
No log	6.6829	274	1.6573	0.2110	1.6573	1.2874
No log	6.7317	276	1.6073	0.2270	1.6073	1.2678
No log	6.7805	278	1.4805	0.2239	1.4805	1.2167
No log	6.8293	280	1.3177	0.1142	1.3177	1.1479
No log	6.8780	282	1.2180	0.1024	1.2180	1.1036
No log	6.9268	284	1.2422	0.1024	1.2422	1.1145
No log	6.9756	286	1.3668	0.2424	1.3668	1.1691
No log	7.0244	288	1.5320	0.2437	1.5320	1.2377
No log	7.0732	290	1.7642	0.1960	1.7642	1.3282
No log	7.1220	292	1.7652	0.2007	1.7652	1.3286
No log	7.1707	294	1.5957	0.2221	1.5957	1.2632
No log	7.2195	296	1.4223	0.2126	1.4223	1.1926
No log	7.2683	298	1.2916	0.2065	1.2916	1.1365
No log	7.3171	300	1.2722	0.1142	1.2722	1.1279
No log	7.3659	302	1.3180	0.2126	1.3180	1.1481
No log	7.4146	304	1.4606	0.2709	1.4606	1.2085
No log	7.4634	306	1.4720	0.2709	1.4720	1.2133
No log	7.5122	308	1.3962	0.2709	1.3962	1.1816
No log	7.5610	310	1.4291	0.3086	1.4291	1.1954
No log	7.6098	312	1.4614	0.3177	1.4614	1.2089
No log	7.6585	314	1.6155	0.2565	1.6155	1.2710
No log	7.7073	316	1.7347	0.2149	1.7347	1.3171
No log	7.7561	318	1.8053	0.1694	1.8053	1.3436
No log	7.8049	320	1.6785	0.1943	1.6785	1.2956
No log	7.8537	322	1.5800	0.1634	1.5800	1.2570
No log	7.9024	324	1.3692	0.3086	1.3692	1.1701
No log	7.9512	326	1.1356	0.2752	1.1356	1.0656
No log	8.0	328	1.0591	0.2206	1.0591	1.0291
No log	8.0488	330	1.0668	0.3037	1.0668	1.0329
No log	8.0976	332	1.2370	0.3563	1.2370	1.1122
No log	8.1463	334	1.5981	0.3149	1.5981	1.2642
No log	8.1951	336	1.9303	0.3102	1.9303	1.3894
No log	8.2439	338	1.9976	0.2247	1.9976	1.4133
No log	8.2927	340	1.8639	0.2796	1.8639	1.3652
No log	8.3415	342	1.6698	0.2816	1.6698	1.2922
No log	8.3902	344	1.5192	0.3052	1.5192	1.2325
No log	8.4390	346	1.3889	0.2522	1.3889	1.1785
No log	8.4878	348	1.3470	0.2372	1.3470	1.1606
No log	8.5366	350	1.3794	0.2184	1.3794	1.1745
No log	8.5854	352	1.4840	0.2793	1.4840	1.2182
No log	8.6341	354	1.5559	0.2611	1.5559	1.2474
No log	8.6829	356	1.6809	0.2338	1.6809	1.2965
No log	8.7317	358	1.6589	0.2252	1.6589	1.2880
No log	8.7805	360	1.5177	0.2793	1.5177	1.2319
No log	8.8293	362	1.3258	0.2372	1.3258	1.1515
No log	8.8780	364	1.2405	0.0661	1.2405	1.1138
No log	8.9268	366	1.2467	0.1370	1.2467	1.1166
No log	8.9756	368	1.3126	0.2555	1.3126	1.1457
No log	9.0244	370	1.4888	0.2611	1.4888	1.2202
No log	9.0732	372	1.5672	0.2437	1.5672	1.2519
No log	9.1220	374	1.5039	0.2342	1.5039	1.2263
No log	9.1707	376	1.4065	0.2474	1.4065	1.1860
No log	9.2195	378	1.3418	0.2367	1.3418	1.1584
No log	9.2683	380	1.3008	0.2555	1.3008	1.1405
No log	9.3171	382	1.3197	0.2367	1.3197	1.1488
No log	9.3659	384	1.3360	0.2260	1.3360	1.1559
No log	9.4146	386	1.3399	0.1142	1.3399	1.1576
No log	9.4634	388	1.3928	0.1880	1.3928	1.1802
No log	9.5122	390	1.4681	0.2474	1.4681	1.2117
No log	9.5610	392	1.4843	0.2522	1.4843	1.2183
No log	9.6098	394	1.4235	0.2474	1.4235	1.1931
No log	9.6585	396	1.3782	0.2474	1.3782	1.1740
No log	9.7073	398	1.3986	0.2474	1.3986	1.1826
No log	9.7561	400	1.4809	0.2793	1.4809	1.2169
No log	9.8049	402	1.5221	0.3148	1.5221	1.2338
No log	9.8537	404	1.4759	0.3117	1.4759	1.2148
No log	9.9024	406	1.4562	0.3148	1.4562	1.2067
No log	9.9512	408	1.5437	0.3429	1.5437	1.2425
No log	10.0	410	1.5278	0.3205	1.5278	1.2360
No log	10.0488	412	1.4685	0.3177	1.4685	1.2118
No log	10.0976	414	1.4633	0.3177	1.4633	1.2097
No log	10.1463	416	1.4813	0.3205	1.4813	1.2171
No log	10.1951	418	1.4452	0.3036	1.4452	1.2022
No log	10.2439	420	1.4018	0.3205	1.4018	1.1840
No log	10.2927	422	1.4101	0.3205	1.4101	1.1875
No log	10.3415	424	1.4979	0.2681	1.4979	1.2239
No log	10.3902	426	1.3790	0.3117	1.3790	1.1743
No log	10.4390	428	1.3132	0.2832	1.3132	1.1459
No log	10.4878	430	1.2338	0.2424	1.2338	1.1108
No log	10.5366	432	1.2667	0.2065	1.2667	1.1255
No log	10.5854	434	1.3015	0.2065	1.3015	1.1408
No log	10.6341	436	1.3223	0.2665	1.3223	1.1499
No log	10.6829	438	1.3652	0.2665	1.3652	1.1684
No log	10.7317	440	1.4584	0.2982	1.4584	1.2076
No log	10.7805	442	1.5261	0.2869	1.5261	1.2353
No log	10.8293	444	1.5548	0.2568	1.5548	1.2469
No log	10.8780	446	1.5368	0.2239	1.5368	1.2397
No log	10.9268	448	1.4596	0.2184	1.4596	1.2081
No log	10.9756	450	1.3942	0.1310	1.3942	1.1807
No log	11.0244	452	1.3672	0.1142	1.3672	1.1693
No log	11.0732	454	1.3284	0.1142	1.3284	1.1526
No log	11.1220	456	1.3157	0.0781	1.3157	1.1470
No log	11.1707	458	1.3516	0.2372	1.3516	1.1626
No log	11.2195	460	1.4115	0.2184	1.4115	1.1880
No log	11.2683	462	1.5180	0.2869	1.5180	1.2321
No log	11.3171	464	1.6132	0.2940	1.6132	1.2701
No log	11.3659	466	1.5540	0.2611	1.5540	1.2466
No log	11.4146	468	1.4439	0.2568	1.4439	1.2016
No log	11.4634	470	1.3381	0.1562	1.3381	1.1568
No log	11.5122	472	1.2777	0.1142	1.2777	1.1304
No log	11.5610	474	1.2586	0.0401	1.2586	1.1219
No log	11.6098	476	1.2717	0.0781	1.2717	1.1277
No log	11.6585	478	1.3250	0.0781	1.3250	1.1511
No log	11.7073	480	1.4123	0.1744	1.4123	1.1884
No log	11.7561	482	1.5832	0.2611	1.5832	1.2583
No log	11.8049	484	1.7424	0.2206	1.7424	1.3200
No log	11.8537	486	1.8400	0.1835	1.8400	1.3565
No log	11.9024	488	1.8284	0.1918	1.8284	1.3522
No log	11.9512	490	1.7277	0.2525	1.7277	1.3144
No log	12.0	492	1.5458	0.2184	1.5458	1.2433
No log	12.0488	494	1.4207	0.0401	1.4207	1.1919
No log	12.0976	496	1.3647	0.0	1.3647	1.1682
No log	12.1463	498	1.3397	0.0	1.3397	1.1574
0.3078	12.1951	500	1.3475	0.0	1.3475	1.1608
0.3078	12.2439	502	1.3866	0.0781	1.3866	1.1775
0.3078	12.2927	504	1.4723	0.2665	1.4723	1.2134
0.3078	12.3415	506	1.6042	0.3329	1.6042	1.2666
0.3078	12.3902	508	1.6761	0.3205	1.6761	1.2947
0.3078	12.4390	510	1.6084	0.3381	1.6084	1.2682
0.3078	12.4878	512	1.4795	0.2752	1.4795	1.2164
0.3078	12.5366	514	1.3155	0.2065	1.3155	1.1469
0.3078	12.5854	516	1.1792	0.1202	1.1792	1.0859
0.3078	12.6341	518	1.1420	0.1622	1.1420	1.0686
0.3078	12.6829	520	1.2050	0.1552	1.2050	1.0977
0.3078	12.7317	522	1.3276	0.2665	1.3276	1.1522
0.3078	12.7805	524	1.3849	0.2665	1.3849	1.1768
0.3078	12.8293	526	1.3686	0.2665	1.3686	1.1699
0.3078	12.8780	528	1.3173	0.2665	1.3173	1.1477
0.3078	12.9268	530	1.2965	0.1142	1.2965	1.1386
0.3078	12.9756	532	1.2547	0.0781	1.2547	1.1201
0.3078	13.0244	534	1.2243	0.0781	1.2243	1.1065
0.3078	13.0732	536	1.2534	0.0781	1.2534	1.1196
0.3078	13.1220	538	1.3065	0.2065	1.3065	1.1430
0.3078	13.1707	540	1.2972	0.2372	1.2972	1.1390
0.3078	13.2195	542	1.2265	0.2640	1.2265	1.1075
0.3078	13.2683	544	1.2710	0.3231	1.2710	1.1274
0.3078	13.3171	546	1.4031	0.3052	1.4031	1.1845
0.3078	13.3659	548	1.3811	0.3018	1.3811	1.1752
0.3078	13.4146	550	1.3773	0.2793	1.3773	1.1736
0.3078	13.4634	552	1.4189	0.2568	1.4189	1.1912
0.3078	13.5122	554	1.4267	0.2568	1.4267	1.1944
0.3078	13.5610	556	1.4048	0.2522	1.4048	1.1852
0.3078	13.6098	558	1.3897	0.2474	1.3897	1.1789
0.3078	13.6585	560	1.3405	0.2065	1.3405	1.1578
0.3078	13.7073	562	1.3187	0.2065	1.3187	1.1483
0.3078	13.7561	564	1.3195	0.2065	1.3195	1.1487
0.3078	13.8049	566	1.3448	0.2184	1.3448	1.1596
0.3078	13.8537	568	1.3859	0.2474	1.3859	1.1773
0.3078	13.9024	570	1.4433	0.2522	1.4433	1.2014
0.3078	13.9512	572	1.4135	0.2522	1.4135	1.1889
0.3078	14.0	574	1.3764	0.2522	1.3764	1.1732
0.3078	14.0488	576	1.3881	0.2522	1.3881	1.1782
0.3078	14.0976	578	1.3900	0.2522	1.3900	1.1790
0.3078	14.1463	580	1.3924	0.2568	1.3924	1.1800
0.3078	14.1951	582	1.3182	0.2709	1.3182	1.1481
0.3078	14.2439	584	1.2154	0.2665	1.2154	1.1024
0.3078	14.2927	586	1.1786	0.2372	1.1786	1.0857
0.3078	14.3415	588	1.2092	0.2665	1.2092	1.0996
0.3078	14.3902	590	1.2348	0.2709	1.2348	1.1112
0.3078	14.4390	592	1.2976	0.2709	1.2976	1.1391
0.3078	14.4878	594	1.3847	0.2522	1.3847	1.1767
0.3078	14.5366	596	1.4148	0.2568	1.4148	1.1894
0.3078	14.5854	598	1.4046	0.2568	1.4046	1.1851
0.3078	14.6341	600	1.3878	0.2568	1.3878	1.1781
0.3078	14.6829	602	1.3111	0.2752	1.3111	1.1450
0.3078	14.7317	604	1.2961	0.2793	1.2961	1.1385
0.3078	14.7805	606	1.3491	0.2653	1.3491	1.1615
0.3078	14.8293	608	1.4481	0.2733	1.4481	1.2034
0.3078	14.8780	610	1.5754	0.3284	1.5754	1.2551
0.3078	14.9268	612	1.5654	0.3284	1.5654	1.2511
0.3078	14.9756	614	1.4100	0.2694	1.4100	1.1874
0.3078	15.0244	616	1.2197	0.2665	1.2197	1.1044
0.3078	15.0732	618	1.0988	0.0401	1.0988	1.0483
0.3078	15.1220	620	1.0766	0.0	1.0766	1.0376
0.3078	15.1707	622	1.1682	0.0781	1.1682	1.0808
0.3078	15.2195	624	1.3339	0.2372	1.3339	1.1549
0.3078	15.2683	626	1.4352	0.2709	1.4352	1.1980
0.3078	15.3171	628	1.5165	0.2522	1.5165	1.2315
0.3078	15.3659	630	1.5377	0.2611	1.5377	1.2400
0.3078	15.4146	632	1.5030	0.2522	1.5030	1.2260
0.3078	15.4634	634	1.4253	0.2474	1.4253	1.1939
0.3078	15.5122	636	1.3888	0.1744	1.3888	1.1785
0.3078	15.5610	638	1.4172	0.1744	1.4172	1.1905
0.3078	15.6098	640	1.4569	0.1880	1.4569	1.2070
0.3078	15.6585	642	1.4709	0.2474	1.4709	1.2128
0.3078	15.7073	644	1.4454	0.2065	1.4454	1.2022
0.3078	15.7561	646	1.3718	0.1142	1.3718	1.1712
0.3078	15.8049	648	1.3459	0.1142	1.3459	1.1601
0.3078	15.8537	650	1.3673	0.1744	1.3673	1.1693
0.3078	15.9024	652	1.3492	0.1744	1.3492	1.1616
0.3078	15.9512	654	1.3298	0.1744	1.3298	1.1532
0.3078	16.0	656	1.3059	0.1744	1.3059	1.1428
0.3078	16.0488	658	1.2959	0.1744	1.2959	1.1384
0.3078	16.0976	660	1.3132	0.1744	1.3132	1.1460
0.3078	16.1463	662	1.2840	0.1142	1.2840	1.1331
0.3078	16.1951	664	1.3064	0.1744	1.3064	1.1430
0.3078	16.2439	666	1.3304	0.1744	1.3304	1.1534
0.3078	16.2927	668	1.3834	0.2065	1.3834	1.1762
0.3078	16.3415	670	1.4864	0.2522	1.4864	1.2192
0.3078	16.3902	672	1.5428	0.2522	1.5428	1.2421
0.3078	16.4390	674	1.5692	0.2611	1.5692	1.2527
0.3078	16.4878	676	1.5458	0.2611	1.5458	1.2433
0.3078	16.5366	678	1.4949	0.2568	1.4949	1.2227
0.3078	16.5854	680	1.4525	0.2568	1.4525	1.2052
0.3078	16.6341	682	1.4401	0.2522	1.4401	1.2001
0.3078	16.6829	684	1.4628	0.2522	1.4628	1.2095
0.3078	16.7317	686	1.5317	0.2522	1.5317	1.2376
0.3078	16.7805	688	1.5298	0.2568	1.5298	1.2368
0.3078	16.8293	690	1.4820	0.2568	1.4820	1.2174
0.3078	16.8780	692	1.3990	0.1880	1.3990	1.1828
0.3078	16.9268	694	1.3193	0.1562	1.3193	1.1486
0.3078	16.9756	696	1.2853	0.1562	1.2853	1.1337
0.3078	17.0244	698	1.2914	0.1562	1.2914	1.1364
0.3078	17.0732	700	1.3215	0.1562	1.3215	1.1495
0.3078	17.1220	702	1.3688	0.2184	1.3688	1.1699
0.3078	17.1707	704	1.4310	0.2522	1.4310	1.1962
0.3078	17.2195	706	1.4865	0.3052	1.4865	1.2192
0.3078	17.2683	708	1.5079	0.3086	1.5079	1.2280
0.3078	17.3171	710	1.4669	0.3086	1.4669	1.2112
0.3078	17.3659	712	1.3853	0.2793	1.3853	1.1770
0.3078	17.4146	714	1.3412	0.2474	1.3412	1.1581
0.3078	17.4634	716	1.3508	0.2474	1.3508	1.1622
0.3078	17.5122	718	1.3611	0.2752	1.3611	1.1666
0.3078	17.5610	720	1.3637	0.2522	1.3637	1.1678
0.3078	17.6098	722	1.4113	0.2793	1.4113	1.1880
0.3078	17.6585	724	1.4467	0.2522	1.4467	1.2028
0.3078	17.7073	726	1.4600	0.2522	1.4600	1.2083
0.3078	17.7561	728	1.4605	0.2522	1.4605	1.2085
0.3078	17.8049	730	1.4354	0.2709	1.4354	1.1981
0.3078	17.8537	732	1.3764	0.2709	1.3764	1.1732
0.3078	17.9024	734	1.3121	0.2665	1.3121	1.1455
0.3078	17.9512	736	1.2729	0.2665	1.2729	1.1282
0.3078	18.0	738	1.2642	0.2665	1.2642	1.1243
0.3078	18.0488	740	1.3226	0.2709	1.3226	1.1500
0.3078	18.0976	742	1.4460	0.3018	1.4460	1.2025
0.3078	18.1463	744	1.5645	0.3273	1.5645	1.2508
0.3078	18.1951	746	1.5448	0.2752	1.5448	1.2429
0.3078	18.2439	748	1.4673	0.2752	1.4673	1.2113
0.3078	18.2927	750	1.3837	0.2752	1.3837	1.1763
0.3078	18.3415	752	1.2976	0.2065	1.2976	1.1391
0.3078	18.3902	754	1.2369	0.1744	1.2369	1.1121
0.3078	18.4390	756	1.2456	0.1407	1.2456	1.1161
0.3078	18.4878	758	1.3178	0.2424	1.3178	1.1480
0.3078	18.5366	760	1.4755	0.2752	1.4755	1.2147
0.3078	18.5854	762	1.6246	0.2170	1.6246	1.2746
0.3078	18.6341	764	1.6830	0.2170	1.6830	1.2973
0.3078	18.6829	766	1.6269	0.2342	1.6269	1.2755
0.3078	18.7317	768	1.5461	0.2752	1.5461	1.2434
0.3078	18.7805	770	1.4957	0.2474	1.4957	1.2230
0.3078	18.8293	772	1.5269	0.2474	1.5269	1.2357
0.3078	18.8780	774	1.5769	0.2568	1.5769	1.2557
0.3078	18.9268	776	1.5951	0.2832	1.5951	1.2630
0.3078	18.9756	778	1.5883	0.2568	1.5883	1.2603
0.3078	19.0244	780	1.5424	0.2292	1.5424	1.2419
0.3078	19.0732	782	1.4710	0.2474	1.4710	1.2128
0.3078	19.1220	784	1.4338	0.2474	1.4338	1.1974
0.3078	19.1707	786	1.4685	0.2292	1.4685	1.2118
0.3078	19.2195	788	1.5265	0.2832	1.5265	1.2355
0.3078	19.2683	790	1.6007	0.2437	1.6007	1.2652
0.3078	19.3171	792	1.5895	0.2170	1.5895	1.2607
0.3078	19.3659	794	1.5027	0.2568	1.5027	1.2259
0.3078	19.4146	796	1.4066	0.2522	1.4066	1.1860
0.3078	19.4634	798	1.3300	0.2187	1.3300	1.1532
0.3078	19.5122	800	1.2401	0.2495	1.2401	1.1136
0.3078	19.5610	802	1.1785	0.2495	1.1785	1.0856
0.3078	19.6098	804	1.2196	0.2647	1.2196	1.1043
0.3078	19.6585	806	1.2997	0.2752	1.2997	1.1401
0.3078	19.7073	808	1.3859	0.2752	1.3859	1.1772
0.3078	19.7561	810	1.4821	0.2611	1.4821	1.2174
0.3078	19.8049	812	1.4954	0.2568	1.4954	1.2229
0.3078	19.8537	814	1.4706	0.2568	1.4706	1.2127
0.3078	19.9024	816	1.4402	0.2709	1.4402	1.2001
0.3078	19.9512	818	1.3813	0.2709	1.3813	1.1753
0.3078	20.0	820	1.3179	0.2709	1.3179	1.1480
0.3078	20.0488	822	1.2892	0.2709	1.2892	1.1354
0.3078	20.0976	824	1.2724	0.2709	1.2724	1.1280
0.3078	20.1463	826	1.3188	0.2424	1.3188	1.1484
0.3078	20.1951	828	1.3666	0.2239	1.3666	1.1690
0.3078	20.2439	830	1.4557	0.2292	1.4557	1.2065
0.3078	20.2927	832	1.5386	0.2170	1.5386	1.2404
0.3078	20.3415	834	1.5423	0.2437	1.5423	1.2419
0.3078	20.3902	836	1.5991	0.2406	1.5991	1.2645
0.3078	20.4390	838	1.6024	0.2681	1.6024	1.2658
0.3078	20.4878	840	1.5310	0.2448	1.5310	1.2374
0.3078	20.5366	842	1.3835	0.2793	1.3835	1.1762
0.3078	20.5854	844	1.2451	0.2665	1.2451	1.1159
0.3078	20.6341	846	1.1857	0.0931	1.1857	1.0889
0.3078	20.6829	848	1.1977	0.0931	1.1977	1.0944
0.3078	20.7317	850	1.2573	0.1142	1.2573	1.1213
0.3078	20.7805	852	1.3311	0.2065	1.3311	1.1537
0.3078	20.8293	854	1.4010	0.2665	1.4010	1.1836
0.3078	20.8780	856	1.4339	0.2665	1.4339	1.1974
0.3078	20.9268	858	1.4095	0.2665	1.4095	1.1872
0.3078	20.9756	860	1.3288	0.2665	1.3288	1.1527
0.3078	21.0244	862	1.2352	0.2665	1.2352	1.1114
0.3078	21.0732	864	1.1226	0.1486	1.1226	1.0595
0.3078	21.1220	866	1.1102	0.1486	1.1102	1.0536
0.3078	21.1707	868	1.1923	0.2372	1.1923	1.0919
0.3078	21.2195	870	1.3895	0.2793	1.3895	1.1788
0.3078	21.2683	872	1.5271	0.3052	1.5271	1.2358
0.3078	21.3171	874	1.5748	0.2437	1.5748	1.2549
0.3078	21.3659	876	1.5339	0.2568	1.5339	1.2385
0.3078	21.4146	878	1.4568	0.1880	1.4568	1.2070
0.3078	21.4634	880	1.4089	0.1880	1.4089	1.1870
0.3078	21.5122	882	1.3952	0.1880	1.3952	1.1812
0.3078	21.5610	884	1.3837	0.2522	1.3837	1.1763
0.3078	21.6098	886	1.3714	0.2752	1.3714	1.1711
0.3078	21.6585	888	1.3370	0.2647	1.3370	1.1563
0.3078	21.7073	890	1.3080	0.2690	1.3080	1.1437
0.3078	21.7561	892	1.3309	0.2752	1.3309	1.1536
0.3078	21.8049	894	1.4012	0.2568	1.4012	1.1837
0.3078	21.8537	896	1.4765	0.2611	1.4765	1.2151
0.3078	21.9024	898	1.4914	0.2568	1.4914	1.2212
0.3078	21.9512	900	1.4543	0.2568	1.4543	1.2059
0.3078	22.0	902	1.4474	0.2568	1.4474	1.2031
0.3078	22.0488	904	1.3992	0.2568	1.3992	1.1829
0.3078	22.0976	906	1.3299	0.2665	1.3299	1.1532
0.3078	22.1463	908	1.2743	0.2065	1.2743	1.1288
0.3078	22.1951	910	1.2334	0.2065	1.2334	1.1106
0.3078	22.2439	912	1.2106	0.2065	1.2106	1.1003
0.3078	22.2927	914	1.2142	0.2665	1.2142	1.1019
0.3078	22.3415	916	1.2404	0.2709	1.2404	1.1138
0.3078	22.3902	918	1.3354	0.2611	1.3354	1.1556
0.3078	22.4390	920	1.4192	0.2611	1.4192	1.1913
0.3078	22.4878	922	1.3975	0.2611	1.3975	1.1821
0.3078	22.5366	924	1.3526	0.2568	1.3526	1.1630
0.3078	22.5854	926	1.3485	0.2709	1.3485	1.1613
0.3078	22.6341	928	1.3632	0.2752	1.3632	1.1676
0.3078	22.6829	930	1.4003	0.2568	1.4003	1.1833
0.3078	22.7317	932	1.4311	0.2568	1.4311	1.1963
0.3078	22.7805	934	1.3941	0.2522	1.3941	1.1807
0.3078	22.8293	936	1.3696	0.2665	1.3696	1.1703
0.3078	22.8780	938	1.3320	0.2065	1.3320	1.1541
0.3078	22.9268	940	1.2919	0.2065	1.2919	1.1366
0.3078	22.9756	942	1.2935	0.2665	1.2935	1.1373
0.3078	23.0244	944	1.3027	0.2665	1.3027	1.1414
0.3078	23.0732	946	1.3034	0.2752	1.3034	1.1417
0.3078	23.1220	948	1.3730	0.3117	1.3730	1.1718
0.3078	23.1707	950	1.3509	0.3355	1.3509	1.1623
0.3078	23.2195	952	1.2834	0.3117	1.2834	1.1329
0.3078	23.2683	954	1.2454	0.3086	1.2454	1.1160
0.3078	23.3171	956	1.2258	0.3018	1.2258	1.1072
0.3078	23.3659	958	1.2875	0.3148	1.2875	1.1347
0.3078	23.4146	960	1.2871	0.3117	1.2871	1.1345
0.3078	23.4634	962	1.3578	0.3086	1.3578	1.1653
0.3078	23.5122	964	1.4795	0.3177	1.4795	1.2163
0.3078	23.5610	966	1.5226	0.3405	1.5226	1.2339
0.3078	23.6098	968	1.5361	0.2906	1.5361	1.2394
0.3078	23.6585	970	1.4547	0.2611	1.4547	1.2061
0.3078	23.7073	972	1.3593	0.2665	1.3593	1.1659
0.3078	23.7561	974	1.3227	0.2372	1.3227	1.1501
0.3078	23.8049	976	1.2926	0.2065	1.2926	1.1369
0.3078	23.8537	978	1.2596	0.1486	1.2596	1.1223
0.3078	23.9024	980	1.2585	0.2372	1.2585	1.1218
0.3078	23.9512	982	1.2785	0.2665	1.2785	1.1307
0.3078	24.0	984	1.2864	0.2665	1.2864	1.1342
0.3078	24.0488	986	1.3181	0.2665	1.3181	1.1481
0.3078	24.0976	988	1.3554	0.2752	1.3554	1.1642
0.3078	24.1463	990	1.3678	0.2752	1.3678	1.1695
0.3078	24.1951	992	1.4103	0.2793	1.4103	1.1876
0.3078	24.2439	994	1.4700	0.2793	1.4700	1.2124
0.3078	24.2927	996	1.4953	0.3086	1.4953	1.2228
0.3078	24.3415	998	1.5207	0.2906	1.5207	1.2332
0.0542	24.3902	1000	1.5392	0.2906	1.5392	1.2407
0.0542	24.4390	1002	1.5063	0.3086	1.5063	1.2273
0.0542	24.4878	1004	1.4314	0.2709	1.4314	1.1964
0.0542	24.5366	1006	1.3820	0.2665	1.3820	1.1756
0.0542	24.5854	1008	1.3308	0.2665	1.3308	1.1536
0.0542	24.6341	1010	1.2925	0.1814	1.2925	1.1369
0.0542	24.6829	1012	1.2892	0.2126	1.2892	1.1354

Framework versions

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