ArabicNewSplits7_B_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k5_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: 1.1496
• Qwk: 0.1562
• Mse: 1.1496
• Rmse: 1.0722

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	4.8758	-0.0020	4.8758	2.2081
No log	0.16	4	3.1849	-0.0492	3.1849	1.7846
No log	0.24	6	2.6373	-0.0821	2.6373	1.6240
No log	0.32	8	2.0540	-0.0425	2.0540	1.4332
No log	0.4	10	1.6352	0.0305	1.6352	1.2788
No log	0.48	12	1.5539	-0.1157	1.5539	1.2465
No log	0.56	14	1.6942	-0.0901	1.6942	1.3016
No log	0.64	16	1.8039	-0.0839	1.8039	1.3431
No log	0.72	18	1.8000	-0.1148	1.8000	1.3416
No log	0.8	20	1.5367	-0.0199	1.5367	1.2396
No log	0.88	22	1.3768	-0.0199	1.3768	1.1734
No log	0.96	24	1.3441	-0.0160	1.3441	1.1594
No log	1.04	26	1.2903	0.0527	1.2903	1.1359
No log	1.12	28	1.2688	0.0527	1.2688	1.1264
No log	1.2	30	1.2406	0.0499	1.2406	1.1138
No log	1.28	32	1.2171	0.1109	1.2171	1.1032
No log	1.3600	34	1.2756	0.0506	1.2756	1.1294
No log	1.44	36	1.2267	0.1044	1.2267	1.1076
No log	1.52	38	1.1417	0.1995	1.1417	1.0685
No log	1.6	40	1.1942	0.3035	1.1942	1.0928
No log	1.6800	42	1.4588	0.0723	1.4588	1.2078
No log	1.76	44	1.4036	0.0662	1.4036	1.1847
No log	1.8400	46	1.2103	0.3035	1.2103	1.1001
No log	1.92	48	1.2178	0.0945	1.2178	1.1035
No log	2.0	50	1.2409	0.0841	1.2409	1.1139
No log	2.08	52	1.2508	0.0446	1.2508	1.1184
No log	2.16	54	1.2899	0.1638	1.2899	1.1358
No log	2.24	56	1.4506	0.0210	1.4506	1.2044
No log	2.32	58	1.6367	0.0169	1.6367	1.2793
No log	2.4	60	1.7130	0.0169	1.7130	1.3088
No log	2.48	62	1.4640	0.0575	1.4640	1.2099
No log	2.56	64	1.0627	0.3256	1.0627	1.0309
No log	2.64	66	1.1630	0.1951	1.1630	1.0784
No log	2.7200	68	1.2201	0.1951	1.2201	1.1046
No log	2.8	70	1.0921	0.2076	1.0921	1.0450
No log	2.88	72	1.1025	0.2733	1.1025	1.0500
No log	2.96	74	1.1227	0.3737	1.1227	1.0596
No log	3.04	76	1.1001	0.2733	1.1001	1.0489
No log	3.12	78	1.0779	0.2562	1.0779	1.0382
No log	3.2	80	1.0772	0.2327	1.0772	1.0379
No log	3.2800	82	1.2344	0.3001	1.2344	1.1110
No log	3.36	84	1.3052	0.3046	1.3052	1.1425
No log	3.44	86	1.1925	0.3607	1.1925	1.0920
No log	3.52	88	1.0152	0.2522	1.0152	1.0076
No log	3.6	90	1.0065	0.2673	1.0065	1.0033
No log	3.68	92	1.2218	0.3939	1.2218	1.1053
No log	3.76	94	1.3288	0.2511	1.3288	1.1527
No log	3.84	96	1.0923	0.2386	1.0923	1.0451
No log	3.92	98	1.1328	0.3310	1.1328	1.0643
No log	4.0	100	1.2524	0.1168	1.2524	1.1191
No log	4.08	102	1.1817	0.2439	1.1817	1.0870
No log	4.16	104	1.1008	0.2965	1.1008	1.0492
No log	4.24	106	1.1396	0.2830	1.1396	1.0675
No log	4.32	108	1.2431	0.2650	1.2431	1.1149
No log	4.4	110	1.2612	0.2833	1.2612	1.1230
No log	4.48	112	1.4534	0.3064	1.4534	1.2056
No log	4.5600	114	1.3987	0.2985	1.3987	1.1827
No log	4.64	116	1.2595	0.2404	1.2595	1.1223
No log	4.72	118	1.3791	0.2940	1.3791	1.1743
No log	4.8	120	1.4990	0.2113	1.4990	1.2243
No log	4.88	122	1.6427	0.2125	1.6427	1.2817
No log	4.96	124	1.4212	0.2944	1.4212	1.1921
No log	5.04	126	1.3866	0.2918	1.3866	1.1775
No log	5.12	128	1.2504	0.2864	1.2504	1.1182
No log	5.2	130	1.3084	0.3214	1.3084	1.1439
No log	5.28	132	1.4448	0.2215	1.4448	1.2020
No log	5.36	134	1.7018	0.2666	1.7018	1.3045
No log	5.44	136	1.9011	0.1223	1.9011	1.3788
No log	5.52	138	1.7855	0.1814	1.7855	1.3362
No log	5.6	140	1.4542	0.2026	1.4542	1.2059
No log	5.68	142	1.3182	0.2473	1.3182	1.1481
No log	5.76	144	1.3619	0.2119	1.3619	1.1670
No log	5.84	146	1.5882	0.1692	1.5882	1.2602
No log	5.92	148	1.5371	0.1281	1.5371	1.2398
No log	6.0	150	1.2533	0.1578	1.2533	1.1195
No log	6.08	152	1.2072	0.1995	1.2072	1.0987
No log	6.16	154	1.2003	0.1675	1.2003	1.0956
No log	6.24	156	1.2511	0.1764	1.2511	1.1185
No log	6.32	158	1.2070	0.2431	1.2070	1.0987
No log	6.4	160	1.2405	0.2818	1.2405	1.1138
No log	6.48	162	1.3440	0.2306	1.3440	1.1593
No log	6.5600	164	1.2889	0.2350	1.2889	1.1353
No log	6.64	166	1.3794	0.2063	1.3794	1.1745
No log	6.72	168	1.5232	0.1726	1.5232	1.2342
No log	6.8	170	1.5986	0.0774	1.5986	1.2643
No log	6.88	172	1.5544	0.1894	1.5544	1.2467
No log	6.96	174	1.3582	0.2163	1.3582	1.1654
No log	7.04	176	1.1878	0.1521	1.1878	1.0899
No log	7.12	178	1.1686	0.1912	1.1686	1.0810
No log	7.2	180	1.2936	0.2485	1.2936	1.1374
No log	7.28	182	1.2990	0.2349	1.2990	1.1397
No log	7.36	184	1.1258	0.2060	1.1258	1.0610
No log	7.44	186	1.0911	0.2625	1.0911	1.0446
No log	7.52	188	1.1526	0.2060	1.1526	1.0736
No log	7.6	190	1.3626	0.1570	1.3626	1.1673
No log	7.68	192	1.3764	0.1517	1.3764	1.1732
No log	7.76	194	1.2543	0.1667	1.2543	1.1199
No log	7.84	196	1.1708	0.1406	1.1708	1.0820
No log	7.92	198	1.1783	0.0964	1.1783	1.0855
No log	8.0	200	1.3256	0.2349	1.3256	1.1513
No log	8.08	202	1.6114	0.2798	1.6114	1.2694
No log	8.16	204	1.6422	0.2320	1.6422	1.2815
No log	8.24	206	1.3997	0.2450	1.3997	1.1831
No log	8.32	208	1.2030	0.2123	1.2030	1.0968
No log	8.4	210	1.1988	0.2424	1.1988	1.0949
No log	8.48	212	1.2983	0.1519	1.2983	1.1394
No log	8.56	214	1.3653	0.0575	1.3653	1.1685
No log	8.64	216	1.3257	0.0592	1.3257	1.1514
No log	8.72	218	1.2157	0.1379	1.2157	1.1026
No log	8.8	220	1.2293	0.1300	1.2293	1.1087
No log	8.88	222	1.2893	0.1841	1.2893	1.1355
No log	8.96	224	1.2189	0.1362	1.2189	1.1040
No log	9.04	226	1.2570	0.2357	1.2570	1.1212
No log	9.12	228	1.6093	0.2768	1.6093	1.2686
No log	9.2	230	1.6945	0.2231	1.6945	1.3017
No log	9.28	232	1.4999	0.3043	1.4999	1.2247
No log	9.36	234	1.2544	0.2037	1.2544	1.1200
No log	9.44	236	1.1498	0.2352	1.1498	1.0723
No log	9.52	238	1.1301	0.2365	1.1301	1.0630
No log	9.6	240	1.1256	0.2271	1.1256	1.0609
No log	9.68	242	1.1717	0.1912	1.1717	1.0825
No log	9.76	244	1.2956	0.2275	1.2956	1.1382
No log	9.84	246	1.4211	0.2527	1.4211	1.1921
No log	9.92	248	1.3632	0.2922	1.3632	1.1675
No log	10.0	250	1.2329	0.3540	1.2329	1.1104
No log	10.08	252	1.1400	0.1975	1.1400	1.0677
No log	10.16	254	1.1236	0.2380	1.1236	1.0600
No log	10.24	256	1.1551	0.1975	1.1551	1.0748
No log	10.32	258	1.2337	0.1576	1.2337	1.1107
No log	10.4	260	1.3734	0.1685	1.3734	1.1719
No log	10.48	262	1.5014	0.1551	1.5014	1.2253
No log	10.56	264	1.4929	0.1087	1.4929	1.2218
No log	10.64	266	1.3607	0.1190	1.3607	1.1665
No log	10.72	268	1.2304	0.1807	1.2304	1.1092
No log	10.8	270	1.1491	0.1584	1.1491	1.0720
No log	10.88	272	1.1393	0.1396	1.1393	1.0674
No log	10.96	274	1.2332	0.2485	1.2332	1.1105
No log	11.04	276	1.3660	0.2370	1.3660	1.1688
No log	11.12	278	1.2984	0.2742	1.2984	1.1395
No log	11.2	280	1.2895	0.2899	1.2895	1.1356
No log	11.28	282	1.2762	0.2899	1.2762	1.1297
No log	11.36	284	1.2300	0.1951	1.2300	1.1090
No log	11.44	286	1.2450	0.1311	1.2450	1.1158
No log	11.52	288	1.1804	0.1211	1.1804	1.0865
No log	11.6	290	1.1870	0.1211	1.1870	1.0895
No log	11.68	292	1.2313	0.1645	1.2313	1.1097
No log	11.76	294	1.2444	0.1344	1.2444	1.1155
No log	11.84	296	1.2407	0.1951	1.2407	1.1139
No log	11.92	298	1.1968	0.1951	1.1968	1.0940
No log	12.0	300	1.2201	0.2236	1.2201	1.1046
No log	12.08	302	1.2148	0.2236	1.2148	1.1022
No log	12.16	304	1.2274	0.2236	1.2274	1.1079
No log	12.24	306	1.1745	0.1671	1.1745	1.0837
No log	12.32	308	1.2103	0.1905	1.2103	1.1001
No log	12.4	310	1.3625	0.2137	1.3625	1.1672
No log	12.48	312	1.4101	0.2137	1.4101	1.1875
No log	12.56	314	1.3278	0.2663	1.3278	1.1523
No log	12.64	316	1.1820	0.1658	1.1820	1.0872
No log	12.72	318	1.1781	0.1502	1.1781	1.0854
No log	12.8	320	1.2960	0.1611	1.2960	1.1384
No log	12.88	322	1.3263	0.1943	1.3263	1.1517
No log	12.96	324	1.3418	0.2663	1.3418	1.1584
No log	13.04	326	1.2614	0.2690	1.2614	1.1231
No log	13.12	328	1.1477	0.1920	1.1477	1.0713
No log	13.2	330	1.1608	0.2579	1.1608	1.0774
No log	13.28	332	1.3007	0.2137	1.3007	1.1405
No log	13.36	334	1.5632	0.2989	1.5632	1.2503
No log	13.44	336	1.5736	0.2633	1.5736	1.2544
No log	13.52	338	1.3641	0.1761	1.3641	1.1679
No log	13.6	340	1.1781	0.1180	1.1781	1.0854
No log	13.68	342	1.1613	0.1632	1.1613	1.0776
No log	13.76	344	1.1711	0.1852	1.1711	1.0822
No log	13.84	346	1.1803	0.1406	1.1803	1.0864
No log	13.92	348	1.3024	0.1812	1.3024	1.1412
No log	14.0	350	1.3812	0.2101	1.3812	1.1752
No log	14.08	352	1.3862	0.2370	1.3862	1.1774
No log	14.16	354	1.2875	0.2237	1.2875	1.1347
No log	14.24	356	1.1686	0.1968	1.1686	1.0810
No log	14.32	358	1.1501	0.1968	1.1501	1.0724
No log	14.4	360	1.2253	0.0907	1.2253	1.1069
No log	14.48	362	1.3908	0.1282	1.3908	1.1793
No log	14.56	364	1.4377	0.1570	1.4377	1.1991
No log	14.64	366	1.4627	0.1570	1.4627	1.2094
No log	14.72	368	1.4485	0.1608	1.4485	1.2035
No log	14.8	370	1.3189	0.0675	1.3189	1.1484
No log	14.88	372	1.2367	0.1405	1.2367	1.1121
No log	14.96	374	1.1889	0.1311	1.1889	1.0904
No log	15.04	376	1.1978	0.1813	1.1978	1.0945
No log	15.12	378	1.2161	0.2870	1.2161	1.1028
No log	15.2	380	1.3200	0.2716	1.3200	1.1489
No log	15.28	382	1.4479	0.2506	1.4479	1.2033
No log	15.36	384	1.4324	0.2163	1.4324	1.1968
No log	15.44	386	1.2964	0.2663	1.2964	1.1386
No log	15.52	388	1.1340	0.1919	1.1340	1.0649
No log	15.6	390	1.0975	0.2711	1.0975	1.0476
No log	15.68	392	1.1019	0.2300	1.1019	1.0497
No log	15.76	394	1.1516	0.1860	1.1516	1.0731
No log	15.84	396	1.2613	0.1663	1.2613	1.1231
No log	15.92	398	1.2983	0.1570	1.2983	1.1394
No log	16.0	400	1.2623	0.1663	1.2623	1.1235
No log	16.08	402	1.2121	0.2041	1.2121	1.1010
No log	16.16	404	1.2338	0.2922	1.2338	1.1108
No log	16.24	406	1.2141	0.3249	1.2141	1.1018
No log	16.32	408	1.1455	0.2844	1.1455	1.0703
No log	16.4	410	1.1900	0.3178	1.1900	1.0909
No log	16.48	412	1.1842	0.2417	1.1842	1.0882
No log	16.56	414	1.1251	0.1860	1.1251	1.0607
No log	16.64	416	1.0812	0.1919	1.0812	1.0398
No log	16.72	418	1.0690	0.1820	1.0690	1.0339
No log	16.8	420	1.0351	0.2673	1.0351	1.0174
No log	16.88	422	1.0440	0.2313	1.0440	1.0217
No log	16.96	424	1.0706	0.2395	1.0706	1.0347
No log	17.04	426	1.1569	0.3158	1.1569	1.0756
No log	17.12	428	1.2060	0.3413	1.2060	1.0982
No log	17.2	430	1.1913	0.3178	1.1913	1.0914
No log	17.28	432	1.1743	0.2619	1.1743	1.0836
No log	17.36	434	1.1965	0.2857	1.1965	1.0938
No log	17.44	436	1.2102	0.1654	1.2102	1.1001
No log	17.52	438	1.1543	0.1214	1.1543	1.0744
No log	17.6	440	1.1263	0.1706	1.1263	1.0613
No log	17.68	442	1.1126	0.1706	1.1126	1.0548
No log	17.76	444	1.1345	0.1180	1.1345	1.0651
No log	17.84	446	1.1286	0.1977	1.1286	1.0624
No log	17.92	448	1.1223	0.3453	1.1223	1.0594
No log	18.0	450	1.1316	0.2893	1.1316	1.0637
No log	18.08	452	1.1557	0.2792	1.1557	1.0750
No log	18.16	454	1.2443	0.2362	1.2443	1.1155
No log	18.24	456	1.4269	0.1890	1.4269	1.1945
No log	18.32	458	1.5396	0.2376	1.5396	1.2408
No log	18.4	460	1.5287	0.2527	1.5287	1.2364
No log	18.48	462	1.4203	0.1718	1.4203	1.1918
No log	18.56	464	1.2787	0.1557	1.2787	1.1308
No log	18.64	466	1.2062	0.2110	1.2062	1.0983
No log	18.72	468	1.2225	0.2000	1.2225	1.1056
No log	18.8	470	1.2905	0.1159	1.2905	1.1360
No log	18.88	472	1.4148	0.1462	1.4148	1.1895
No log	18.96	474	1.3945	0.1462	1.3945	1.1809
No log	19.04	476	1.2800	0.0843	1.2800	1.1314
No log	19.12	478	1.1789	0.0948	1.1789	1.0858
No log	19.2	480	1.1373	0.1927	1.1373	1.0665
No log	19.28	482	1.1362	0.1927	1.1362	1.0659
No log	19.36	484	1.1609	0.1114	1.1609	1.0774
No log	19.44	486	1.2321	0.125	1.2321	1.1100
No log	19.52	488	1.2762	0.1282	1.2762	1.1297
No log	19.6	490	1.3123	0.2074	1.3123	1.1456
No log	19.68	492	1.2387	0.1462	1.2387	1.1130
No log	19.76	494	1.1572	0.1379	1.1572	1.0757
No log	19.84	496	1.1191	0.2689	1.1191	1.0579
No log	19.92	498	1.1192	0.2019	1.1192	1.0579
0.3439	20.0	500	1.1675	0.1696	1.1675	1.0805
0.3439	20.08	502	1.2073	0.0843	1.2073	1.0988
0.3439	20.16	504	1.1846	0.0843	1.1846	1.0884
0.3439	20.24	506	1.1569	0.1379	1.1569	1.0756
0.3439	20.32	508	1.1444	0.1541	1.1444	1.0698
0.3439	20.4	510	1.1139	0.2009	1.1139	1.0554
0.3439	20.48	512	1.0936	0.2417	1.0936	1.0458
0.3439	20.56	514	1.0542	0.2721	1.0542	1.0268
0.3439	20.64	516	1.0591	0.3281	1.0591	1.0291
0.3439	20.72	518	1.0462	0.3022	1.0462	1.0228
0.3439	20.8	520	1.0306	0.3122	1.0306	1.0152
0.3439	20.88	522	1.0441	0.2317	1.0441	1.0218
0.3439	20.96	524	1.1095	0.2619	1.1095	1.0533
0.3439	21.04	526	1.1353	0.2439	1.1353	1.0655
0.3439	21.12	528	1.0801	0.1701	1.0801	1.0393
0.3439	21.2	530	1.0387	0.2130	1.0387	1.0192
0.3439	21.28	532	1.0354	0.2130	1.0354	1.0175
0.3439	21.36	534	1.0600	0.2119	1.0600	1.0296
0.3439	21.44	536	1.0644	0.2019	1.0644	1.0317
0.3439	21.52	538	1.0361	0.2587	1.0361	1.0179
0.3439	21.6	540	1.0156	0.3354	1.0156	1.0078
0.3439	21.68	542	1.0078	0.3354	1.0078	1.0039
0.3439	21.76	544	1.0139	0.3652	1.0139	1.0069
0.3439	21.84	546	1.0806	0.3452	1.0806	1.0395
0.3439	21.92	548	1.1215	0.3308	1.1215	1.0590
0.3439	22.0	550	1.1367	0.2762	1.1367	1.0661
0.3439	22.08	552	1.0882	0.2317	1.0882	1.0432
0.3439	22.16	554	1.0381	0.2331	1.0381	1.0189
0.3439	22.24	556	1.0437	0.2175	1.0437	1.0216
0.3439	22.32	558	1.1097	0.2119	1.1097	1.0534
0.3439	22.4	560	1.1574	0.2702	1.1574	1.0758
0.3439	22.48	562	1.1284	0.2762	1.1284	1.0623
0.3439	22.56	564	1.0573	0.2752	1.0573	1.0282
0.3439	22.64	566	1.0273	0.2921	1.0273	1.0135
0.3439	22.72	568	1.0256	0.3317	1.0256	1.0127
0.3439	22.8	570	1.0102	0.3217	1.0102	1.0051
0.3439	22.88	572	1.0011	0.3090	1.0011	1.0005
0.3439	22.96	574	1.0028	0.2745	1.0028	1.0014
0.3439	23.04	576	1.0062	0.2968	1.0062	1.0031
0.3439	23.12	578	1.0510	0.2921	1.0510	1.0252
0.3439	23.2	580	1.1245	0.2702	1.1245	1.0604
0.3439	23.28	582	1.2414	0.1807	1.2414	1.1142
0.3439	23.36	584	1.2698	0.1663	1.2698	1.1268
0.3439	23.44	586	1.2179	0.1951	1.2179	1.1036
0.3439	23.52	588	1.1262	0.2119	1.1262	1.0612
0.3439	23.6	590	1.0600	0.2689	1.0600	1.0296
0.3439	23.68	592	1.0504	0.2346	1.0504	1.0249
0.3439	23.76	594	1.0669	0.2290	1.0669	1.0329
0.3439	23.84	596	1.0894	0.1808	1.0894	1.0437
0.3439	23.92	598	1.1144	0.1808	1.1144	1.0557
0.3439	24.0	600	1.1472	0.2207	1.1472	1.0711
0.3439	24.08	602	1.1200	0.2110	1.1200	1.0583
0.3439	24.16	604	1.0684	0.2640	1.0684	1.0336
0.3439	24.24	606	1.0641	0.2692	1.0641	1.0316
0.3439	24.32	608	1.0695	0.2692	1.0695	1.0342
0.3439	24.4	610	1.0594	0.2300	1.0594	1.0292
0.3439	24.48	612	1.0630	0.2300	1.0630	1.0310
0.3439	24.56	614	1.0784	0.2401	1.0784	1.0385
0.3439	24.64	616	1.0800	0.2401	1.0800	1.0392
0.3439	24.72	618	1.0835	0.2244	1.0835	1.0409
0.3439	24.8	620	1.0894	0.2290	1.0894	1.0437
0.3439	24.88	622	1.1171	0.2019	1.1171	1.0569
0.3439	24.96	624	1.1074	0.1808	1.1074	1.0523
0.3439	25.04	626	1.0854	0.1767	1.0854	1.0418
0.3439	25.12	628	1.0823	0.1827	1.0823	1.0403
0.3439	25.2	630	1.0827	0.2813	1.0827	1.0405
0.3439	25.28	632	1.0842	0.2401	1.0842	1.0413
0.3439	25.36	634	1.0881	0.1827	1.0881	1.0431
0.3439	25.44	636	1.1000	0.1767	1.1000	1.0488
0.3439	25.52	638	1.0910	0.1827	1.0910	1.0445
0.3439	25.6	640	1.0808	0.1827	1.0808	1.0396
0.3439	25.68	642	1.0673	0.2401	1.0673	1.0331
0.3439	25.76	644	1.0669	0.2401	1.0669	1.0329
0.3439	25.84	646	1.0846	0.2331	1.0846	1.0414
0.3439	25.92	648	1.1260	0.2490	1.1260	1.0611
0.3439	26.0	650	1.1339	0.2490	1.1339	1.0648
0.3439	26.08	652	1.0869	0.1706	1.0869	1.0425
0.3439	26.16	654	1.0462	0.2188	1.0462	1.0228
0.3439	26.24	656	1.0332	0.2503	1.0332	1.0165
0.3439	26.32	658	1.0509	0.1868	1.0509	1.0251
0.3439	26.4	660	1.0833	0.1814	1.0833	1.0408
0.3439	26.48	662	1.1056	0.2056	1.1056	1.0515
0.3439	26.56	664	1.1534	0.2132	1.1534	1.0740
0.3439	26.64	666	1.1428	0.1951	1.1428	1.0690
0.3439	26.72	668	1.0878	0.2019	1.0878	1.0430
0.3439	26.8	670	1.0480	0.1706	1.0480	1.0237
0.3439	26.88	672	1.0472	0.1868	1.0472	1.0233
0.3439	26.96	674	1.0436	0.1871	1.0436	1.0215
0.3439	27.04	676	1.0628	0.2668	1.0628	1.0309
0.3439	27.12	678	1.0829	0.2668	1.0829	1.0406
0.3439	27.2	680	1.1117	0.3182	1.1117	1.0544
0.3439	27.28	682	1.0877	0.2574	1.0877	1.0429
0.3439	27.36	684	1.0524	0.2850	1.0524	1.0259
0.3439	27.44	686	1.0480	0.2574	1.0480	1.0237
0.3439	27.52	688	1.0479	0.2503	1.0479	1.0236
0.3439	27.6	690	1.0541	0.2850	1.0541	1.0267
0.3439	27.68	692	1.0825	0.2339	1.0825	1.0404
0.3439	27.76	694	1.0922	0.2339	1.0922	1.0451
0.3439	27.84	696	1.1153	0.2668	1.1153	1.0561
0.3439	27.92	698	1.1229	0.2395	1.1229	1.0597
0.3439	28.0	700	1.1092	0.2317	1.1092	1.0532
0.3439	28.08	702	1.1180	0.2317	1.1180	1.0573
0.3439	28.16	704	1.1385	0.2263	1.1385	1.0670
0.3439	28.24	706	1.1822	0.2381	1.1822	1.0873
0.3439	28.32	708	1.2356	0.2574	1.2356	1.1116
0.3439	28.4	710	1.2286	0.2313	1.2286	1.1084
0.3439	28.48	712	1.1649	0.1807	1.1649	1.0793
0.3439	28.56	714	1.1337	0.2263	1.1337	1.0648
0.3439	28.64	716	1.0899	0.1919	1.0899	1.0440
0.3439	28.72	718	1.0812	0.2273	1.0812	1.0398
0.3439	28.8	720	1.1002	0.1814	1.1002	1.0489
0.3439	28.88	722	1.1077	0.1814	1.1077	1.0525
0.3439	28.96	724	1.0861	0.2024	1.0861	1.0422
0.3439	29.04	726	1.0874	0.2386	1.0874	1.0428
0.3439	29.12	728	1.0995	0.2286	1.0995	1.0485
0.3439	29.2	730	1.0851	0.1838	1.0851	1.0417
0.3439	29.28	732	1.0861	0.2145	1.0861	1.0422
0.3439	29.36	734	1.0922	0.2432	1.0922	1.0451
0.3439	29.44	736	1.1039	0.2283	1.1039	1.0507
0.3439	29.52	738	1.1472	0.3090	1.1472	1.0711
0.3439	29.6	740	1.2086	0.2663	1.2086	1.0994
0.3439	29.68	742	1.2646	0.2634	1.2646	1.1245
0.3439	29.76	744	1.2616	0.2349	1.2616	1.1232
0.3439	29.84	746	1.1857	0.1807	1.1857	1.0889
0.3439	29.92	748	1.1292	0.2668	1.1292	1.0627
0.3439	30.0	750	1.1066	0.2673	1.1066	1.0520
0.3439	30.08	752	1.1063	0.2417	1.1063	1.0518
0.3439	30.16	754	1.1301	0.2654	1.1301	1.0631
0.3439	30.24	756	1.1312	0.2481	1.1312	1.0636
0.3439	30.32	758	1.1149	0.2230	1.1149	1.0559
0.3439	30.4	760	1.1123	0.2380	1.1123	1.0546
0.3439	30.48	762	1.1159	0.2380	1.1159	1.0564
0.3439	30.56	764	1.1205	0.2089	1.1205	1.0585
0.3439	30.64	766	1.1170	0.2089	1.1170	1.0569
0.3439	30.72	768	1.1238	0.2132	1.1238	1.0601
0.3439	30.8	770	1.1399	0.2015	1.1399	1.0677
0.3439	30.88	772	1.1654	0.2207	1.1654	1.0795
0.3439	30.96	774	1.1536	0.2207	1.1536	1.0741
0.3439	31.04	776	1.1435	0.2110	1.1435	1.0694
0.3439	31.12	778	1.1284	0.2121	1.1284	1.0623
0.3439	31.2	780	1.1052	0.1567	1.1052	1.0513
0.3439	31.28	782	1.0997	0.1567	1.0997	1.0486
0.3439	31.36	784	1.0996	0.1371	1.0996	1.0486
0.3439	31.44	786	1.1176	0.1635	1.1176	1.0572
0.3439	31.52	788	1.1648	0.2288	1.1648	1.0793
0.3439	31.6	790	1.2239	0.2681	1.2239	1.1063
0.3439	31.68	792	1.2413	0.2681	1.2413	1.1141
0.3439	31.76	794	1.2378	0.2681	1.2378	1.1125
0.3439	31.84	796	1.2465	0.2884	1.2465	1.1165
0.3439	31.92	798	1.2430	0.2884	1.2430	1.1149
0.3439	32.0	800	1.2705	0.2934	1.2705	1.1271
0.3439	32.08	802	1.2791	0.2772	1.2791	1.1310
0.3439	32.16	804	1.2281	0.3138	1.2281	1.1082
0.3439	32.24	806	1.1308	0.1309	1.1308	1.0634
0.3439	32.32	808	1.0808	0.1727	1.0808	1.0396
0.3439	32.4	810	1.0693	0.2509	1.0693	1.0340
0.3439	32.48	812	1.0825	0.2477	1.0825	1.0405
0.3439	32.56	814	1.1163	0.2956	1.1163	1.0565
0.3439	32.64	816	1.1537	0.3044	1.1537	1.0741
0.3439	32.72	818	1.1926	0.3658	1.1926	1.0921
0.3439	32.8	820	1.2085	0.3232	1.2085	1.0993
0.3439	32.88	822	1.1940	0.2485	1.1940	1.0927
0.3439	32.96	824	1.1630	0.2558	1.1630	1.0784
0.3439	33.04	826	1.1316	0.2506	1.1316	1.0638
0.3439	33.12	828	1.1123	0.1977	1.1123	1.0546
0.3439	33.2	830	1.1284	0.1769	1.1284	1.0623
0.3439	33.28	832	1.1181	0.1920	1.1181	1.0574
0.3439	33.36	834	1.1036	0.1635	1.1036	1.0505
0.3439	33.44	836	1.0822	0.2352	1.0822	1.0403
0.3439	33.52	838	1.0965	0.2481	1.0965	1.0471
0.3439	33.6	840	1.1138	0.2668	1.1138	1.0553
0.3439	33.68	842	1.1362	0.2884	1.1362	1.0659
0.3439	33.76	844	1.1522	0.2884	1.1522	1.0734
0.3439	33.84	846	1.1759	0.2574	1.1759	1.0844
0.3439	33.92	848	1.1805	0.2313	1.1805	1.0865
0.3439	34.0	850	1.1729	0.2313	1.1729	1.0830
0.3439	34.08	852	1.1179	0.2343	1.1179	1.0573
0.3439	34.16	854	1.0618	0.1706	1.0618	1.0304
0.3439	34.24	856	1.0233	0.1667	1.0233	1.0116
0.3439	34.32	858	1.0046	0.2711	1.0046	1.0023
0.3439	34.4	860	1.0065	0.2300	1.0065	1.0032
0.3439	34.48	862	1.0325	0.1827	1.0325	1.0161
0.3439	34.56	864	1.0766	0.2015	1.0766	1.0376
0.3439	34.64	866	1.1267	0.3023	1.1267	1.0614
0.3439	34.72	868	1.1869	0.3629	1.1869	1.0895
0.3439	34.8	870	1.2379	0.3108	1.2379	1.1126
0.3439	34.88	872	1.2702	0.3108	1.2702	1.1270
0.3439	34.96	874	1.2260	0.2934	1.2260	1.1072
0.3439	35.04	876	1.1837	0.2681	1.1837	1.0880
0.3439	35.12	878	1.1296	0.1443	1.1296	1.0628
0.3439	35.2	880	1.1138	0.1443	1.1138	1.0554
0.3439	35.28	882	1.1382	0.1961	1.1382	1.0669
0.3439	35.36	884	1.1757	0.2100	1.1757	1.0843
0.3439	35.44	886	1.2251	0.2884	1.2251	1.1068
0.3439	35.52	888	1.2085	0.2884	1.2085	1.0993
0.3439	35.6	890	1.1658	0.2263	1.1658	1.0797
0.3439	35.68	892	1.1288	0.1645	1.1288	1.0625
0.3439	35.76	894	1.0993	0.1543	1.0993	1.0485
0.3439	35.84	896	1.0812	0.2188	1.0812	1.0398
0.3439	35.92	898	1.0831	0.2486	1.0831	1.0407
0.3439	36.0	900	1.0810	0.2640	1.0810	1.0397
0.3439	36.08	902	1.0729	0.2346	1.0729	1.0358
0.3439	36.16	904	1.0775	0.2346	1.0775	1.0380
0.3439	36.24	906	1.0929	0.2486	1.0929	1.0454
0.3439	36.32	908	1.0957	0.2486	1.0957	1.0468
0.3439	36.4	910	1.0942	0.2640	1.0942	1.0460
0.3439	36.48	912	1.0950	0.2640	1.0950	1.0464
0.3439	36.56	914	1.1119	0.2721	1.1119	1.0545
0.3439	36.64	916	1.1512	0.1807	1.1512	1.0730
0.3439	36.72	918	1.1654	0.1807	1.1654	1.0795
0.3439	36.8	920	1.1435	0.1807	1.1435	1.0694
0.3439	36.88	922	1.0974	0.2448	1.0974	1.0476
0.3439	36.96	924	1.0779	0.2244	1.0779	1.0382
0.3439	37.04	926	1.0701	0.1845	1.0701	1.0345
0.3439	37.12	928	1.0721	0.1845	1.0721	1.0354
0.3439	37.2	930	1.0733	0.1845	1.0733	1.0360
0.3439	37.28	932	1.0889	0.2692	1.0889	1.0435
0.3439	37.36	934	1.1079	0.2801	1.1079	1.0526
0.3439	37.44	936	1.1539	0.3023	1.1539	1.0742
0.3439	37.52	938	1.1857	0.2681	1.1857	1.0889
0.3439	37.6	940	1.1661	0.2619	1.1661	1.0799
0.3439	37.68	942	1.1266	0.2019	1.1266	1.0614
0.3439	37.76	944	1.1170	0.2188	1.1170	1.0569
0.3439	37.84	946	1.1093	0.2188	1.1093	1.0532
0.3439	37.92	948	1.1146	0.2188	1.1146	1.0557
0.3439	38.0	950	1.1128	0.2331	1.1128	1.0549
0.3439	38.08	952	1.1217	0.2019	1.1217	1.0591
0.3439	38.16	954	1.1391	0.2263	1.1391	1.0673
0.3439	38.24	956	1.1552	0.1614	1.1552	1.0748
0.3439	38.32	958	1.1593	0.1959	1.1593	1.0767
0.3439	38.4	960	1.1392	0.1658	1.1392	1.0673
0.3439	38.48	962	1.1246	0.2119	1.1246	1.0605
0.3439	38.56	964	1.1037	0.2432	1.1037	1.0506
0.3439	38.64	966	1.0940	0.2432	1.0940	1.0459
0.3439	38.72	968	1.0666	0.1886	1.0666	1.0327
0.3439	38.8	970	1.0517	0.2455	1.0517	1.0255
0.3439	38.88	972	1.0435	0.2610	1.0435	1.0215
0.3439	38.96	974	1.0504	0.3018	1.0504	1.0249
0.3439	39.04	976	1.0822	0.3369	1.0822	1.0403
0.3439	39.12	978	1.1396	0.3090	1.1396	1.0675
0.3439	39.2	980	1.1609	0.2833	1.1609	1.0775
0.3439	39.28	982	1.1598	0.2833	1.1598	1.0770
0.3439	39.36	984	1.1149	0.3343	1.1149	1.0559
0.3439	39.44	986	1.0905	0.3464	1.0905	1.0443
0.3439	39.52	988	1.0799	0.2625	1.0799	1.0392
0.3439	39.6	990	1.0637	0.2341	1.0637	1.0314
0.3439	39.68	992	1.0595	0.1688	1.0595	1.0293
0.3439	39.76	994	1.0498	0.2255	1.0498	1.0246
0.3439	39.84	996	1.0453	0.2409	1.0453	1.0224
0.3439	39.92	998	1.0407	0.2001	1.0407	1.0202
0.0555	40.0	1000	1.0350	0.1845	1.0350	1.0173
0.0555	40.08	1002	1.0404	0.2341	1.0404	1.0200
0.0555	40.16	1004	1.0808	0.2317	1.0808	1.0396
0.0555	40.24	1006	1.1570	0.2844	1.1570	1.0756
0.0555	40.32	1008	1.2135	0.2710	1.2135	1.1016
0.0555	40.4	1010	1.2052	0.2844	1.2052	1.0978
0.0555	40.48	1012	1.1381	0.2235	1.1381	1.0668
0.0555	40.56	1014	1.0660	0.2121	1.0660	1.0325
0.0555	40.64	1016	1.0247	0.2492	1.0247	1.0123
0.0555	40.72	1018	1.0159	0.2199	1.0159	1.0079
0.0555	40.8	1020	1.0210	0.2341	1.0210	1.0105
0.0555	40.88	1022	1.0313	0.2341	1.0313	1.0155
0.0555	40.96	1024	1.0618	0.1505	1.0618	1.0305
0.0555	41.04	1026	1.1160	0.1769	1.1160	1.0564
0.0555	41.12	1028	1.1854	0.2100	1.1854	1.0888
0.0555	41.2	1030	1.2126	0.2381	1.2126	1.1012
0.0555	41.28	1032	1.2043	0.2184	1.2043	1.0974
0.0555	41.36	1034	1.1932	0.3178	1.1932	1.0924
0.0555	41.44	1036	1.1771	0.3178	1.1771	1.0850
0.0555	41.52	1038	1.1582	0.3413	1.1582	1.0762
0.0555	41.6	1040	1.1223	0.2466	1.1223	1.0594
0.0555	41.68	1042	1.0715	0.1820	1.0715	1.0352
0.0555	41.76	1044	1.0376	0.2492	1.0376	1.0186
0.0555	41.84	1046	1.0249	0.2492	1.0249	1.0124
0.0555	41.92	1048	1.0314	0.2199	1.0314	1.0156
0.0555	42.0	1050	1.0562	0.2043	1.0562	1.0277
0.0555	42.08	1052	1.0895	0.1308	1.0895	1.0438
0.0555	42.16	1054	1.1124	0.1466	1.1124	1.0547
0.0555	42.24	1056	1.1261	0.2060	1.1261	1.0612
0.0555	42.32	1058	1.1231	0.1769	1.1231	1.0598
0.0555	42.4	1060	1.1143	0.1675	1.1143	1.0556
0.0555	42.48	1062	1.1129	0.2481	1.1129	1.0549
0.0555	42.56	1064	1.0726	0.3352	1.0726	1.0356
0.0555	42.64	1066	1.0386	0.2492	1.0386	1.0191
0.0555	42.72	1068	1.0251	0.2893	1.0251	1.0125
0.0555	42.8	1070	1.0248	0.3290	1.0248	1.0123
0.0555	42.88	1072	1.0360	0.2610	1.0360	1.0178
0.0555	42.96	1074	1.0549	0.2188	1.0549	1.0271
0.0555	43.04	1076	1.0903	0.1919	1.0903	1.0442
0.0555	43.12	1078	1.1332	0.1959	1.1332	1.0645
0.0555	43.2	1080	1.1454	0.2490	1.1454	1.0702
0.0555	43.28	1082	1.1287	0.2850	1.1287	1.0624
0.0555	43.36	1084	1.0971	0.2386	1.0971	1.0474
0.0555	43.44	1086	1.0997	0.2286	1.0997	1.0487
0.0555	43.52	1088	1.1184	0.2286	1.1184	1.0575
0.0555	43.6	1090	1.1439	0.2386	1.1439	1.0695
0.0555	43.68	1092	1.1602	0.1621	1.1602	1.0771
0.0555	43.76	1094	1.1875	0.2110	1.1875	1.0897
0.0555	43.84	1096	1.1903	0.2110	1.1903	1.0910
0.0555	43.92	1098	1.1722	0.1717	1.1722	1.0827
0.0555	44.0	1100	1.1589	0.1717	1.1589	1.0765
0.0555	44.08	1102	1.1622	0.1371	1.1622	1.0781
0.0555	44.16	1104	1.1761	0.2558	1.1761	1.0845
0.0555	44.24	1106	1.1621	0.2288	1.1621	1.0780
0.0555	44.32	1108	1.1262	0.2019	1.1262	1.0612
0.0555	44.4	1110	1.0840	0.1977	1.0840	1.0412
0.0555	44.48	1112	1.0516	0.2199	1.0516	1.0255
0.0555	44.56	1114	1.0501	0.2199	1.0501	1.0247
0.0555	44.64	1116	1.0694	0.1567	1.0694	1.0341
0.0555	44.72	1118	1.0797	0.1767	1.0797	1.0391
0.0555	44.8	1120	1.1022	0.1868	1.1022	1.0498
0.0555	44.88	1122	1.0924	0.1868	1.0924	1.0452
0.0555	44.96	1124	1.0679	0.1567	1.0679	1.0334
0.0555	45.04	1126	1.0598	0.1834	1.0598	1.0295
0.0555	45.12	1128	1.0621	0.2300	1.0621	1.0306
0.0555	45.2	1130	1.0599	0.2300	1.0599	1.0295
0.0555	45.28	1132	1.0606	0.1886	1.0606	1.0298
0.0555	45.36	1134	1.0712	0.1667	1.0712	1.0350
0.0555	45.44	1136	1.0865	0.1919	1.0865	1.0424
0.0555	45.52	1138	1.0860	0.1919	1.0860	1.0421
0.0555	45.6	1140	1.1015	0.1769	1.1015	1.0495
0.0555	45.68	1142	1.0997	0.2506	1.0997	1.0487
0.0555	45.76	1144	1.0967	0.2219	1.0967	1.0472
0.0555	45.84	1146	1.0781	0.1919	1.0781	1.0383
0.0555	45.92	1148	1.0574	0.1505	1.0574	1.0283
0.0555	46.0	1150	1.0582	0.2346	1.0582	1.0287
0.0555	46.08	1152	1.0590	0.2503	1.0590	1.0291
0.0555	46.16	1154	1.0629	0.2401	1.0629	1.0310
0.0555	46.24	1156	1.0707	0.1986	1.0707	1.0347
0.0555	46.32	1158	1.0890	0.1977	1.0890	1.0435
0.0555	46.4	1160	1.1228	0.1562	1.1228	1.0596
0.0555	46.48	1162	1.1422	0.1562	1.1422	1.0687
0.0555	46.56	1164	1.1349	0.1562	1.1349	1.0653
0.0555	46.64	1166	1.1473	0.1562	1.1473	1.0711
0.0555	46.72	1168	1.1496	0.1562	1.1496	1.0722

Framework versions

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