ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run1_AugV5_k16_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: 1.2121
• Qwk: 0.1863
• Mse: 1.2121
• Rmse: 1.1010

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	0.0345	2	4.8156	-0.0020	4.8156	2.1944
No log	0.0690	4	2.8293	0.0274	2.8293	1.6820
No log	0.1034	6	2.2641	-0.0608	2.2641	1.5047
No log	0.1379	8	1.9338	-0.0303	1.9338	1.3906
No log	0.1724	10	1.8950	-0.0303	1.8950	1.3766
No log	0.2069	12	2.1982	0.0120	2.1982	1.4826
No log	0.2414	14	1.9037	-0.0093	1.9037	1.3798
No log	0.2759	16	1.7630	0.0062	1.7630	1.3278
No log	0.3103	18	1.8283	0.0372	1.8283	1.3521
No log	0.3448	20	1.6818	0.0372	1.6818	1.2968
No log	0.3793	22	1.5479	0.0372	1.5479	1.2441
No log	0.4138	24	1.5370	0.0372	1.5370	1.2397
No log	0.4483	26	1.5448	0.0372	1.5448	1.2429
No log	0.4828	28	1.4838	0.0455	1.4838	1.2181
No log	0.5172	30	1.5911	0.0372	1.5911	1.2614
No log	0.5517	32	1.6337	0.0372	1.6337	1.2782
No log	0.5862	34	1.6061	0.0372	1.6061	1.2673
No log	0.6207	36	1.7104	0.0372	1.7104	1.3078
No log	0.6552	38	1.6624	0.0504	1.6624	1.2893
No log	0.6897	40	1.3908	0.1339	1.3908	1.1793
No log	0.7241	42	1.2633	0.1283	1.2633	1.1240
No log	0.7586	44	1.3597	0.0165	1.3597	1.1661
No log	0.7931	46	1.6175	0.0363	1.6175	1.2718
No log	0.8276	48	1.8593	0.0845	1.8593	1.3636
No log	0.8621	50	1.8573	0.0241	1.8573	1.3628
No log	0.8966	52	1.6729	0.0271	1.6729	1.2934
No log	0.9310	54	1.6424	0.1637	1.6424	1.2816
No log	0.9655	56	1.5469	0.1756	1.5469	1.2438
No log	1.0	58	1.5489	0.1667	1.5489	1.2445
No log	1.0345	60	1.7262	0.0791	1.7262	1.3138
No log	1.0690	62	1.5426	0.1531	1.5426	1.2420
No log	1.1034	64	1.5875	0.1631	1.5875	1.2600
No log	1.1379	66	1.5578	0.1718	1.5578	1.2481
No log	1.1724	68	1.3830	0.1347	1.3830	1.1760
No log	1.2069	70	1.1894	0.2149	1.1894	1.0906
No log	1.2414	72	1.2014	0.2203	1.2014	1.0961
No log	1.2759	74	1.3395	0.1748	1.3395	1.1573
No log	1.3103	76	1.4622	0.0878	1.4622	1.2092
No log	1.3448	78	1.5749	0.0303	1.5749	1.2549
No log	1.3793	80	1.5069	0.0792	1.5069	1.2276
No log	1.4138	82	1.3918	0.2254	1.3918	1.1797
No log	1.4483	84	1.2431	0.2108	1.2431	1.1149
No log	1.4828	86	1.1836	0.2245	1.1836	1.0879
No log	1.5172	88	1.1237	0.2234	1.1237	1.0600
No log	1.5517	90	1.1494	0.2088	1.1494	1.0721
No log	1.5862	92	1.1906	0.2049	1.1906	1.0912
No log	1.6207	94	1.3412	0.2601	1.3412	1.1581
No log	1.6552	96	1.5344	0.1779	1.5344	1.2387
No log	1.6897	98	1.7046	0.1670	1.7046	1.3056
No log	1.7241	100	1.6411	0.1494	1.6411	1.2811
No log	1.7586	102	1.4796	0.1685	1.4796	1.2164
No log	1.7931	104	1.4863	0.1254	1.4863	1.2192
No log	1.8276	106	1.4816	0.1832	1.4816	1.2172
No log	1.8621	108	1.4125	0.1832	1.4125	1.1885
No log	1.8966	110	1.4261	0.1832	1.4261	1.1942
No log	1.9310	112	1.4652	0.1842	1.4652	1.2105
No log	1.9655	114	1.4354	0.2062	1.4354	1.1981
No log	2.0	116	1.4493	0.1972	1.4493	1.2039
No log	2.0345	118	1.4800	0.1722	1.4800	1.2165
No log	2.0690	120	1.3628	0.1230	1.3628	1.1674
No log	2.1034	122	1.2258	0.1697	1.2258	1.1072
No log	2.1379	124	1.2052	0.1958	1.2052	1.0978
No log	2.1724	126	1.1992	0.1958	1.1992	1.0951
No log	2.2069	128	1.2086	0.1741	1.2086	1.0994
No log	2.2414	130	1.2694	0.1456	1.2694	1.1267
No log	2.2759	132	1.3270	0.1102	1.3270	1.1520
No log	2.3103	134	1.3862	0.2136	1.3862	1.1774
No log	2.3448	136	1.4968	0.2563	1.4968	1.2234
No log	2.3793	138	1.6217	0.2740	1.6217	1.2735
No log	2.4138	140	1.6064	0.2554	1.6064	1.2674
No log	2.4483	142	1.5488	0.2225	1.5488	1.2445
No log	2.4828	144	1.3601	0.1951	1.3601	1.1663
No log	2.5172	146	1.3129	0.2078	1.3129	1.1458
No log	2.5517	148	1.2623	0.1697	1.2623	1.1235
No log	2.5862	150	1.2767	0.1900	1.2767	1.1299
No log	2.6207	152	1.3079	0.2308	1.3079	1.1436
No log	2.6552	154	1.3103	0.2031	1.3103	1.1447
No log	2.6897	156	1.3140	0.2235	1.3140	1.1463
No log	2.7241	158	1.3341	0.2058	1.3341	1.1551
No log	2.7586	160	1.3876	0.2187	1.3876	1.1779
No log	2.7931	162	1.3405	0.2556	1.3405	1.1578
No log	2.8276	164	1.2943	0.2299	1.2943	1.1377
No log	2.8621	166	1.2689	0.1497	1.2689	1.1265
No log	2.8966	168	1.2554	0.1212	1.2554	1.1205
No log	2.9310	170	1.2451	0.1508	1.2451	1.1158
No log	2.9655	172	1.2209	0.1396	1.2209	1.1049
No log	3.0	174	1.1852	0.1085	1.1852	1.0887
No log	3.0345	176	1.1833	0.0826	1.1833	1.0878
No log	3.0690	178	1.1824	0.0568	1.1824	1.0874
No log	3.1034	180	1.2000	0.1518	1.2000	1.0954
No log	3.1379	182	1.2238	0.2122	1.2238	1.1063
No log	3.1724	184	1.2073	0.1707	1.2073	1.0988
No log	3.2069	186	1.2013	0.2215	1.2013	1.0960
No log	3.2414	188	1.2089	0.2245	1.2089	1.0995
No log	3.2759	190	1.1947	0.1928	1.1947	1.0930
No log	3.3103	192	1.1821	0.1397	1.1821	1.0872
No log	3.3448	194	1.2101	0.2021	1.2101	1.1001
No log	3.3793	196	1.2438	0.2891	1.2438	1.1153
No log	3.4138	198	1.2145	0.1849	1.2145	1.1021
No log	3.4483	200	1.1835	0.2777	1.1835	1.0879
No log	3.4828	202	1.1831	0.3486	1.1831	1.0877
No log	3.5172	204	1.1715	0.3312	1.1715	1.0824
No log	3.5517	206	1.1703	0.2450	1.1703	1.0818
No log	3.5862	208	1.2201	0.2452	1.2201	1.1046
No log	3.6207	210	1.2182	0.2180	1.2182	1.1037
No log	3.6552	212	1.1695	0.3059	1.1695	1.0814
No log	3.6897	214	1.1521	0.2188	1.1521	1.0733
No log	3.7241	216	1.1695	0.2236	1.1695	1.0814
No log	3.7586	218	1.1946	0.2149	1.1946	1.0930
No log	3.7931	220	1.1768	0.2149	1.1768	1.0848
No log	3.8276	222	1.1781	0.2389	1.1781	1.0854
No log	3.8621	224	1.2047	0.2366	1.2047	1.0976
No log	3.8966	226	1.2864	0.2572	1.2864	1.1342
No log	3.9310	228	1.3761	0.1584	1.3761	1.1731
No log	3.9655	230	1.3220	0.1080	1.3220	1.1498
No log	4.0	232	1.2532	0.1237	1.2532	1.1195
No log	4.0345	234	1.2307	0.0749	1.2307	1.1094
No log	4.0690	236	1.2329	0.1270	1.2329	1.1103
No log	4.1034	238	1.2583	0.2110	1.2583	1.1217
No log	4.1379	240	1.3262	0.2049	1.3262	1.1516
No log	4.1724	242	1.4621	0.2540	1.4621	1.2092
No log	4.2069	244	1.4259	0.2674	1.4259	1.1941
No log	4.2414	246	1.2801	0.1434	1.2801	1.1314
No log	4.2759	248	1.2167	0.0643	1.2167	1.1031
No log	4.3103	250	1.2070	0.1304	1.2070	1.0986
No log	4.3448	252	1.2050	0.1302	1.2050	1.0977
No log	4.3793	254	1.2467	0.1576	1.2467	1.1165
No log	4.4138	256	1.2637	0.1388	1.2637	1.1241
No log	4.4483	258	1.2494	0.1573	1.2494	1.1178
No log	4.4828	260	1.2364	0.1239	1.2364	1.1119
No log	4.5172	262	1.2186	0.1763	1.2186	1.1039
No log	4.5517	264	1.2331	0.2009	1.2331	1.1105
No log	4.5862	266	1.2918	0.2431	1.2918	1.1366
No log	4.6207	268	1.3854	0.2260	1.3854	1.1771
No log	4.6552	270	1.3158	0.2230	1.3158	1.1471
No log	4.6897	272	1.2022	0.2211	1.2022	1.0964
No log	4.7241	274	1.1691	0.2134	1.1691	1.0812
No log	4.7586	276	1.1784	0.2134	1.1784	1.0855
No log	4.7931	278	1.2013	0.2146	1.2013	1.0960
No log	4.8276	280	1.2964	0.1768	1.2964	1.1386
No log	4.8621	282	1.3789	0.1466	1.3789	1.1743
No log	4.8966	284	1.3387	0.1964	1.3387	1.1570
No log	4.9310	286	1.2757	0.2270	1.2757	1.1295
No log	4.9655	288	1.2046	0.2158	1.2046	1.0976
No log	5.0	290	1.1923	0.2251	1.1923	1.0919
No log	5.0345	292	1.1990	0.2157	1.1990	1.0950
No log	5.0690	294	1.2383	0.1785	1.2383	1.1128
No log	5.1034	296	1.3497	0.2100	1.3497	1.1618
No log	5.1379	298	1.3669	0.1921	1.3669	1.1691
No log	5.1724	300	1.2417	0.2278	1.2417	1.1143
No log	5.2069	302	1.1708	0.2199	1.1708	1.0820
No log	5.2414	304	1.1743	0.1886	1.1743	1.0836
No log	5.2759	306	1.1795	0.1886	1.1795	1.0860
No log	5.3103	308	1.2020	0.2007	1.2020	1.0964
No log	5.3448	310	1.2404	0.2454	1.2404	1.1138
No log	5.3793	312	1.2475	0.2311	1.2475	1.1169
No log	5.4138	314	1.2998	0.2688	1.2998	1.1401
No log	5.4483	316	1.2773	0.2851	1.2773	1.1302
No log	5.4828	318	1.2064	0.2220	1.2064	1.0984
No log	5.5172	320	1.1386	0.2745	1.1386	1.0670
No log	5.5517	322	1.1190	0.2355	1.1190	1.0578
No log	5.5862	324	1.1100	0.2380	1.1100	1.0536
No log	5.6207	326	1.1121	0.2310	1.1121	1.0546
No log	5.6552	328	1.1709	0.3010	1.1709	1.0821
No log	5.6897	330	1.3335	0.2313	1.3335	1.1548
No log	5.7241	332	1.3993	0.2922	1.3993	1.1829
No log	5.7586	334	1.3347	0.2398	1.3347	1.1553
No log	5.7931	336	1.1987	0.3010	1.1987	1.0948
No log	5.8276	338	1.1515	0.1589	1.1515	1.0731
No log	5.8621	340	1.1506	0.1479	1.1506	1.0727
No log	5.8966	342	1.1839	0.2637	1.1839	1.0881
No log	5.9310	344	1.2088	0.2637	1.2088	1.0994
No log	5.9655	346	1.2348	0.2920	1.2348	1.1112
No log	6.0	348	1.2201	0.2759	1.2201	1.1046
No log	6.0345	350	1.2002	0.2489	1.2002	1.0955
No log	6.0690	352	1.1805	0.1714	1.1805	1.0865
No log	6.1034	354	1.1723	0.2822	1.1723	1.0827
No log	6.1379	356	1.1815	0.2402	1.1815	1.0870
No log	6.1724	358	1.1908	0.2776	1.1908	1.0912
No log	6.2069	360	1.2459	0.2685	1.2459	1.1162
No log	6.2414	362	1.2274	0.2714	1.2274	1.1079
No log	6.2759	364	1.1623	0.2647	1.1623	1.0781
No log	6.3103	366	1.1444	0.2871	1.1444	1.0698
No log	6.3448	368	1.1481	0.2424	1.1481	1.0715
No log	6.3793	370	1.1824	0.2539	1.1824	1.0874
No log	6.4138	372	1.3251	0.1700	1.3251	1.1511
No log	6.4483	374	1.3394	0.1796	1.3394	1.1573
No log	6.4828	376	1.2999	0.2459	1.2999	1.1401
No log	6.5172	378	1.2626	0.2779	1.2626	1.1237
No log	6.5517	380	1.2044	0.2891	1.2044	1.0974
No log	6.5862	382	1.2082	0.2380	1.2082	1.0992
No log	6.6207	384	1.2161	0.2702	1.2161	1.1028
No log	6.6552	386	1.2562	0.2549	1.2562	1.1208
No log	6.6897	388	1.2326	0.2324	1.2326	1.1102
No log	6.7241	390	1.1819	0.3230	1.1819	1.0872
No log	6.7586	392	1.1554	0.3014	1.1554	1.0749
No log	6.7931	394	1.1470	0.3014	1.1470	1.0710
No log	6.8276	396	1.1807	0.3010	1.1807	1.0866
No log	6.8621	398	1.2032	0.2851	1.2032	1.0969
No log	6.8966	400	1.2086	0.3338	1.2086	1.0994
No log	6.9310	402	1.2769	0.1906	1.2769	1.1300
No log	6.9655	404	1.3679	0.2272	1.3679	1.1696
No log	7.0	406	1.3018	0.2554	1.3018	1.1410
No log	7.0345	408	1.2041	0.2916	1.2041	1.0973
No log	7.0690	410	1.1523	0.3490	1.1523	1.0735
No log	7.1034	412	1.0949	0.3443	1.0949	1.0464
No log	7.1379	414	1.1157	0.3312	1.1157	1.0563
No log	7.1724	416	1.1674	0.2963	1.1674	1.0805
No log	7.2069	418	1.2017	0.3255	1.2017	1.0962
No log	7.2414	420	1.1381	0.3126	1.1381	1.0668
No log	7.2759	422	1.0830	0.3017	1.0830	1.0407
No log	7.3103	424	1.0835	0.2812	1.0835	1.0409
No log	7.3448	426	1.0985	0.3443	1.0985	1.0481
No log	7.3793	428	1.1556	0.2534	1.1556	1.0750
No log	7.4138	430	1.1915	0.3744	1.1915	1.0916
No log	7.4483	432	1.2751	0.3875	1.2751	1.1292
No log	7.4828	434	1.3120	0.3511	1.3120	1.1454
No log	7.5172	436	1.2000	0.3033	1.2000	1.0954
No log	7.5517	438	1.1052	0.2052	1.1052	1.0513
No log	7.5862	440	1.0811	0.2336	1.0811	1.0398
No log	7.6207	442	1.0682	0.2336	1.0682	1.0335
No log	7.6552	444	1.0880	0.2728	1.0880	1.0431
No log	7.6897	446	1.2026	0.3484	1.2026	1.0966
No log	7.7241	448	1.2689	0.3706	1.2689	1.1265
No log	7.7586	450	1.2049	0.3535	1.2049	1.0977
No log	7.7931	452	1.1040	0.4004	1.1040	1.0507
No log	7.8276	454	1.0766	0.2624	1.0766	1.0376
No log	7.8621	456	1.0893	0.2038	1.0893	1.0437
No log	7.8966	458	1.0900	0.2038	1.0900	1.0440
No log	7.9310	460	1.1026	0.2678	1.1026	1.0500
No log	7.9655	462	1.1749	0.3121	1.1749	1.0839
No log	8.0	464	1.2102	0.3444	1.2102	1.1001
No log	8.0345	466	1.1925	0.3534	1.1925	1.0920
No log	8.0690	468	1.1230	0.3218	1.1230	1.0597
No log	8.1034	470	1.0963	0.3925	1.0963	1.0471
No log	8.1379	472	1.1002	0.2966	1.1002	1.0489
No log	8.1724	474	1.1411	0.3213	1.1411	1.0682
No log	8.2069	476	1.1616	0.3548	1.1616	1.0778
No log	8.2414	478	1.1254	0.3644	1.1254	1.0609
No log	8.2759	480	1.0986	0.2913	1.0986	1.0482
No log	8.3103	482	1.0892	0.2871	1.0892	1.0436
No log	8.3448	484	1.1174	0.3637	1.1174	1.0571
No log	8.3793	486	1.1652	0.3363	1.1652	1.0795
No log	8.4138	488	1.2459	0.3087	1.2459	1.1162
No log	8.4483	490	1.2614	0.3210	1.2614	1.1231
No log	8.4828	492	1.2017	0.2814	1.2017	1.0962
No log	8.5172	494	1.2202	0.2744	1.2202	1.1046
No log	8.5517	496	1.2216	0.2417	1.2216	1.1053
No log	8.5862	498	1.1774	0.2871	1.1774	1.0851
0.3474	8.6207	500	1.1446	0.1817	1.1446	1.0699
0.3474	8.6552	502	1.1425	0.2253	1.1425	1.0689
0.3474	8.6897	504	1.1559	0.2584	1.1559	1.0751
0.3474	8.7241	506	1.2151	0.2035	1.2151	1.1023
0.3474	8.7586	508	1.2942	0.1905	1.2942	1.1376
0.3474	8.7931	510	1.3006	0.1510	1.3006	1.1404
0.3474	8.8276	512	1.2557	0.2040	1.2557	1.1206
0.3474	8.8621	514	1.2124	0.2358	1.2124	1.1011
0.3474	8.8966	516	1.2221	0.2588	1.2221	1.1055
0.3474	8.9310	518	1.1929	0.2358	1.1929	1.0922
0.3474	8.9655	520	1.1805	0.2358	1.1805	1.0865
0.3474	9.0	522	1.1737	0.2410	1.1737	1.0834
0.3474	9.0345	524	1.1812	0.2035	1.1812	1.0868
0.3474	9.0690	526	1.1861	0.2035	1.1861	1.0891
0.3474	9.1034	528	1.1970	0.2180	1.1970	1.0941
0.3474	9.1379	530	1.2251	0.1950	1.2251	1.1068
0.3474	9.1724	532	1.1960	0.1943	1.1960	1.0936
0.3474	9.2069	534	1.1964	0.2273	1.1964	1.0938
0.3474	9.2414	536	1.1722	0.2395	1.1722	1.0827
0.3474	9.2759	538	1.1760	0.2776	1.1760	1.0844
0.3474	9.3103	540	1.2373	0.2672	1.2373	1.1123
0.3474	9.3448	542	1.3148	0.2424	1.3148	1.1466
0.3474	9.3793	544	1.3500	0.2650	1.3500	1.1619
0.3474	9.4138	546	1.2821	0.2890	1.2821	1.1323
0.3474	9.4483	548	1.1745	0.2088	1.1745	1.0837
0.3474	9.4828	550	1.0985	0.2914	1.0985	1.0481
0.3474	9.5172	552	1.0956	0.3237	1.0956	1.0467
0.3474	9.5517	554	1.1044	0.3583	1.1044	1.0509
0.3474	9.5862	556	1.1329	0.3879	1.1329	1.0644
0.3474	9.6207	558	1.2006	0.2270	1.2006	1.0957
0.3474	9.6552	560	1.2462	0.2044	1.2462	1.1163
0.3474	9.6897	562	1.2044	0.2344	1.2044	1.0974
0.3474	9.7241	564	1.1468	0.3200	1.1468	1.0709
0.3474	9.7586	566	1.1407	0.3562	1.1407	1.0680
0.3474	9.7931	568	1.1392	0.3105	1.1392	1.0673
0.3474	9.8276	570	1.1527	0.3294	1.1527	1.0737
0.3474	9.8621	572	1.1462	0.2964	1.1462	1.0706
0.3474	9.8966	574	1.1249	0.2651	1.1249	1.0606
0.3474	9.9310	576	1.1028	0.3539	1.1028	1.0502
0.3474	9.9655	578	1.0981	0.3539	1.0981	1.0479
0.3474	10.0	580	1.1087	0.3115	1.1087	1.0530
0.3474	10.0345	582	1.1545	0.2220	1.1545	1.0745
0.3474	10.0690	584	1.1751	0.2130	1.1751	1.0840
0.3474	10.1034	586	1.1687	0.2130	1.1687	1.0811
0.3474	10.1379	588	1.1680	0.2130	1.1680	1.0808
0.3474	10.1724	590	1.1358	0.2651	1.1358	1.0657
0.3474	10.2069	592	1.1192	0.3337	1.1192	1.0579
0.3474	10.2414	594	1.1171	0.3337	1.1171	1.0569
0.3474	10.2759	596	1.1534	0.2021	1.1534	1.0739
0.3474	10.3103	598	1.2050	0.2180	1.2050	1.0977
0.3474	10.3448	600	1.2291	0.2180	1.2291	1.1086
0.3474	10.3793	602	1.2054	0.2180	1.2054	1.0979
0.3474	10.4138	604	1.1704	0.1824	1.1704	1.0819
0.3474	10.4483	606	1.1429	0.2793	1.1429	1.0691
0.3474	10.4828	608	1.1515	0.2135	1.1515	1.0731
0.3474	10.5172	610	1.1614	0.2694	1.1614	1.0777
0.3474	10.5517	612	1.2124	0.2075	1.2124	1.1011
0.3474	10.5862	614	1.3073	0.2191	1.3073	1.1434
0.3474	10.6207	616	1.3222	0.2516	1.3222	1.1499
0.3474	10.6552	618	1.2496	0.2138	1.2496	1.1179
0.3474	10.6897	620	1.1637	0.2454	1.1637	1.0787
0.3474	10.7241	622	1.1418	0.2468	1.1418	1.0686
0.3474	10.7586	624	1.1536	0.2347	1.1536	1.0741
0.3474	10.7931	626	1.1506	0.3088	1.1506	1.0727
0.3474	10.8276	628	1.1648	0.2871	1.1648	1.0793
0.3474	10.8621	630	1.2826	0.2181	1.2826	1.1325
0.3474	10.8966	632	1.4181	0.1673	1.4181	1.1908
0.3474	10.9310	634	1.4308	0.1673	1.4308	1.1961
0.3474	10.9655	636	1.3254	0.1677	1.3254	1.1513
0.3474	11.0	638	1.2301	0.2700	1.2301	1.1091
0.3474	11.0345	640	1.1786	0.3108	1.1786	1.0856
0.3474	11.0690	642	1.1596	0.3090	1.1596	1.0769
0.3474	11.1034	644	1.1543	0.3237	1.1543	1.0744
0.3474	11.1379	646	1.1634	0.2892	1.1634	1.0786
0.3474	11.1724	648	1.1997	0.2700	1.1997	1.0953
0.3474	11.2069	650	1.2310	0.2467	1.2310	1.1095
0.3474	11.2414	652	1.2150	0.2732	1.2150	1.1023
0.3474	11.2759	654	1.2473	0.2716	1.2473	1.1168
0.3474	11.3103	656	1.2688	0.2404	1.2688	1.1264
0.3474	11.3448	658	1.2527	0.2404	1.2527	1.1192
0.3474	11.3793	660	1.1873	0.3033	1.1873	1.0897
0.3474	11.4138	662	1.1656	0.3237	1.1656	1.0796
0.3474	11.4483	664	1.1833	0.2697	1.1833	1.0878
0.3474	11.4828	666	1.2289	0.2917	1.2289	1.1086
0.3474	11.5172	668	1.3066	0.1928	1.3066	1.1431
0.3474	11.5517	670	1.3421	0.1928	1.3421	1.1585
0.3474	11.5862	672	1.3110	0.2191	1.3110	1.1450
0.3474	11.6207	674	1.2347	0.1111	1.2347	1.1112
0.3474	11.6552	676	1.1782	0.2364	1.1782	1.0855
0.3474	11.6897	678	1.1669	0.3290	1.1669	1.0802
0.3474	11.7241	680	1.1775	0.2545	1.1775	1.0851
0.3474	11.7586	682	1.1835	0.2843	1.1835	1.0879
0.3474	11.7931	684	1.2096	0.2764	1.2096	1.0998
0.3474	11.8276	686	1.2402	0.1975	1.2402	1.1136
0.3474	11.8621	688	1.2604	0.2128	1.2604	1.1227
0.3474	11.8966	690	1.2208	0.2319	1.2208	1.1049
0.3474	11.9310	692	1.1699	0.2764	1.1699	1.0816
0.3474	11.9655	694	1.1382	0.2745	1.1382	1.0669
0.3474	12.0	696	1.1229	0.2694	1.1229	1.0597
0.3474	12.0345	698	1.1172	0.2694	1.1172	1.0570
0.3474	12.0690	700	1.1321	0.2665	1.1321	1.0640
0.3474	12.1034	702	1.1909	0.2372	1.1909	1.0913
0.3474	12.1379	704	1.2610	0.3096	1.2610	1.1229
0.3474	12.1724	706	1.2469	0.3280	1.2469	1.1167
0.3474	12.2069	708	1.1914	0.2555	1.1914	1.0915
0.3474	12.2414	710	1.1587	0.2319	1.1587	1.0764
0.3474	12.2759	712	1.1682	0.2454	1.1682	1.0808
0.3474	12.3103	714	1.1625	0.1811	1.1625	1.0782
0.3474	12.3448	716	1.1545	0.2241	1.1545	1.0745
0.3474	12.3793	718	1.1519	0.2103	1.1519	1.0732
0.3474	12.4138	720	1.1722	0.2567	1.1722	1.0827
0.3474	12.4483	722	1.2002	0.2637	1.2002	1.0955
0.3474	12.4828	724	1.2370	0.2832	1.2370	1.1122
0.3474	12.5172	726	1.2418	0.2832	1.2418	1.1144
0.3474	12.5517	728	1.2666	0.2657	1.2666	1.1254
0.3474	12.5862	730	1.3181	0.2789	1.3181	1.1481
0.3474	12.6207	732	1.3475	0.2354	1.3475	1.1608
0.3474	12.6552	734	1.3047	0.2570	1.3047	1.1422
0.3474	12.6897	736	1.2598	0.2699	1.2598	1.1224
0.3474	12.7241	738	1.2443	0.2624	1.2443	1.1155
0.3474	12.7586	740	1.2636	0.2611	1.2636	1.1241
0.3474	12.7931	742	1.2802	0.2744	1.2802	1.1315
0.3474	12.8276	744	1.3318	0.2048	1.3318	1.1540
0.3474	12.8621	746	1.3542	0.1580	1.3542	1.1637
0.3474	12.8966	748	1.3910	0.1929	1.3910	1.1794
0.3474	12.9310	750	1.3749	0.1836	1.3749	1.1726
0.3474	12.9655	752	1.3009	0.1379	1.3009	1.1406
0.3474	13.0	754	1.2642	0.2078	1.2642	1.1244
0.3474	13.0345	756	1.2834	0.1725	1.2834	1.1329
0.3474	13.0690	758	1.3125	0.1991	1.3125	1.1456
0.3474	13.1034	760	1.3060	0.2257	1.3060	1.1428
0.3474	13.1379	762	1.2898	0.2356	1.2898	1.1357
0.3474	13.1724	764	1.2882	0.1871	1.2882	1.1350
0.3474	13.2069	766	1.2446	0.2605	1.2446	1.1156
0.3474	13.2414	768	1.1945	0.2126	1.1945	1.0929
0.3474	13.2759	770	1.1875	0.2222	1.1875	1.0897
0.3474	13.3103	772	1.2081	0.2126	1.2081	1.0991
0.3474	13.3448	774	1.2124	0.2126	1.2124	1.1011
0.3474	13.3793	776	1.2257	0.2461	1.2257	1.1071
0.3474	13.4138	778	1.2241	0.2871	1.2241	1.1064
0.3474	13.4483	780	1.2161	0.2871	1.2161	1.1028
0.3474	13.4828	782	1.2153	0.2871	1.2153	1.1024
0.3474	13.5172	784	1.2179	0.2871	1.2179	1.1036
0.3474	13.5517	786	1.2134	0.2539	1.2134	1.1015
0.3474	13.5862	788	1.2269	0.2315	1.2269	1.1077
0.3474	13.6207	790	1.2052	0.2168	1.2052	1.0978
0.3474	13.6552	792	1.1931	0.2714	1.1931	1.0923
0.3474	13.6897	794	1.2192	0.2071	1.2192	1.1042
0.3474	13.7241	796	1.2352	0.2555	1.2352	1.1114
0.3474	13.7586	798	1.2604	0.1898	1.2604	1.1227
0.3474	13.7931	800	1.2762	0.1809	1.2762	1.1297
0.3474	13.8276	802	1.2362	0.2544	1.2362	1.1119
0.3474	13.8621	804	1.1790	0.2991	1.1790	1.0858
0.3474	13.8966	806	1.1704	0.3090	1.1704	1.0818
0.3474	13.9310	808	1.1886	0.2647	1.1886	1.0902
0.3474	13.9655	810	1.2551	0.2544	1.2551	1.1203
0.3474	14.0	812	1.3019	0.2044	1.3019	1.1410
0.3474	14.0345	814	1.3022	0.2044	1.3022	1.1412
0.3474	14.0690	816	1.2699	0.2219	1.2699	1.1269
0.3474	14.1034	818	1.2353	0.2130	1.2353	1.1114
0.3474	14.1379	820	1.2064	0.2637	1.2064	1.0984
0.3474	14.1724	822	1.1840	0.2682	1.1840	1.0881
0.3474	14.2069	824	1.1722	0.2454	1.1722	1.0827
0.3474	14.2414	826	1.1774	0.2403	1.1774	1.0851
0.3474	14.2759	828	1.1571	0.2263	1.1571	1.0757
0.3474	14.3103	830	1.1641	0.2126	1.1641	1.0789
0.3474	14.3448	832	1.1996	0.2605	1.1996	1.0953
0.3474	14.3793	834	1.1861	0.2461	1.1861	1.0891
0.3474	14.4138	836	1.1909	0.2461	1.1909	1.0913
0.3474	14.4483	838	1.1745	0.2555	1.1745	1.0837
0.3474	14.4828	840	1.1618	0.2555	1.1618	1.0778
0.3474	14.5172	842	1.1516	0.2265	1.1516	1.0731
0.3474	14.5517	844	1.1676	0.2555	1.1676	1.0805
0.3474	14.5862	846	1.2119	0.2555	1.2119	1.1009
0.3474	14.6207	848	1.2401	0.2544	1.2401	1.1136
0.3474	14.6552	850	1.2398	0.2685	1.2398	1.1134
0.3474	14.6897	852	1.2085	0.2667	1.2085	1.0993
0.3474	14.7241	854	1.2089	0.2637	1.2089	1.0995
0.3474	14.7586	856	1.2327	0.2361	1.2327	1.1103
0.3474	14.7931	858	1.2133	0.2605	1.2133	1.1015
0.3474	14.8276	860	1.2328	0.2796	1.2328	1.1103
0.3474	14.8621	862	1.2540	0.2049	1.2540	1.1198
0.3474	14.8966	864	1.2277	0.2986	1.2277	1.1080
0.3474	14.9310	866	1.2075	0.2651	1.2075	1.0989
0.3474	14.9655	868	1.1755	0.2113	1.1755	1.0842
0.3474	15.0	870	1.1666	0.2462	1.1666	1.0801
0.3474	15.0345	872	1.1569	0.2596	1.1569	1.0756
0.3474	15.0690	874	1.1447	0.2596	1.1447	1.0699
0.3474	15.1034	876	1.1380	0.2596	1.1380	1.0668
0.3474	15.1379	878	1.1470	0.2794	1.1470	1.0710
0.3474	15.1724	880	1.1721	0.2795	1.1721	1.0826
0.3474	15.2069	882	1.1686	0.2795	1.1686	1.0810
0.3474	15.2414	884	1.1224	0.2764	1.1224	1.0594
0.3474	15.2759	886	1.0801	0.2915	1.0801	1.0393
0.3474	15.3103	888	1.0759	0.3070	1.0759	1.0372
0.3474	15.3448	890	1.0774	0.2658	1.0774	1.0380
0.3474	15.3793	892	1.0749	0.3042	1.0749	1.0368
0.3474	15.4138	894	1.0890	0.2562	1.0890	1.0436
0.3474	15.4483	896	1.1146	0.2417	1.1146	1.0557
0.3474	15.4828	898	1.1139	0.2417	1.1139	1.0554
0.3474	15.5172	900	1.0966	0.2965	1.0966	1.0472
0.3474	15.5517	902	1.0838	0.2694	1.0838	1.0411
0.3474	15.5862	904	1.0786	0.2694	1.0786	1.0386
0.3474	15.6207	906	1.0772	0.2942	1.0772	1.0379
0.3474	15.6552	908	1.0837	0.3159	1.0837	1.0410
0.3474	15.6897	910	1.1205	0.3390	1.1205	1.0586
0.3474	15.7241	912	1.2232	0.3144	1.2232	1.1060
0.3474	15.7586	914	1.2903	0.2728	1.2903	1.1359
0.3474	15.7931	916	1.2823	0.3145	1.2823	1.1324
0.3474	15.8276	918	1.2473	0.2851	1.2473	1.1168
0.3474	15.8621	920	1.1957	0.2544	1.1957	1.0935
0.3474	15.8966	922	1.2212	0.2760	1.2212	1.1051
0.3474	15.9310	924	1.2250	0.2685	1.2250	1.1068
0.3474	15.9655	926	1.2489	0.2640	1.2489	1.1175
0.3474	16.0	928	1.2236	0.2366	1.2236	1.1062
0.3474	16.0345	930	1.2402	0.2366	1.2402	1.1136
0.3474	16.0690	932	1.3122	0.2316	1.3122	1.1455
0.3474	16.1034	934	1.3205	0.2316	1.3205	1.1491
0.3474	16.1379	936	1.2660	0.2501	1.2660	1.1252
0.3474	16.1724	938	1.2235	0.2353	1.2235	1.1061
0.3474	16.2069	940	1.2015	0.2446	1.2015	1.0961
0.3474	16.2414	942	1.2248	0.2577	1.2248	1.1067
0.3474	16.2759	944	1.2942	0.2404	1.2942	1.1376
0.3474	16.3103	946	1.3432	0.2309	1.3432	1.1590
0.3474	16.3448	948	1.3281	0.2266	1.3281	1.1524
0.3474	16.3793	950	1.2619	0.2896	1.2619	1.1234
0.3474	16.4138	952	1.2402	0.2742	1.2402	1.1136
0.3474	16.4483	954	1.2418	0.2832	1.2418	1.1144
0.3474	16.4828	956	1.2052	0.2759	1.2052	1.0978
0.3474	16.5172	958	1.1937	0.2620	1.1937	1.0926
0.3474	16.5517	960	1.2041	0.3033	1.2041	1.0973
0.3474	16.5862	962	1.2231	0.3169	1.2231	1.1059
0.3474	16.6207	964	1.2177	0.2796	1.2177	1.1035
0.3474	16.6552	966	1.1855	0.2891	1.1855	1.0888
0.3474	16.6897	968	1.1691	0.2766	1.1691	1.0812
0.3474	16.7241	970	1.1680	0.2669	1.1680	1.0808
0.3474	16.7586	972	1.1748	0.2700	1.1748	1.0839
0.3474	16.7931	974	1.1385	0.2892	1.1385	1.0670
0.3474	16.8276	976	1.1040	0.2550	1.1040	1.0507
0.3474	16.8621	978	1.1014	0.2550	1.1014	1.0495
0.3474	16.8966	980	1.1133	0.2454	1.1133	1.0551
0.3474	16.9310	982	1.1601	0.2700	1.1601	1.0771
0.3474	16.9655	984	1.2157	0.3078	1.2157	1.1026
0.3474	17.0	986	1.2493	0.3030	1.2493	1.1177
0.3474	17.0345	988	1.2200	0.2432	1.2200	1.1045
0.3474	17.0690	990	1.1610	0.2913	1.1610	1.0775
0.3474	17.1034	992	1.1245	0.1766	1.1245	1.0604
0.3474	17.1379	994	1.0997	0.2574	1.0997	1.0487
0.3474	17.1724	996	1.0966	0.2574	1.0966	1.0472
0.3474	17.2069	998	1.1046	0.2310	1.1046	1.0510
0.0741	17.2414	1000	1.1208	0.1960	1.1208	1.0587
0.0741	17.2759	1002	1.1250	0.1960	1.1250	1.0607
0.0741	17.3103	1004	1.1301	0.1960	1.1301	1.0630
0.0741	17.3448	1006	1.1199	0.2310	1.1199	1.0583
0.0741	17.3793	1008	1.1146	0.2662	1.1146	1.0557
0.0741	17.4138	1010	1.1235	0.1960	1.1235	1.0599
0.0741	17.4483	1012	1.1365	0.2265	1.1365	1.0661
0.0741	17.4828	1014	1.1470	0.2265	1.1470	1.0710
0.0741	17.5172	1016	1.1835	0.2071	1.1835	1.0879
0.0741	17.5517	1018	1.2335	0.1655	1.2335	1.1106
0.0741	17.5862	1020	1.2877	0.1436	1.2877	1.1348
0.0741	17.6207	1022	1.2759	0.1436	1.2759	1.1296
0.0741	17.6552	1024	1.2419	0.1651	1.2419	1.1144
0.0741	17.6897	1026	1.2121	0.1863	1.2121	1.1010

Framework versions

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