ArabicNewSplits7_B_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k19_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: 1.3375
• Qwk: 0.0711
• Mse: 1.3375
• Rmse: 1.1565

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	0.0206	2	4.8349	0.0010	4.8349	2.1988
No log	0.0412	4	3.1699	-0.0403	3.1699	1.7804
No log	0.0619	6	2.2912	-0.0608	2.2912	1.5137
No log	0.0825	8	1.4804	0.0310	1.4804	1.2167
No log	0.1031	10	1.2919	-0.0096	1.2919	1.1366
No log	0.1237	12	1.2191	0.1444	1.2191	1.1041
No log	0.1443	14	1.2605	0.1407	1.2605	1.1227
No log	0.1649	16	1.4485	-0.0506	1.4485	1.2035
No log	0.1856	18	1.5874	-0.0686	1.5874	1.2599
No log	0.2062	20	1.5033	-0.0993	1.5033	1.2261
No log	0.2268	22	1.4730	-0.0352	1.4730	1.2137
No log	0.2474	24	1.7631	0.0019	1.7631	1.3278
No log	0.2680	26	1.6051	-0.0674	1.6051	1.2669
No log	0.2887	28	1.3892	-0.0020	1.3892	1.1786
No log	0.3093	30	1.3985	0.0948	1.3985	1.1826
No log	0.3299	32	1.4771	-0.0321	1.4771	1.2154
No log	0.3505	34	1.8888	0.0435	1.8888	1.3743
No log	0.3711	36	2.2906	0.0367	2.2906	1.5135
No log	0.3918	38	2.9826	-0.0198	2.9826	1.7270
No log	0.4124	40	2.8496	0.0207	2.8496	1.6881
No log	0.4330	42	2.1491	0.1068	2.1491	1.4660
No log	0.4536	44	1.5393	0.0	1.5393	1.2407
No log	0.4742	46	1.3304	0.1314	1.3304	1.1534
No log	0.4948	48	1.2190	0.1711	1.2190	1.1041
No log	0.5155	50	1.2625	0.0454	1.2625	1.1236
No log	0.5361	52	1.3316	0.0454	1.3316	1.1540
No log	0.5567	54	1.3728	0.0454	1.3728	1.1717
No log	0.5773	56	1.3870	0.0228	1.3870	1.1777
No log	0.5979	58	1.4243	0.0490	1.4243	1.1935
No log	0.6186	60	1.4583	0.0469	1.4583	1.2076
No log	0.6392	62	1.4576	0.0714	1.4576	1.2073
No log	0.6598	64	1.3660	0.0063	1.3660	1.1688
No log	0.6804	66	1.3638	0.0671	1.3638	1.1678
No log	0.7010	68	1.3494	0.0642	1.3494	1.1616
No log	0.7216	70	1.3612	0.0559	1.3612	1.1667
No log	0.7423	72	1.4167	0.1107	1.4167	1.1903
No log	0.7629	74	1.4375	0.0098	1.4375	1.1990
No log	0.7835	76	1.4280	0.0522	1.4280	1.1950
No log	0.8041	78	1.4508	0.0098	1.4508	1.2045
No log	0.8247	80	1.4915	0.0319	1.4915	1.2213
No log	0.8454	82	1.4443	0.0561	1.4443	1.2018
No log	0.8660	84	1.3932	0.1320	1.3932	1.1803
No log	0.8866	86	1.3812	0.0714	1.3812	1.1752
No log	0.9072	88	1.4027	0.0449	1.4027	1.1844
No log	0.9278	90	1.2705	0.1809	1.2705	1.1272
No log	0.9485	92	1.1451	0.2200	1.1451	1.0701
No log	0.9691	94	1.1721	0.1316	1.1721	1.0826
No log	0.9897	96	1.1966	0.0887	1.1966	1.0939
No log	1.0103	98	1.1474	0.1961	1.1474	1.0712
No log	1.0309	100	1.1328	0.2843	1.1328	1.0643
No log	1.0515	102	1.1577	0.2417	1.1577	1.0759
No log	1.0722	104	1.1760	0.1693	1.1760	1.0844
No log	1.0928	106	1.2005	0.1343	1.2005	1.0957
No log	1.1134	108	1.1938	0.1820	1.1938	1.0926
No log	1.1340	110	1.1160	0.2813	1.1160	1.0564
No log	1.1546	112	1.0866	0.3190	1.0866	1.0424
No log	1.1753	114	1.1163	0.3951	1.1163	1.0565
No log	1.1959	116	1.0834	0.3168	1.0834	1.0408
No log	1.2165	118	1.0743	0.1878	1.0743	1.0365
No log	1.2371	120	1.2290	0.3024	1.2290	1.1086
No log	1.2577	122	1.2917	0.1483	1.2917	1.1365
No log	1.2784	124	1.1635	0.1602	1.1635	1.0787
No log	1.2990	126	1.0975	0.1992	1.0975	1.0476
No log	1.3196	128	1.0785	0.2349	1.0785	1.0385
No log	1.3402	130	1.0765	0.2440	1.0765	1.0375
No log	1.3608	132	1.2234	0.2273	1.2234	1.1061
No log	1.3814	134	1.5397	0.2829	1.5397	1.2408
No log	1.4021	136	1.8419	0.1818	1.8419	1.3572
No log	1.4227	138	1.7530	0.2838	1.7530	1.3240
No log	1.4433	140	1.5171	0.3297	1.5171	1.2317
No log	1.4639	142	1.2186	0.3491	1.2186	1.1039
No log	1.4845	144	1.2176	0.3907	1.2176	1.1034
No log	1.5052	146	1.4010	0.3658	1.4010	1.1837
No log	1.5258	148	1.7513	0.1026	1.7513	1.3234
No log	1.5464	150	2.0235	0.0504	2.0235	1.4225
No log	1.5670	152	2.0817	0.0918	2.0817	1.4428
No log	1.5876	154	1.6413	0.3094	1.6413	1.2811
No log	1.6082	156	1.1822	0.2547	1.1822	1.0873
No log	1.6289	158	1.1551	0.2258	1.1551	1.0748
No log	1.6495	160	1.2805	0.2174	1.2805	1.1316
No log	1.6701	162	1.5911	0.3045	1.5911	1.2614
No log	1.6907	164	1.5648	0.2527	1.5648	1.2509
No log	1.7113	166	1.5444	0.2468	1.5444	1.2427
No log	1.7320	168	1.3813	0.2765	1.3813	1.1753
No log	1.7526	170	1.3539	0.2765	1.3539	1.1636
No log	1.7732	172	1.3870	0.3003	1.3870	1.1777
No log	1.7938	174	1.4018	0.3003	1.4018	1.1840
No log	1.8144	176	1.6379	0.2457	1.6379	1.2798
No log	1.8351	178	1.7606	0.1616	1.7606	1.3269
No log	1.8557	180	1.5764	0.2506	1.5764	1.2556
No log	1.8763	182	1.3290	0.2375	1.3290	1.1528
No log	1.8969	184	1.3050	0.2195	1.3050	1.1424
No log	1.9175	186	1.2938	0.2334	1.2938	1.1374
No log	1.9381	188	1.4269	0.2399	1.4269	1.1945
No log	1.9588	190	1.6159	0.1853	1.6159	1.2712
No log	1.9794	192	1.6072	0.1307	1.6072	1.2678
No log	2.0	194	1.4650	0.1523	1.4650	1.2104
No log	2.0206	196	1.3727	0.0863	1.3727	1.1716
No log	2.0412	198	1.3454	0.0918	1.3454	1.1599
No log	2.0619	200	1.4672	0.2163	1.4672	1.2113
No log	2.0825	202	1.5647	0.3045	1.5647	1.2509
No log	2.1031	204	1.5946	0.3082	1.5946	1.2628
No log	2.1237	206	1.4697	0.2286	1.4697	1.2123
No log	2.1443	208	1.5354	0.2564	1.5354	1.2391
No log	2.1649	210	1.6834	0.2272	1.6834	1.2975
No log	2.1856	212	1.7948	0.1106	1.7948	1.3397
No log	2.2062	214	1.6916	0.1733	1.6916	1.3006
No log	2.2268	216	1.5254	0.1364	1.5254	1.2351
No log	2.2474	218	1.5522	0.1674	1.5522	1.2459
No log	2.2680	220	1.6161	0.1454	1.6161	1.2713
No log	2.2887	222	1.7174	0.1733	1.7174	1.3105
No log	2.3093	224	1.6282	0.1968	1.6282	1.2760
No log	2.3299	226	1.4036	0.1628	1.4036	1.1847
No log	2.3505	228	1.3632	0.1594	1.3632	1.1675
No log	2.3711	230	1.5139	0.2028	1.5139	1.2304
No log	2.3918	232	1.7669	0.0938	1.7669	1.3292
No log	2.4124	234	1.7629	0.0681	1.7629	1.3277
No log	2.4330	236	1.5913	0.1533	1.5913	1.2614
No log	2.4536	238	1.3705	0.1463	1.3705	1.1707
No log	2.4742	240	1.2572	0.1761	1.2572	1.1213
No log	2.4948	242	1.2601	0.2110	1.2601	1.1225
No log	2.5155	244	1.3642	0.2542	1.3642	1.1680
No log	2.5361	246	1.5546	0.2775	1.5546	1.2468
No log	2.5567	248	1.6949	0.2446	1.6949	1.3019
No log	2.5773	250	1.7059	0.2310	1.7059	1.3061
No log	2.5979	252	1.5145	0.2647	1.5145	1.2306
No log	2.6186	254	1.4412	0.2875	1.4412	1.2005
No log	2.6392	256	1.3682	0.2844	1.3682	1.1697
No log	2.6598	258	1.3513	0.3089	1.3513	1.1625
No log	2.6804	260	1.4580	0.2619	1.4580	1.2075
No log	2.7010	262	1.5844	0.3063	1.5844	1.2587
No log	2.7216	264	1.5527	0.3063	1.5527	1.2461
No log	2.7423	266	1.3816	0.3047	1.3816	1.1754
No log	2.7629	268	1.2354	0.2558	1.2354	1.1115
No log	2.7835	270	1.2327	0.2288	1.2327	1.1103
No log	2.8041	272	1.3195	0.2914	1.3195	1.1487
No log	2.8247	274	1.5398	0.2908	1.5398	1.2409
No log	2.8454	276	1.8344	0.2019	1.8344	1.3544
No log	2.8660	278	1.9333	0.1650	1.9333	1.3904
No log	2.8866	280	1.8461	0.1846	1.8461	1.3587
No log	2.9072	282	1.6358	0.2407	1.6358	1.2790
No log	2.9278	284	1.4259	0.3478	1.4259	1.1941
No log	2.9485	286	1.3419	0.2962	1.3419	1.1584
No log	2.9691	288	1.3580	0.3024	1.3580	1.1653
No log	2.9897	290	1.4701	0.2309	1.4701	1.2125
No log	3.0103	292	1.5024	0.1801	1.5024	1.2257
No log	3.0309	294	1.4632	0.2060	1.4632	1.2096
No log	3.0515	296	1.3830	0.2773	1.3830	1.1760
No log	3.0722	298	1.3004	0.3413	1.3004	1.1403
No log	3.0928	300	1.3388	0.3658	1.3388	1.1571
No log	3.1134	302	1.4567	0.2907	1.4567	1.2069
No log	3.1340	304	1.4018	0.2885	1.4018	1.1840
No log	3.1546	306	1.2849	0.2563	1.2849	1.1335
No log	3.1753	308	1.2696	0.2444	1.2696	1.1267
No log	3.1959	310	1.2198	0.2206	1.2198	1.1045
No log	3.2165	312	1.2126	0.1920	1.2126	1.1012
No log	3.2371	314	1.1791	0.2218	1.1791	1.0859
No log	3.2577	316	1.1489	0.2394	1.1489	1.0719
No log	3.2784	318	1.1578	0.2218	1.1578	1.0760
No log	3.2990	320	1.3038	0.2084	1.3038	1.1418
No log	3.3196	322	1.3668	0.2494	1.3668	1.1691
No log	3.3402	324	1.2970	0.1857	1.2970	1.1389
No log	3.3608	326	1.1956	0.1767	1.1956	1.0934
No log	3.3814	328	1.1810	0.1507	1.1810	1.0867
No log	3.4021	330	1.2132	0.1564	1.2132	1.1015
No log	3.4227	332	1.3516	0.1557	1.3516	1.1626
No log	3.4433	334	1.4800	0.2589	1.4800	1.2166
No log	3.4639	336	1.4444	0.2589	1.4444	1.2018
No log	3.4845	338	1.3016	0.1611	1.3016	1.1409
No log	3.5052	340	1.1854	0.1185	1.1854	1.0888
No log	3.5258	342	1.1618	0.1525	1.1618	1.0778
No log	3.5464	344	1.1746	0.1032	1.1746	1.0838
No log	3.5670	346	1.2075	0.1156	1.2075	1.0988
No log	3.5876	348	1.2763	0.1703	1.2763	1.1297
No log	3.6082	350	1.2610	0.1703	1.2610	1.1230
No log	3.6289	352	1.1526	0.1860	1.1526	1.0736
No log	3.6495	354	1.1288	0.1662	1.1288	1.0624
No log	3.6701	356	1.1005	0.1564	1.1005	1.0491
No log	3.6907	358	1.1202	0.1631	1.1202	1.0584
No log	3.7113	360	1.2901	0.2634	1.2901	1.1358
No log	3.7320	362	1.4566	0.3106	1.4566	1.2069
No log	3.7526	364	1.4307	0.2437	1.4307	1.1961
No log	3.7732	366	1.2897	0.1611	1.2897	1.1357
No log	3.7938	368	1.1972	0.1308	1.1972	1.0942
No log	3.8144	370	1.1897	0.1308	1.1897	1.0907
No log	3.8351	372	1.1962	0.1146	1.1962	1.0937
No log	3.8557	374	1.2457	0.1148	1.2457	1.1161
No log	3.8763	376	1.2718	0.1741	1.2718	1.1277
No log	3.8969	378	1.2272	0.1741	1.2272	1.1078
No log	3.9175	380	1.1858	0.1214	1.1858	1.0889
No log	3.9381	382	1.1468	0.1081	1.1468	1.0709
No log	3.9588	384	1.1665	0.1279	1.1665	1.0800
No log	3.9794	386	1.2275	0.1850	1.2275	1.1079
No log	4.0	388	1.3139	0.2471	1.3139	1.1463
No log	4.0206	390	1.3203	0.2438	1.3203	1.1490
No log	4.0412	392	1.2876	0.2263	1.2876	1.1347
No log	4.0619	394	1.2603	0.1846	1.2603	1.1226
No log	4.0825	396	1.2735	0.1538	1.2735	1.1285
No log	4.1031	398	1.2061	0.1076	1.2061	1.0982
No log	4.1237	400	1.1892	0.1076	1.1892	1.0905
No log	4.1443	402	1.1679	0.1247	1.1679	1.0807
No log	4.1649	404	1.1669	0.1902	1.1669	1.0802
No log	4.1856	406	1.2500	0.2263	1.2500	1.1180
No log	4.2062	408	1.4264	0.2857	1.4264	1.1943
No log	4.2268	410	1.4329	0.2857	1.4329	1.1971
No log	4.2474	412	1.3063	0.2807	1.3063	1.1429
No log	4.2680	414	1.2280	0.2542	1.2280	1.1082
No log	4.2887	416	1.3097	0.2938	1.3097	1.1444
No log	4.3093	418	1.4880	0.2647	1.4880	1.2198
No log	4.3299	420	1.5014	0.2647	1.5014	1.2253
No log	4.3505	422	1.4735	0.2773	1.4735	1.2139
No log	4.3711	424	1.4783	0.2647	1.4783	1.2158
No log	4.3918	426	1.4545	0.2471	1.4545	1.2060
No log	4.4124	428	1.4043	0.1713	1.4043	1.1850
No log	4.4330	430	1.4064	0.1713	1.4064	1.1859
No log	4.4536	432	1.3654	0.1713	1.3654	1.1685
No log	4.4742	434	1.3099	0.2184	1.3099	1.1445
No log	4.4948	436	1.2698	0.2184	1.2698	1.1269
No log	4.5155	438	1.2113	0.1968	1.2113	1.1006
No log	4.5361	440	1.2074	0.1338	1.2074	1.0988
No log	4.5567	442	1.2832	0.2590	1.2832	1.1328
No log	4.5773	444	1.3984	0.2881	1.3984	1.1825
No log	4.5979	446	1.3873	0.2881	1.3873	1.1778
No log	4.6186	448	1.3474	0.3088	1.3474	1.1608
No log	4.6392	450	1.4997	0.2555	1.4997	1.2246
No log	4.6598	452	1.6706	0.2521	1.6706	1.2925
No log	4.6804	454	1.6478	0.2447	1.6478	1.2837
No log	4.7010	456	1.4704	0.2371	1.4704	1.2126
No log	4.7216	458	1.3128	0.1220	1.3128	1.1458
No log	4.7423	460	1.2214	0.0711	1.2214	1.1052
No log	4.7629	462	1.1994	0.0780	1.1994	1.0952
No log	4.7835	464	1.1927	0.0847	1.1927	1.0921
No log	4.8041	466	1.1807	0.0878	1.1807	1.0866
No log	4.8247	468	1.1945	0.1871	1.1945	1.0929
No log	4.8454	470	1.2844	0.1654	1.2844	1.1333
No log	4.8660	472	1.3371	0.1989	1.3371	1.1563
No log	4.8866	474	1.3290	0.1663	1.3290	1.1528
No log	4.9072	476	1.3962	0.2074	1.3962	1.1816
No log	4.9278	478	1.5140	0.2468	1.5140	1.2304
No log	4.9485	480	1.5411	0.2498	1.5411	1.2414
No log	4.9691	482	1.4098	0.2069	1.4098	1.1874
No log	4.9897	484	1.2626	0.1631	1.2626	1.1237
No log	5.0103	486	1.2480	0.1819	1.2480	1.1171
No log	5.0309	488	1.3237	0.1667	1.3237	1.1505
No log	5.0515	490	1.3904	0.1989	1.3904	1.1792
No log	5.0722	492	1.4651	0.1989	1.4651	1.2104
No log	5.0928	494	1.4136	0.1703	1.4136	1.1889
No log	5.1134	496	1.3265	0.0692	1.3265	1.1517
No log	5.1340	498	1.2420	0.1015	1.2420	1.1145
0.4278	5.1546	500	1.2177	0.0916	1.2177	1.1035
0.4278	5.1753	502	1.2438	0.1371	1.2438	1.1152
0.4278	5.1959	504	1.4133	0.2578	1.4133	1.1888
0.4278	5.2165	506	1.6670	0.2320	1.6670	1.2911
0.4278	5.2371	508	1.8862	0.1401	1.8862	1.3734
0.4278	5.2577	510	1.8357	0.1323	1.8357	1.3549
0.4278	5.2784	512	1.6591	0.2820	1.6591	1.2881
0.4278	5.2990	514	1.4290	0.2212	1.4290	1.1954
0.4278	5.3196	516	1.3019	0.1032	1.3019	1.1410
0.4278	5.3402	518	1.2920	0.0636	1.2920	1.1367
0.4278	5.3608	520	1.3639	0.1312	1.3639	1.1678
0.4278	5.3814	522	1.3874	0.1312	1.3874	1.1779
0.4278	5.4021	524	1.4075	0.1405	1.4075	1.1864
0.4278	5.4227	526	1.3525	0.1026	1.3525	1.1630
0.4278	5.4433	528	1.3663	0.1026	1.3663	1.1689
0.4278	5.4639	530	1.3415	0.1026	1.3415	1.1582
0.4278	5.4845	532	1.2786	0.1379	1.2786	1.1308
0.4278	5.5052	534	1.2325	0.1541	1.2325	1.1102
0.4278	5.5258	536	1.1929	0.1246	1.1929	1.0922
0.4278	5.5464	538	1.2250	0.1311	1.2250	1.1068
0.4278	5.5670	540	1.3205	0.2527	1.3205	1.1491
0.4278	5.5876	542	1.4873	0.2726	1.4873	1.2195
0.4278	5.6082	544	1.5019	0.3160	1.5019	1.2255
0.4278	5.6289	546	1.3812	0.2781	1.3812	1.1752
0.4278	5.6495	548	1.3260	0.2494	1.3260	1.1515
0.4278	5.6701	550	1.4066	0.3047	1.4067	1.1860
0.4278	5.6907	552	1.4420	0.2881	1.4420	1.2008
0.4278	5.7113	554	1.4274	0.2881	1.4274	1.1947
0.4278	5.7320	556	1.4266	0.2857	1.4266	1.1944
0.4278	5.7526	558	1.4181	0.2619	1.4181	1.1908
0.4278	5.7732	560	1.4453	0.2520	1.4453	1.2022
0.4278	5.7938	562	1.3624	0.2460	1.3624	1.1672
0.4278	5.8144	564	1.2570	0.1801	1.2570	1.1212
0.4278	5.8351	566	1.2176	0.1543	1.2176	1.1035
0.4278	5.8557	568	1.2076	0.1543	1.2076	1.0989
0.4278	5.8763	570	1.2304	0.1379	1.2304	1.1092
0.4278	5.8969	572	1.3076	0.1896	1.3076	1.1435
0.4278	5.9175	574	1.3467	0.2754	1.3467	1.1605
0.4278	5.9381	576	1.4259	0.2833	1.4259	1.1941
0.4278	5.9588	578	1.4084	0.2833	1.4084	1.1867
0.4278	5.9794	580	1.3173	0.2494	1.3173	1.1478
0.4278	6.0	582	1.2327	0.1479	1.2327	1.1103
0.4278	6.0206	584	1.2580	0.1795	1.2580	1.1216
0.4278	6.0412	586	1.3350	0.1896	1.3350	1.1554
0.4278	6.0619	588	1.4012	0.1646	1.4012	1.1837
0.4278	6.0825	590	1.4063	0.1646	1.4063	1.1859
0.4278	6.1031	592	1.3456	0.0702	1.3456	1.1600
0.4278	6.1237	594	1.2878	0.1148	1.2878	1.1348
0.4278	6.1443	596	1.2549	0.1148	1.2549	1.1202
0.4278	6.1649	598	1.2551	0.1596	1.2551	1.1203
0.4278	6.1856	600	1.3418	0.2725	1.3418	1.1584
0.4278	6.2062	602	1.4606	0.3047	1.4606	1.2086
0.4278	6.2268	604	1.5062	0.3086	1.5062	1.2273
0.4278	6.2474	606	1.4235	0.3026	1.4235	1.1931
0.4278	6.2680	608	1.3707	0.2707	1.3707	1.1708
0.4278	6.2887	610	1.2645	0.1345	1.2645	1.1245
0.4278	6.3093	612	1.2122	0.1789	1.2122	1.1010
0.4278	6.3299	614	1.1708	0.1148	1.1708	1.0820
0.4278	6.3505	616	1.1873	0.2348	1.1873	1.0896
0.4278	6.3711	618	1.2147	0.2633	1.2147	1.1021
0.4278	6.3918	620	1.2957	0.2037	1.2957	1.1383
0.4278	6.4124	622	1.3245	0.2037	1.3245	1.1509
0.4278	6.4330	624	1.4436	0.3026	1.4436	1.2015
0.4278	6.4536	626	1.5249	0.3026	1.5249	1.2349
0.4278	6.4742	628	1.5186	0.2789	1.5186	1.2323
0.4278	6.4948	630	1.4372	0.2252	1.4372	1.1988
0.4278	6.5155	632	1.3226	0.1745	1.3226	1.1500
0.4278	6.5361	634	1.2724	0.2184	1.2724	1.1280
0.4278	6.5567	636	1.2408	0.2184	1.2408	1.1139
0.4278	6.5773	638	1.2343	0.2527	1.2343	1.1110
0.4278	6.5979	640	1.2578	0.3003	1.2578	1.1215
0.4278	6.6186	642	1.3406	0.3309	1.3406	1.1578
0.4278	6.6392	644	1.4207	0.3418	1.4207	1.1919
0.4278	6.6598	646	1.4145	0.3405	1.4145	1.1893
0.4278	6.6804	648	1.3686	0.2895	1.3686	1.1699
0.4278	6.7010	650	1.3078	0.1989	1.3078	1.1436
0.4278	6.7216	652	1.2327	0.2051	1.2327	1.1103
0.4278	6.7423	654	1.1772	0.1148	1.1772	1.0850
0.4278	6.7629	656	1.1194	0.1148	1.1194	1.0580
0.4278	6.7835	658	1.0688	0.1279	1.0688	1.0338
0.4278	6.8041	660	1.0650	0.1279	1.0650	1.0320
0.4278	6.8247	662	1.1115	0.1442	1.1115	1.0543
0.4278	6.8454	664	1.2531	0.2184	1.2531	1.1194
0.4278	6.8660	666	1.3636	0.3487	1.3636	1.1677
0.4278	6.8866	668	1.3498	0.2527	1.3498	1.1618
0.4278	6.9072	670	1.2379	0.2348	1.2379	1.1126
0.4278	6.9278	672	1.1833	0.1541	1.1833	1.0878
0.4278	6.9485	674	1.1938	0.1641	1.1938	1.0926
0.4278	6.9691	676	1.2190	0.2348	1.2190	1.1041
0.4278	6.9897	678	1.2321	0.1479	1.2321	1.1100
0.4278	7.0103	680	1.2928	0.2348	1.2928	1.1370
0.4278	7.0309	682	1.3152	0.2905	1.3152	1.1468
0.4278	7.0515	684	1.2826	0.2633	1.2826	1.1325
0.4278	7.0722	686	1.1997	0.1795	1.1997	1.0953
0.4278	7.0928	688	1.1330	0.1755	1.1330	1.0644
0.4278	7.1134	690	1.1095	0.1755	1.1095	1.0533
0.4278	7.1340	692	1.1042	0.1755	1.1042	1.0508
0.4278	7.1546	694	1.1338	0.2152	1.1338	1.0648
0.4278	7.1753	696	1.1605	0.2439	1.1605	1.0773
0.4278	7.1959	698	1.2015	0.2387	1.2015	1.0961
0.4278	7.2165	700	1.1849	0.1795	1.1849	1.0885
0.4278	7.2371	702	1.1504	0.1214	1.1504	1.0726
0.4278	7.2577	704	1.1635	0.1214	1.1635	1.0786
0.4278	7.2784	706	1.1666	0.1214	1.1666	1.0801
0.4278	7.2990	708	1.1847	0.1541	1.1847	1.0884
0.4278	7.3196	710	1.1604	0.1379	1.1604	1.0772
0.4278	7.3402	712	1.1661	0.1379	1.1661	1.0799
0.4278	7.3608	714	1.1908	0.1541	1.1908	1.0912
0.4278	7.3814	716	1.2459	0.1853	1.2459	1.1162
0.4278	7.4021	718	1.2860	0.2141	1.2860	1.1340
0.4278	7.4227	720	1.2987	0.1479	1.2987	1.1396
0.4278	7.4433	722	1.2452	0.1315	1.2452	1.1159
0.4278	7.4639	724	1.2068	0.1214	1.2068	1.0986
0.4278	7.4845	726	1.2166	0.1541	1.2166	1.1030
0.4278	7.5052	728	1.2560	0.2090	1.2560	1.1207
0.4278	7.5258	730	1.2261	0.2090	1.2261	1.1073
0.4278	7.5464	732	1.1555	0.1214	1.1555	1.0749
0.4278	7.5670	734	1.1368	0.1114	1.1368	1.0662
0.4278	7.5876	736	1.1401	0.1214	1.1401	1.0678
0.4278	7.6082	738	1.1332	0.1114	1.1332	1.0645
0.4278	7.6289	740	1.1309	0.1442	1.1309	1.0635
0.4278	7.6495	742	1.1428	0.1541	1.1428	1.0690
0.4278	7.6701	744	1.1961	0.1952	1.1961	1.0937
0.4278	7.6907	746	1.2041	0.1952	1.2041	1.0973
0.4278	7.7113	748	1.1585	0.1214	1.1585	1.0763
0.4278	7.7320	750	1.1413	0.1279	1.1413	1.0683
0.4278	7.7526	752	1.1509	0.1443	1.1509	1.0728
0.4278	7.7732	754	1.1800	0.1379	1.1800	1.0863
0.4278	7.7938	756	1.2081	0.1214	1.2081	1.0991
0.4278	7.8144	758	1.2957	0.1795	1.2957	1.1383
0.4278	7.8351	760	1.4446	0.2213	1.4446	1.2019
0.4278	7.8557	762	1.5661	0.1971	1.5661	1.2514
0.4278	7.8763	764	1.6849	0.2105	1.6849	1.2980
0.4278	7.8969	766	1.6539	0.2789	1.6539	1.2860
0.4278	7.9175	768	1.5138	0.2152	1.5138	1.2304
0.4278	7.9381	770	1.3522	0.0798	1.3522	1.1628
0.4278	7.9588	772	1.2294	0.1148	1.2294	1.1088
0.4278	7.9794	774	1.1886	0.1048	1.1886	1.0902
0.4278	8.0	776	1.1956	0.1148	1.1956	1.0934
0.4278	8.0206	778	1.2244	0.1148	1.2244	1.1065
0.4278	8.0412	780	1.2592	0.1795	1.2592	1.1222
0.4278	8.0619	782	1.2880	0.1795	1.2880	1.1349
0.4278	8.0825	784	1.2986	0.2633	1.2986	1.1395
0.4278	8.1031	786	1.2805	0.2633	1.2805	1.1316
0.4278	8.1237	788	1.2467	0.2097	1.2467	1.1165
0.4278	8.1443	790	1.2413	0.2097	1.2413	1.1141
0.4278	8.1649	792	1.2246	0.1148	1.2246	1.1066
0.4278	8.1856	794	1.1980	0.1148	1.1980	1.0945
0.4278	8.2062	796	1.1939	0.1148	1.1939	1.0926
0.4278	8.2268	798	1.2137	0.1148	1.2137	1.1017
0.4278	8.2474	800	1.2475	0.1148	1.2475	1.1169
0.4278	8.2680	802	1.2438	0.1148	1.2438	1.1153
0.4278	8.2887	804	1.2339	0.1148	1.2339	1.1108
0.4278	8.3093	806	1.2498	0.1148	1.2498	1.1179
0.4278	8.3299	808	1.2378	0.1148	1.2378	1.1125
0.4278	8.3505	810	1.2025	0.1148	1.2025	1.0966
0.4278	8.3711	812	1.2056	0.1148	1.2056	1.0980
0.4278	8.3918	814	1.2619	0.1148	1.2619	1.1233
0.4278	8.4124	816	1.3642	0.1314	1.3642	1.1680
0.4278	8.4330	818	1.3944	0.1427	1.3944	1.1809
0.4278	8.4536	820	1.3430	0.2087	1.3430	1.1589
0.4278	8.4742	822	1.2778	0.1148	1.2778	1.1304
0.4278	8.4948	824	1.2101	0.1148	1.2101	1.1000
0.4278	8.5155	826	1.1750	0.1214	1.1750	1.0840
0.4278	8.5361	828	1.1893	0.1541	1.1893	1.0905
0.4278	8.5567	830	1.2484	0.1896	1.2484	1.1173
0.4278	8.5773	832	1.3162	0.1703	1.3162	1.1473
0.4278	8.5979	834	1.2930	0.2051	1.2930	1.1371
0.4278	8.6186	836	1.2262	0.1148	1.2262	1.1073
0.4278	8.6392	838	1.1888	0.1114	1.1888	1.0903
0.4278	8.6598	840	1.1934	0.1214	1.1934	1.0924
0.4278	8.6804	842	1.2236	0.1148	1.2236	1.1062
0.4278	8.7010	844	1.2581	0.1148	1.2581	1.1216
0.4278	8.7216	846	1.2428	0.1148	1.2428	1.1148
0.4278	8.7423	848	1.2272	0.1148	1.2272	1.1078
0.4278	8.7629	850	1.2489	0.1148	1.2489	1.1175
0.4278	8.7835	852	1.2853	0.1148	1.2853	1.1337
0.4278	8.8041	854	1.2977	0.1148	1.2977	1.1392
0.4278	8.8247	856	1.2715	0.1148	1.2715	1.1276
0.4278	8.8454	858	1.2268	0.1148	1.2268	1.1076
0.4278	8.8660	860	1.2101	0.1048	1.2101	1.1001
0.4278	8.8866	862	1.2173	0.1148	1.2173	1.1033
0.4278	8.9072	864	1.2872	0.2184	1.2872	1.1345
0.4278	8.9278	866	1.3653	0.2263	1.3653	1.1685
0.4278	8.9485	868	1.3682	0.1989	1.3682	1.1697
0.4278	8.9691	870	1.3113	0.1989	1.3113	1.1451
0.4278	8.9897	872	1.2373	0.2051	1.2373	1.1123
0.4278	9.0103	874	1.2102	0.1479	1.2102	1.1001
0.4278	9.0309	876	1.1811	0.1479	1.1811	1.0868
0.4278	9.0515	878	1.1613	0.1479	1.1613	1.0776
0.4278	9.0722	880	1.1717	0.1479	1.1717	1.0824
0.4278	9.0928	882	1.2092	0.1479	1.2092	1.0996
0.4278	9.1134	884	1.2563	0.1479	1.2563	1.1208
0.4278	9.1340	886	1.2768	0.2051	1.2768	1.1300
0.4278	9.1546	888	1.2648	0.1479	1.2648	1.1246
0.4278	9.1753	890	1.2495	0.1479	1.2495	1.1178
0.4278	9.1959	892	1.2495	0.1479	1.2495	1.1178
0.4278	9.2165	894	1.2556	0.1148	1.2556	1.1205
0.4278	9.2371	896	1.2761	0.1148	1.2761	1.1296
0.4278	9.2577	898	1.2768	0.1148	1.2768	1.1299
0.4278	9.2784	900	1.2925	0.0541	1.2925	1.1369
0.4278	9.2990	902	1.2940	0.0541	1.2940	1.1375
0.4278	9.3196	904	1.3060	0.0541	1.3060	1.1428
0.4278	9.3402	906	1.3104	0.0711	1.3104	1.1447
0.4278	9.3608	908	1.3375	0.0711	1.3375	1.1565

Framework versions

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