ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run2_AugV5_k7_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: 1.1021
• Qwk: 0.2748
• Mse: 1.1021
• Rmse: 1.0498

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	0.08	2	4.9138	-0.0240	4.9138	2.2167
No log	0.16	4	2.7309	-0.0233	2.7309	1.6525
No log	0.24	6	1.7933	0.0062	1.7933	1.3391
No log	0.32	8	2.1878	-0.0370	2.1878	1.4791
No log	0.4	10	1.9029	0.0062	1.9029	1.3795
No log	0.48	12	1.5187	0.0372	1.5187	1.2324
No log	0.56	14	1.4564	0.0169	1.4564	1.2068
No log	0.64	16	1.5895	0.0227	1.5895	1.2607
No log	0.72	18	1.4691	-0.0149	1.4691	1.2121
No log	0.8	20	1.2293	0.1865	1.2293	1.1088
No log	0.88	22	1.2325	0.1999	1.2325	1.1102
No log	0.96	24	1.3425	0.0488	1.3425	1.1586
No log	1.04	26	1.5284	0.0317	1.5284	1.2363
No log	1.12	28	1.6197	0.0	1.6197	1.2727
No log	1.2	30	1.3884	0.0362	1.3884	1.1783
No log	1.28	32	1.1755	0.2095	1.1755	1.0842
No log	1.3600	34	1.1276	0.2886	1.1276	1.0619
No log	1.44	36	1.2152	0.2245	1.2152	1.1024
No log	1.52	38	1.6328	-0.0146	1.6328	1.2778
No log	1.6	40	2.0449	0.0574	2.0449	1.4300
No log	1.6800	42	1.9052	0.1002	1.9052	1.3803
No log	1.76	44	1.5924	0.0575	1.5924	1.2619
No log	1.8400	46	1.4866	0.0189	1.4866	1.2193
No log	1.92	48	1.3670	0.1827	1.3670	1.1692
No log	2.0	50	1.2964	0.2014	1.2964	1.1386
No log	2.08	52	1.1424	0.2738	1.1424	1.0688
No log	2.16	54	1.0937	0.2636	1.0937	1.0458
No log	2.24	56	1.1317	0.2687	1.1317	1.0638
No log	2.32	58	1.1927	0.2640	1.1927	1.0921
No log	2.4	60	1.2558	0.2161	1.2558	1.1206
No log	2.48	62	1.2138	0.2787	1.2138	1.1017
No log	2.56	64	1.1664	0.2836	1.1664	1.0800
No log	2.64	66	1.1393	0.2768	1.1393	1.0674
No log	2.7200	68	1.1399	0.2672	1.1399	1.0677
No log	2.8	70	1.3343	0.2117	1.3343	1.1551
No log	2.88	72	1.7287	0.1620	1.7287	1.3148
No log	2.96	74	2.2564	0.1724	2.2564	1.5021
No log	3.04	76	2.3081	0.1757	2.3081	1.5192
No log	3.12	78	1.8752	0.1899	1.8752	1.3694
No log	3.2	80	1.2504	0.1694	1.2504	1.1182
No log	3.2800	82	0.9590	0.4138	0.9590	0.9793
No log	3.36	84	1.0611	0.3462	1.0611	1.0301
No log	3.44	86	1.1603	0.2835	1.1603	1.0772
No log	3.52	88	1.4316	0.1639	1.4316	1.1965
No log	3.6	90	2.0800	0.0780	2.0800	1.4422
No log	3.68	92	2.0011	0.0876	2.0011	1.4146
No log	3.76	94	1.5153	0.0368	1.5153	1.2310
No log	3.84	96	1.2563	0.1549	1.2563	1.1208
No log	3.92	98	1.1202	0.3250	1.1202	1.0584
No log	4.0	100	1.0974	0.2669	1.0974	1.0476
No log	4.08	102	1.1952	0.2380	1.1952	1.0933
No log	4.16	104	1.2549	0.2750	1.2549	1.1202
No log	4.24	106	1.1593	0.2233	1.1593	1.0767
No log	4.32	108	1.1056	0.2747	1.1056	1.0515
No log	4.4	110	1.1766	0.1889	1.1766	1.0847
No log	4.48	112	1.4438	0.2137	1.4438	1.2016
No log	4.5600	114	1.3566	0.2493	1.3566	1.1647
No log	4.64	116	1.2222	0.2925	1.2222	1.1055
No log	4.72	118	1.2042	0.2680	1.2042	1.0974
No log	4.8	120	1.2788	0.3818	1.2788	1.1308
No log	4.88	122	1.1461	0.3656	1.1461	1.0706
No log	4.96	124	1.1486	0.3363	1.1486	1.0717
No log	5.04	126	1.3792	0.2653	1.3792	1.1744
No log	5.12	128	1.6156	0.2397	1.6156	1.2711
No log	5.2	130	1.5631	0.2151	1.5631	1.2502
No log	5.28	132	1.3426	0.2405	1.3426	1.1587
No log	5.36	134	1.1601	0.3559	1.1601	1.0771
No log	5.44	136	1.1614	0.2697	1.1614	1.0777
No log	5.52	138	1.1958	0.2794	1.1958	1.0935
No log	5.6	140	1.3978	0.2832	1.3978	1.1823
No log	5.68	142	1.8473	0.1179	1.8473	1.3591
No log	5.76	144	1.7230	0.1609	1.7230	1.3126
No log	5.84	146	1.3176	0.2081	1.3176	1.1479
No log	5.92	148	1.1090	0.2915	1.1090	1.0531
No log	6.0	150	1.0334	0.3145	1.0334	1.0166
No log	6.08	152	1.0421	0.3704	1.0421	1.0208
No log	6.16	154	1.2019	0.2473	1.2019	1.0963
No log	6.24	156	1.3347	0.2366	1.3347	1.1553
No log	6.32	158	1.2677	0.2465	1.2677	1.1259
No log	6.4	160	1.1178	0.4076	1.1178	1.0573
No log	6.48	162	1.1593	0.3078	1.1593	1.0767
No log	6.5600	164	1.3420	0.2153	1.3420	1.1585
No log	6.64	166	1.3820	0.2443	1.3820	1.1756
No log	6.72	168	1.2115	0.3330	1.2115	1.1007
No log	6.8	170	1.1024	0.3101	1.1024	1.0500
No log	6.88	172	1.1343	0.3081	1.1343	1.0650
No log	6.96	174	1.2761	0.2876	1.2761	1.1297
No log	7.04	176	1.3150	0.2714	1.3150	1.1467
No log	7.12	178	1.4185	0.2903	1.4185	1.1910
No log	7.2	180	1.4541	0.1983	1.4541	1.2059
No log	7.28	182	1.2088	0.3008	1.2088	1.0995
No log	7.36	184	1.1776	0.2986	1.1776	1.0852
No log	7.44	186	1.1299	0.3224	1.1299	1.0630
No log	7.52	188	1.1460	0.3224	1.1460	1.0705
No log	7.6	190	1.2002	0.2750	1.2002	1.0955
No log	7.68	192	1.1354	0.2864	1.1354	1.0655
No log	7.76	194	1.2041	0.2672	1.2041	1.0973
No log	7.84	196	1.3870	0.2880	1.3870	1.1777
No log	7.92	198	1.2752	0.2718	1.2752	1.1292
No log	8.0	200	1.1206	0.2963	1.1206	1.0586
No log	8.08	202	1.0923	0.3328	1.0923	1.0451
No log	8.16	204	1.2278	0.3218	1.2278	1.1080
No log	8.24	206	1.4875	0.1872	1.4875	1.2196
No log	8.32	208	1.4269	0.2029	1.4269	1.1945
No log	8.4	210	1.3154	0.2763	1.3154	1.1469
No log	8.48	212	1.1796	0.2959	1.1796	1.0861
No log	8.56	214	1.1310	0.3657	1.1310	1.0635
No log	8.64	216	1.1746	0.3149	1.1746	1.0838
No log	8.72	218	1.2365	0.2084	1.2365	1.1120
No log	8.8	220	1.2569	0.2560	1.2569	1.1211
No log	8.88	222	1.4090	0.2136	1.4090	1.1870
No log	8.96	224	1.4314	0.2055	1.4314	1.1964
No log	9.04	226	1.2422	0.2484	1.2422	1.1145
No log	9.12	228	1.1510	0.2752	1.1510	1.0729
No log	9.2	230	1.1321	0.2947	1.1321	1.0640
No log	9.28	232	1.1732	0.2308	1.1732	1.0832
No log	9.36	234	1.4753	0.1718	1.4753	1.2146
No log	9.44	236	1.7877	0.1270	1.7877	1.3370
No log	9.52	238	1.6582	0.1719	1.6582	1.2877
No log	9.6	240	1.3000	0.2451	1.3000	1.1402
No log	9.68	242	1.1436	0.2871	1.1436	1.0694
No log	9.76	244	1.1827	0.2397	1.1827	1.0875
No log	9.84	246	1.4020	0.2604	1.4020	1.1840
No log	9.92	248	1.5310	0.2146	1.5310	1.2373
No log	10.0	250	1.4905	0.1855	1.4905	1.2208
No log	10.08	252	1.3251	0.2484	1.3251	1.1511
No log	10.16	254	1.1720	0.2438	1.1720	1.0826
No log	10.24	256	1.1217	0.3711	1.1217	1.0591
No log	10.32	258	1.1136	0.2991	1.1136	1.0553
No log	10.4	260	1.1678	0.2593	1.1678	1.0806
No log	10.48	262	1.2782	0.2825	1.2782	1.1306
No log	10.56	264	1.3260	0.2015	1.3260	1.1515
No log	10.64	266	1.3337	0.2056	1.3337	1.1549
No log	10.72	268	1.2434	0.2825	1.2434	1.1151
No log	10.8	270	1.1292	0.3846	1.1292	1.0626
No log	10.88	272	1.0779	0.2943	1.0779	1.0382
No log	10.96	274	1.1005	0.3294	1.1005	1.0491
No log	11.04	276	1.3010	0.2392	1.3010	1.1406
No log	11.12	278	1.5937	0.2328	1.5937	1.2624
No log	11.2	280	1.5496	0.2580	1.5496	1.2448
No log	11.28	282	1.2854	0.2096	1.2854	1.1338
No log	11.36	284	1.1359	0.375	1.1359	1.0658
No log	11.44	286	1.0499	0.2966	1.0499	1.0246
No log	11.52	288	1.0794	0.3108	1.0794	1.0389
No log	11.6	290	1.2276	0.2807	1.2276	1.1080
No log	11.68	292	1.3266	0.2554	1.3266	1.1518
No log	11.76	294	1.3558	0.2554	1.3558	1.1644
No log	11.84	296	1.2172	0.3313	1.2172	1.1033
No log	11.92	298	1.1078	0.3230	1.1078	1.0525
No log	12.0	300	1.0988	0.3571	1.0988	1.0482
No log	12.08	302	1.1801	0.2851	1.1801	1.0863
No log	12.16	304	1.3427	0.1824	1.3427	1.1587
No log	12.24	306	1.4775	0.2568	1.4775	1.2155
No log	12.32	308	1.5501	0.2568	1.5501	1.2450
No log	12.4	310	1.5290	0.2412	1.5290	1.2365
No log	12.48	312	1.3518	0.2560	1.3518	1.1627
No log	12.56	314	1.1284	0.3668	1.1284	1.0623
No log	12.64	316	1.0887	0.3765	1.0887	1.0434
No log	12.72	318	1.1648	0.3886	1.1648	1.0793
No log	12.8	320	1.2264	0.3124	1.2264	1.1074
No log	12.88	322	1.4144	0.2317	1.4144	1.1893
No log	12.96	324	1.4580	0.1630	1.4580	1.2075
No log	13.04	326	1.2634	0.2807	1.2634	1.1240
No log	13.12	328	1.0787	0.2919	1.0787	1.0386
No log	13.2	330	1.0797	0.2877	1.0797	1.0391
No log	13.28	332	1.0935	0.2629	1.0935	1.0457
No log	13.36	334	1.1971	0.3321	1.1971	1.0941
No log	13.44	336	1.5601	0.1663	1.5601	1.2490
No log	13.52	338	1.8587	0.1320	1.8587	1.3633
No log	13.6	340	1.7288	0.1125	1.7288	1.3148
No log	13.68	342	1.4304	0.1801	1.4304	1.1960
No log	13.76	344	1.1546	0.3365	1.1546	1.0745
No log	13.84	346	1.0802	0.2804	1.0802	1.0393
No log	13.92	348	1.1005	0.3154	1.1005	1.0491
No log	14.0	350	1.1995	0.3237	1.1995	1.0952
No log	14.08	352	1.4674	0.1649	1.4674	1.2113
No log	14.16	354	1.7205	0.1702	1.7205	1.3117
No log	14.24	356	1.6817	0.1689	1.6817	1.2968
No log	14.32	358	1.4031	0.2025	1.4031	1.1845
No log	14.4	360	1.1346	0.3590	1.1346	1.0652
No log	14.48	362	1.0527	0.3513	1.0527	1.0260
No log	14.56	364	1.0447	0.3190	1.0447	1.0221
No log	14.64	366	1.0369	0.3527	1.0369	1.0183
No log	14.72	368	1.0808	0.3657	1.0808	1.0396
No log	14.8	370	1.2013	0.3237	1.2013	1.0961
No log	14.88	372	1.2901	0.2851	1.2901	1.1358
No log	14.96	374	1.2441	0.3207	1.2441	1.1154
No log	15.04	376	1.1947	0.2501	1.1947	1.0930
No log	15.12	378	1.2214	0.2501	1.2214	1.1052
No log	15.2	380	1.3605	0.2544	1.3605	1.1664
No log	15.28	382	1.4626	0.1949	1.4626	1.2094
No log	15.36	384	1.4036	0.2286	1.4036	1.1848
No log	15.44	386	1.2704	0.2984	1.2704	1.1271
No log	15.52	388	1.1505	0.3294	1.1505	1.0726
No log	15.6	390	1.1233	0.2966	1.1233	1.0599
No log	15.68	392	1.1264	0.3346	1.1264	1.0613
No log	15.76	394	1.1586	0.2871	1.1586	1.0764
No log	15.84	396	1.1922	0.2768	1.1922	1.0919
No log	15.92	398	1.2424	0.2864	1.2424	1.1146
No log	16.0	400	1.2144	0.2864	1.2144	1.1020
No log	16.08	402	1.1456	0.3056	1.1456	1.0703
No log	16.16	404	1.0999	0.3646	1.0999	1.0488
No log	16.24	406	1.1093	0.3447	1.1093	1.0533
No log	16.32	408	1.1849	0.2864	1.1849	1.0885
No log	16.4	410	1.3824	0.2647	1.3824	1.1757
No log	16.48	412	1.4944	0.1869	1.4944	1.2224
No log	16.56	414	1.4188	0.2237	1.4188	1.1911
No log	16.64	416	1.2404	0.2768	1.2404	1.1137
No log	16.72	418	1.1109	0.2988	1.1109	1.0540
No log	16.8	420	1.0909	0.3137	1.0909	1.0445
No log	16.88	422	1.1020	0.2815	1.1020	1.0497
No log	16.96	424	1.1581	0.3110	1.1581	1.0762
No log	17.04	426	1.1656	0.3502	1.1656	1.0796
No log	17.12	428	1.1211	0.3110	1.1211	1.0588
No log	17.2	430	1.1292	0.3502	1.1292	1.0626
No log	17.28	432	1.1177	0.3646	1.1177	1.0572
No log	17.36	434	1.1074	0.3646	1.1074	1.0523
No log	17.44	436	1.0676	0.3848	1.0676	1.0332
No log	17.52	438	1.0657	0.3848	1.0657	1.0323
No log	17.6	440	1.0774	0.3996	1.0774	1.0380
No log	17.68	442	1.1682	0.2959	1.1682	1.0808
No log	17.76	444	1.2570	0.2870	1.2570	1.1212
No log	17.84	446	1.2204	0.3262	1.2204	1.1047
No log	17.92	448	1.1695	0.3218	1.1695	1.0814
No log	18.0	450	1.1727	0.3237	1.1727	1.0829
No log	18.08	452	1.1755	0.3601	1.1755	1.0842
No log	18.16	454	1.1534	0.3033	1.1534	1.0740
No log	18.24	456	1.1566	0.3033	1.1566	1.0755
No log	18.32	458	1.1601	0.3056	1.1601	1.0771
No log	18.4	460	1.1975	0.2959	1.1975	1.0943
No log	18.48	462	1.1492	0.3128	1.1492	1.0720
No log	18.56	464	1.1064	0.3462	1.1064	1.0519
No log	18.64	466	1.0637	0.3806	1.0637	1.0313
No log	18.72	468	1.0668	0.3806	1.0668	1.0329
No log	18.8	470	1.0722	0.3476	1.0722	1.0355
No log	18.88	472	1.1365	0.3323	1.1365	1.0661
No log	18.96	474	1.1490	0.3323	1.1490	1.0719
No log	19.04	476	1.1943	0.3293	1.1943	1.0928
No log	19.12	478	1.1261	0.3612	1.1261	1.0612
No log	19.2	480	1.0417	0.4344	1.0417	1.0206
No log	19.28	482	0.9584	0.4059	0.9584	0.9790
No log	19.36	484	0.9406	0.3780	0.9406	0.9699
No log	19.44	486	0.9648	0.4059	0.9648	0.9823
No log	19.52	488	1.0027	0.4197	1.0027	1.0013
No log	19.6	490	1.0839	0.3981	1.0839	1.0411
No log	19.68	492	1.1703	0.3521	1.1703	1.0818
No log	19.76	494	1.1982	0.3047	1.1982	1.0946
No log	19.84	496	1.2453	0.3047	1.2453	1.1159
No log	19.92	498	1.2458	0.2881	1.2458	1.1162
0.337	20.0	500	1.2296	0.2781	1.2296	1.1089
0.337	20.08	502	1.1973	0.2669	1.1973	1.0942
0.337	20.16	504	1.1916	0.2667	1.1916	1.0916
0.337	20.24	506	1.1884	0.2942	1.1884	1.0901
0.337	20.32	508	1.1386	0.3355	1.1386	1.0671
0.337	20.4	510	1.1394	0.3602	1.1394	1.0674
0.337	20.48	512	1.1941	0.2959	1.1941	1.0928
0.337	20.56	514	1.1913	0.2959	1.1913	1.0915
0.337	20.64	516	1.1671	0.3633	1.1671	1.0803
0.337	20.72	518	1.0763	0.3546	1.0763	1.0374
0.337	20.8	520	1.0517	0.3516	1.0517	1.0255
0.337	20.88	522	1.0998	0.3348	1.0998	1.0487
0.337	20.96	524	1.1459	0.3393	1.1459	1.0705
0.337	21.04	526	1.1187	0.3393	1.1187	1.0577
0.337	21.12	528	1.0493	0.3516	1.0493	1.0243
0.337	21.2	530	1.0187	0.2776	1.0187	1.0093
0.337	21.28	532	1.0208	0.3373	1.0208	1.0103
0.337	21.36	534	1.0432	0.3373	1.0432	1.0214
0.337	21.44	536	1.1073	0.3157	1.1073	1.0523
0.337	21.52	538	1.1548	0.3056	1.1548	1.0746
0.337	21.6	540	1.1020	0.3418	1.1020	1.0498
0.337	21.68	542	1.0424	0.3390	1.0424	1.0210
0.337	21.76	544	1.0308	0.2897	1.0308	1.0153
0.337	21.84	546	1.0307	0.2897	1.0307	1.0152
0.337	21.92	548	1.0581	0.3668	1.0581	1.0286
0.337	22.0	550	1.1485	0.3879	1.1485	1.0717
0.337	22.08	552	1.2634	0.2439	1.2634	1.1240
0.337	22.16	554	1.2516	0.3218	1.2516	1.1188
0.337	22.24	556	1.1567	0.4078	1.1567	1.0755
0.337	22.32	558	1.1372	0.3709	1.1372	1.0664
0.337	22.4	560	1.1438	0.3355	1.1438	1.0695
0.337	22.48	562	1.1360	0.2851	1.1360	1.0658
0.337	22.56	564	1.1673	0.2667	1.1673	1.0804
0.337	22.64	566	1.2459	0.3056	1.2459	1.1162
0.337	22.72	568	1.2786	0.2581	1.2786	1.1307
0.337	22.8	570	1.3328	0.2832	1.3328	1.1545
0.337	22.88	572	1.3003	0.2890	1.3003	1.1403
0.337	22.96	574	1.2332	0.3008	1.2332	1.1105
0.337	23.04	576	1.1550	0.3056	1.1550	1.0747
0.337	23.12	578	1.1543	0.3056	1.1543	1.0744
0.337	23.2	580	1.2127	0.3330	1.2127	1.1012
0.337	23.28	582	1.4139	0.2272	1.4139	1.1891
0.337	23.36	584	1.6977	0.2011	1.6977	1.3029
0.337	23.44	586	1.7003	0.1752	1.7003	1.3039
0.337	23.52	588	1.5100	0.1817	1.5100	1.2288
0.337	23.6	590	1.2405	0.3008	1.2405	1.1138
0.337	23.68	592	1.1215	0.3355	1.1215	1.0590
0.337	23.76	594	1.0977	0.2989	1.0977	1.0477
0.337	23.84	596	1.1021	0.3355	1.1021	1.0498
0.337	23.92	598	1.1444	0.3149	1.1444	1.0698
0.337	24.0	600	1.2180	0.3480	1.2180	1.1036
0.337	24.08	602	1.2137	0.3121	1.2137	1.1017
0.337	24.16	604	1.1415	0.3476	1.1415	1.0684
0.337	24.24	606	1.0935	0.3476	1.0935	1.0457
0.337	24.32	608	1.0710	0.3433	1.0710	1.0349
0.337	24.4	610	1.0613	0.3433	1.0613	1.0302
0.337	24.48	612	1.0465	0.3765	1.0465	1.0230
0.337	24.56	614	1.0575	0.3418	1.0575	1.0283
0.337	24.64	616	1.1298	0.3033	1.1298	1.0629
0.337	24.72	618	1.2130	0.2890	1.2130	1.1014
0.337	24.8	620	1.2087	0.2516	1.2087	1.0994
0.337	24.88	622	1.1570	0.3056	1.1570	1.0757
0.337	24.96	624	1.1391	0.3149	1.1391	1.0673
0.337	25.04	626	1.1189	0.3104	1.1189	1.0578
0.337	25.12	628	1.0859	0.3433	1.0859	1.0421
0.337	25.2	630	1.0747	0.3081	1.0747	1.0367
0.337	25.28	632	1.0811	0.3433	1.0811	1.0398
0.337	25.36	634	1.1229	0.3082	1.1229	1.0597
0.337	25.44	636	1.1813	0.2864	1.1813	1.0869
0.337	25.52	638	1.1760	0.2864	1.1760	1.0844
0.337	25.6	640	1.1265	0.2815	1.1265	1.0614
0.337	25.68	642	1.0878	0.3472	1.0878	1.0430
0.337	25.76	644	1.0750	0.3486	1.0750	1.0368
0.337	25.84	646	1.0984	0.3433	1.0984	1.0480
0.337	25.92	648	1.1555	0.3409	1.1555	1.0750
0.337	26.0	650	1.1998	0.3124	1.1998	1.0954
0.337	26.08	652	1.2307	0.2844	1.2307	1.1094
0.337	26.16	654	1.1863	0.3237	1.1863	1.0892
0.337	26.24	656	1.1278	0.3846	1.1278	1.0620
0.337	26.32	658	1.1246	0.2667	1.1246	1.0605
0.337	26.4	660	1.0948	0.2967	1.0948	1.0463
0.337	26.48	662	1.0713	0.3130	1.0713	1.0350
0.337	26.56	664	1.0718	0.3036	1.0718	1.0353
0.337	26.64	666	1.0915	0.3133	1.0915	1.0447
0.337	26.72	668	1.1243	0.3204	1.1243	1.0603
0.337	26.8	670	1.1136	0.3204	1.1136	1.0553
0.337	26.88	672	1.1057	0.3546	1.1057	1.0515
0.337	26.96	674	1.1050	0.3546	1.1050	1.0512
0.337	27.04	676	1.1183	0.3546	1.1183	1.0575
0.337	27.12	678	1.1087	0.3798	1.1087	1.0530
0.337	27.2	680	1.0736	0.3276	1.0736	1.0361
0.337	27.28	682	1.0721	0.3276	1.0721	1.0354
0.337	27.36	684	1.0998	0.3798	1.0998	1.0487
0.337	27.44	686	1.1105	0.3798	1.1105	1.0538
0.337	27.52	688	1.0697	0.3276	1.0697	1.0343
0.337	27.6	690	1.0581	0.3294	1.0581	1.0287
0.337	27.68	692	1.0787	0.3798	1.0787	1.0386
0.337	27.76	694	1.0916	0.3365	1.0916	1.0448
0.337	27.84	696	1.0782	0.3462	1.0782	1.0384
0.337	27.92	698	1.0445	0.3276	1.0445	1.0220
0.337	28.0	700	1.0306	0.3571	1.0306	1.0152
0.337	28.08	702	1.0347	0.3614	1.0347	1.0172
0.337	28.16	704	1.0511	0.3798	1.0511	1.0252
0.337	28.24	706	1.0394	0.3798	1.0394	1.0195
0.337	28.32	708	1.0450	0.3798	1.0450	1.0223
0.337	28.4	710	1.0755	0.3462	1.0755	1.0370
0.337	28.48	712	1.1349	0.3033	1.1349	1.0653
0.337	28.56	714	1.1334	0.3128	1.1334	1.0646
0.337	28.64	716	1.0938	0.3476	1.0938	1.0459
0.337	28.72	718	1.0670	0.3765	1.0670	1.0330
0.337	28.8	720	1.0733	0.3765	1.0733	1.0360
0.337	28.88	722	1.0952	0.3104	1.0952	1.0465
0.337	28.96	724	1.1221	0.3104	1.1221	1.0593
0.337	29.04	726	1.1606	0.2748	1.1606	1.0773
0.337	29.12	728	1.1709	0.3128	1.1709	1.0821
0.337	29.2	730	1.1222	0.3082	1.1222	1.0593
0.337	29.28	732	1.0948	0.3082	1.0948	1.0463
0.337	29.36	734	1.1043	0.2815	1.1043	1.0509
0.337	29.44	736	1.1745	0.2577	1.1745	1.0837
0.337	29.52	738	1.2366	0.2959	1.2366	1.1120
0.337	29.6	740	1.2203	0.2959	1.2203	1.1047
0.337	29.68	742	1.1723	0.2959	1.1723	1.0827
0.337	29.76	744	1.1238	0.375	1.1238	1.0601
0.337	29.84	746	1.1289	0.3381	1.1289	1.0625
0.337	29.92	748	1.1481	0.3476	1.1481	1.0715
0.337	30.0	750	1.1367	0.3476	1.1367	1.0662
0.337	30.08	752	1.1244	0.3476	1.1244	1.0604
0.337	30.16	754	1.1090	0.3476	1.1090	1.0531
0.337	30.24	756	1.0883	0.3476	1.0883	1.0432
0.337	30.32	758	1.0702	0.3154	1.0702	1.0345
0.337	30.4	760	1.0658	0.3486	1.0658	1.0324
0.337	30.48	762	1.0734	0.3626	1.0734	1.0360
0.337	30.56	764	1.0874	0.3668	1.0874	1.0428
0.337	30.64	766	1.0950	0.3806	1.0950	1.0464
0.337	30.72	768	1.1070	0.3462	1.1070	1.0521
0.337	30.8	770	1.0953	0.3806	1.0953	1.0466
0.337	30.88	772	1.0868	0.3765	1.0868	1.0425
0.337	30.96	774	1.0906	0.3765	1.0906	1.0443
0.337	31.04	776	1.0959	0.3765	1.0959	1.0469
0.337	31.12	778	1.1038	0.3765	1.1038	1.0506
0.337	31.2	780	1.1150	0.3433	1.1150	1.0559
0.337	31.28	782	1.1461	0.2476	1.1461	1.0706
0.337	31.36	784	1.1788	0.2864	1.1788	1.0857
0.337	31.44	786	1.1738	0.2864	1.1738	1.0834
0.337	31.52	788	1.1333	0.2476	1.1333	1.0646
0.337	31.6	790	1.1303	0.2476	1.1303	1.0631
0.337	31.68	792	1.1206	0.3104	1.1206	1.0586
0.337	31.76	794	1.1329	0.3149	1.1329	1.0644
0.337	31.84	796	1.1912	0.3424	1.1912	1.0914
0.337	31.92	798	1.1763	0.3424	1.1763	1.0846
0.337	32.0	800	1.1324	0.3381	1.1324	1.0641
0.337	32.08	802	1.0969	0.3476	1.0969	1.0473
0.337	32.16	804	1.0847	0.3476	1.0847	1.0415
0.337	32.24	806	1.1034	0.3381	1.1034	1.0504
0.337	32.32	808	1.1164	0.3381	1.1164	1.0566
0.337	32.4	810	1.1155	0.3381	1.1155	1.0562
0.337	32.48	812	1.0999	0.3381	1.0999	1.0488
0.337	32.56	814	1.0677	0.3806	1.0677	1.0333
0.337	32.64	816	1.0477	0.3626	1.0477	1.0236
0.337	32.72	818	1.0444	0.3723	1.0444	1.0219
0.337	32.8	820	1.0519	0.3626	1.0519	1.0256
0.337	32.88	822	1.0637	0.3546	1.0637	1.0314
0.337	32.96	824	1.0725	0.3546	1.0725	1.0356
0.337	33.04	826	1.0952	0.3348	1.0952	1.0465
0.337	33.12	828	1.0765	0.3348	1.0765	1.0376
0.337	33.2	830	1.0393	0.3681	1.0393	1.0195
0.337	33.28	832	1.0227	0.3780	1.0227	1.0113
0.337	33.36	834	1.0244	0.3256	1.0244	1.0121
0.337	33.44	836	1.0207	0.3256	1.0207	1.0103
0.337	33.52	838	1.0177	0.3681	1.0177	1.0088
0.337	33.6	840	1.0505	0.3806	1.0505	1.0250
0.337	33.68	842	1.0832	0.3519	1.0832	1.0408
0.337	33.76	844	1.0641	0.3614	1.0641	1.0316
0.337	33.84	846	1.0169	0.3806	1.0169	1.0084
0.337	33.92	848	0.9814	0.4197	0.9814	0.9907
0.337	34.0	850	0.9746	0.3780	0.9746	0.9872
0.337	34.08	852	0.9777	0.3681	0.9777	0.9888
0.337	34.16	854	1.0001	0.4235	1.0001	1.0000
0.337	34.24	856	1.0369	0.3709	1.0369	1.0183
0.337	34.32	858	1.0568	0.3462	1.0568	1.0280
0.337	34.4	860	1.0614	0.3546	1.0614	1.0302
0.337	34.48	862	1.0522	0.3897	1.0522	1.0257
0.337	34.56	864	1.0408	0.3821	1.0408	1.0202
0.337	34.64	866	1.0425	0.3681	1.0425	1.0210
0.337	34.72	868	1.0450	0.3411	1.0450	1.0223
0.337	34.8	870	1.0522	0.3411	1.0522	1.0258
0.337	34.88	872	1.0568	0.3411	1.0568	1.0280
0.337	34.96	874	1.0628	0.3558	1.0628	1.0309
0.337	35.04	876	1.0613	0.3558	1.0613	1.0302
0.337	35.12	878	1.0717	0.3502	1.0717	1.0352
0.337	35.2	880	1.0900	0.3502	1.0900	1.0441
0.337	35.28	882	1.1071	0.2864	1.1071	1.0522
0.337	35.36	884	1.1014	0.2864	1.1014	1.0495
0.337	35.44	886	1.0976	0.2864	1.0976	1.0477
0.337	35.52	888	1.0757	0.3502	1.0757	1.0372
0.337	35.6	890	1.0712	0.3157	1.0712	1.0350
0.337	35.68	892	1.0576	0.3765	1.0576	1.0284
0.337	35.76	894	1.0626	0.3765	1.0626	1.0308
0.337	35.84	896	1.0699	0.3765	1.0699	1.0344
0.337	35.92	898	1.1103	0.3128	1.1103	1.0537
0.337	36.0	900	1.1473	0.2796	1.1473	1.0711
0.337	36.08	902	1.1501	0.3106	1.1501	1.0724
0.337	36.16	904	1.1354	0.3106	1.1354	1.0655
0.337	36.24	906	1.0761	0.3199	1.0761	1.0373
0.337	36.32	908	1.0511	0.3390	1.0511	1.0252
0.337	36.4	910	1.0508	0.3390	1.0508	1.0251
0.337	36.48	912	1.0516	0.3390	1.0516	1.0255
0.337	36.56	914	1.0614	0.3294	1.0614	1.0302
0.337	36.64	916	1.0676	0.2913	1.0676	1.0333
0.337	36.72	918	1.0721	0.2913	1.0721	1.0354
0.337	36.8	920	1.0539	0.3011	1.0539	1.0266
0.337	36.88	922	1.0574	0.2913	1.0574	1.0283
0.337	36.96	924	1.0468	0.3011	1.0468	1.0231
0.337	37.04	926	1.0385	0.3011	1.0385	1.0191
0.337	37.12	928	1.0390	0.3302	1.0390	1.0193
0.337	37.2	930	1.0466	0.3302	1.0466	1.0230
0.337	37.28	932	1.0689	0.3302	1.0689	1.0339
0.337	37.36	934	1.0634	0.3294	1.0634	1.0312
0.337	37.44	936	1.0403	0.3626	1.0403	1.0200
0.337	37.52	938	1.0312	0.3626	1.0312	1.0155
0.337	37.6	940	1.0283	0.3626	1.0283	1.0140
0.337	37.68	942	1.0245	0.3626	1.0245	1.0122
0.337	37.76	944	1.0230	0.4	1.0230	1.0114
0.337	37.84	946	1.0110	0.3855	1.0110	1.0055
0.337	37.92	948	1.0156	0.3747	1.0156	1.0078
0.337	38.0	950	1.0120	0.3747	1.0120	1.0060
0.337	38.08	952	1.0081	0.3356	1.0081	1.0040
0.337	38.16	954	1.0017	0.3486	1.0017	1.0009
0.337	38.24	956	1.0023	0.3584	1.0023	1.0012
0.337	38.32	958	1.0092	0.3486	1.0092	1.0046
0.337	38.4	960	1.0249	0.3765	1.0249	1.0124
0.337	38.48	962	1.0459	0.3433	1.0459	1.0227
0.337	38.56	964	1.0482	0.3433	1.0482	1.0238
0.337	38.64	966	1.0414	0.3433	1.0414	1.0205
0.337	38.72	968	1.0528	0.3806	1.0528	1.0261
0.337	38.8	970	1.0710	0.3806	1.0710	1.0349
0.337	38.88	972	1.0754	0.3806	1.0754	1.0370
0.337	38.96	974	1.0549	0.3806	1.0549	1.0271
0.337	39.04	976	1.0290	0.4137	1.0290	1.0144
0.337	39.12	978	1.0247	0.4137	1.0247	1.0123
0.337	39.2	980	1.0429	0.3462	1.0429	1.0212
0.337	39.28	982	1.0450	0.3462	1.0450	1.0222
0.337	39.36	984	1.0305	0.3447	1.0305	1.0151
0.337	39.44	986	1.0201	0.3447	1.0201	1.0100
0.337	39.52	988	1.0077	0.3891	1.0077	1.0038
0.337	39.6	990	1.0167	0.3891	1.0167	1.0083
0.337	39.68	992	1.0400	0.3447	1.0400	1.0198
0.337	39.76	994	1.0636	0.3447	1.0636	1.0313
0.337	39.84	996	1.0949	0.3106	1.0949	1.0464
0.337	39.92	998	1.1190	0.2768	1.1190	1.0578
0.0569	40.0	1000	1.1113	0.2796	1.1113	1.0542
0.0569	40.08	1002	1.0832	0.3516	1.0832	1.0408
0.0569	40.16	1004	1.0518	0.3486	1.0518	1.0256
0.0569	40.24	1006	1.0445	0.3107	1.0445	1.0220
0.0569	40.32	1008	1.0406	0.2739	1.0406	1.0201
0.0569	40.4	1010	1.0316	0.3584	1.0316	1.0157
0.0569	40.48	1012	1.0307	0.3486	1.0307	1.0152
0.0569	40.56	1014	1.0443	0.3765	1.0443	1.0219
0.0569	40.64	1016	1.0606	0.3891	1.0606	1.0299
0.0569	40.72	1018	1.0627	0.3790	1.0627	1.0308
0.0569	40.8	1020	1.0548	0.3790	1.0548	1.0270
0.0569	40.88	1022	1.0348	0.3891	1.0348	1.0172
0.0569	40.96	1024	1.0286	0.3891	1.0286	1.0142
0.0569	41.04	1026	1.0234	0.3790	1.0234	1.0116
0.0569	41.12	1028	1.0112	0.3747	1.0112	1.0056
0.0569	41.2	1030	1.0027	0.3457	1.0027	1.0014
0.0569	41.28	1032	0.9988	0.3427	0.9988	0.9994
0.0569	41.36	1034	0.9955	0.3681	0.9955	0.9978
0.0569	41.44	1036	1.0011	0.3230	1.0011	1.0005
0.0569	41.52	1038	1.0198	0.3891	1.0198	1.0099
0.0569	41.6	1040	1.0368	0.3790	1.0368	1.0183
0.0569	41.68	1042	1.0368	0.3891	1.0368	1.0182
0.0569	41.76	1044	1.0296	0.3897	1.0296	1.0147
0.0569	41.84	1046	1.0344	0.3891	1.0344	1.0170
0.0569	41.92	1048	1.0395	0.3546	1.0395	1.0195
0.0569	42.0	1050	1.0384	0.3546	1.0384	1.0190
0.0569	42.08	1052	1.0247	0.3502	1.0247	1.0123
0.0569	42.16	1054	1.0156	0.3457	1.0156	1.0078
0.0569	42.24	1056	1.0182	0.3472	1.0182	1.0091
0.0569	42.32	1058	1.0262	0.3472	1.0262	1.0130
0.0569	42.4	1060	1.0323	0.3723	1.0323	1.0160
0.0569	42.48	1062	1.0391	0.3723	1.0391	1.0193
0.0569	42.56	1064	1.0500	0.3765	1.0500	1.0247
0.0569	42.64	1066	1.0653	0.3433	1.0653	1.0321
0.0569	42.72	1068	1.0948	0.2844	1.0948	1.0463
0.0569	42.8	1070	1.1110	0.2130	1.1110	1.0541
0.0569	42.88	1072	1.1203	0.2417	1.1203	1.0584
0.0569	42.96	1074	1.1143	0.2452	1.1143	1.0556
0.0569	43.04	1076	1.1164	0.2417	1.1164	1.0566
0.0569	43.12	1078	1.1021	0.2748	1.1021	1.0498

Framework versions

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