ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run2_AugV5_k17_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: 1.1055
• Qwk: 0.1824
• Mse: 1.1055
• Rmse: 1.0514

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	0.0328	2	4.5352	0.0042	4.5352	2.1296
No log	0.0656	4	2.5915	-0.0439	2.5915	1.6098
No log	0.0984	6	1.9113	0.0062	1.9113	1.3825
No log	0.1311	8	1.7281	0.0	1.7281	1.3146
No log	0.1639	10	1.6595	0.0372	1.6595	1.2882
No log	0.1967	12	1.5943	0.0372	1.5943	1.2627
No log	0.2295	14	1.4055	0.1428	1.4055	1.1855
No log	0.2623	16	1.2324	0.1772	1.2324	1.1102
No log	0.2951	18	1.3002	0.0898	1.3002	1.1403
No log	0.3279	20	1.3549	0.0898	1.3549	1.1640
No log	0.3607	22	1.3519	0.1224	1.3519	1.1627
No log	0.3934	24	1.2391	0.1904	1.2391	1.1131
No log	0.4262	26	1.2207	0.1887	1.2207	1.1049
No log	0.4590	28	1.2297	0.2191	1.2297	1.1089
No log	0.4918	30	1.3207	0.2108	1.3207	1.1492
No log	0.5246	32	1.6784	0.0723	1.6784	1.2955
No log	0.5574	34	1.9831	0.0291	1.9831	1.4082
No log	0.5902	36	2.0400	0.0394	2.0400	1.4283
No log	0.6230	38	1.7632	0.1387	1.7632	1.3278
No log	0.6557	40	1.5861	0.0512	1.5861	1.2594
No log	0.6885	42	1.4722	0.0362	1.4722	1.2134
No log	0.7213	44	1.3669	0.2014	1.3669	1.1692
No log	0.7541	46	1.3428	0.1959	1.3428	1.1588
No log	0.7869	48	1.3520	0.1959	1.3520	1.1628
No log	0.8197	50	1.3249	0.1959	1.3249	1.1511
No log	0.8525	52	1.3680	0.0426	1.3680	1.1696
No log	0.8852	54	1.3418	0.0339	1.3418	1.1584
No log	0.9180	56	1.2655	0.0512	1.2655	1.1249
No log	0.9508	58	1.1859	0.2298	1.1859	1.0890
No log	0.9836	60	1.1737	0.2095	1.1737	1.0834
No log	1.0164	62	1.2608	0.0964	1.2608	1.1229
No log	1.0492	64	1.2960	0.0878	1.2960	1.1384
No log	1.0820	66	1.2373	0.0610	1.2373	1.1123
No log	1.1148	68	1.2785	0.1505	1.2785	1.1307
No log	1.1475	70	1.3260	0.1347	1.3260	1.1515
No log	1.1803	72	1.2156	0.1841	1.2156	1.1025
No log	1.2131	74	1.1670	0.1951	1.1670	1.0803
No log	1.2459	76	1.2188	0.1315	1.2188	1.1040
No log	1.2787	78	1.2305	0.2058	1.2305	1.1093
No log	1.3115	80	1.1595	0.2243	1.1595	1.0768
No log	1.3443	82	1.0768	0.2476	1.0768	1.0377
No log	1.3770	84	1.0561	0.2476	1.0561	1.0277
No log	1.4098	86	1.0351	0.3157	1.0351	1.0174
No log	1.4426	88	1.1374	0.2482	1.1374	1.0665
No log	1.4754	90	1.2508	0.1875	1.2508	1.1184
No log	1.5082	92	1.2851	0.1259	1.2851	1.1336
No log	1.5410	94	1.1649	0.2476	1.1649	1.0793
No log	1.5738	96	1.0027	0.3291	1.0027	1.0014
No log	1.6066	98	0.9865	0.4016	0.9865	0.9932
No log	1.6393	100	0.9923	0.3437	0.9923	0.9961
No log	1.6721	102	0.9786	0.3354	0.9786	0.9892
No log	1.7049	104	1.0046	0.3855	1.0046	1.0023
No log	1.7377	106	1.1756	0.2377	1.1756	1.0843
No log	1.7705	108	1.4128	0.2357	1.4128	1.1886
No log	1.8033	110	1.4493	0.2329	1.4493	1.2039
No log	1.8361	112	1.3739	0.2115	1.3739	1.1721
No log	1.8689	114	1.2072	0.2601	1.2072	1.0987
No log	1.9016	116	1.0226	0.3059	1.0226	1.0112
No log	1.9344	118	1.0136	0.3157	1.0136	1.0068
No log	1.9672	120	1.0674	0.3255	1.0674	1.0331
No log	2.0	122	1.0495	0.3243	1.0495	1.0244
No log	2.0328	124	1.0098	0.3276	1.0098	1.0049
No log	2.0656	126	1.0041	0.4059	1.0041	1.0020
No log	2.0984	128	1.0517	0.3781	1.0517	1.0255
No log	2.1311	130	1.0618	0.3940	1.0618	1.0304
No log	2.1639	132	1.0696	0.3728	1.0696	1.0342
No log	2.1967	134	1.1393	0.3908	1.1393	1.0674
No log	2.2295	136	1.2831	0.2056	1.2831	1.1327
No log	2.2623	138	1.1183	0.3243	1.1183	1.0575
No log	2.2951	140	1.0275	0.3924	1.0275	1.0137
No log	2.3279	142	1.0837	0.3897	1.0837	1.0410
No log	2.3607	144	1.0746	0.4031	1.0746	1.0366
No log	2.3934	146	1.0085	0.3961	1.0085	1.0042
No log	2.4262	148	1.1161	0.3052	1.1161	1.0565
No log	2.4590	150	1.1646	0.2585	1.1646	1.0791
No log	2.4918	152	1.0478	0.2495	1.0478	1.0236
No log	2.5246	154	1.0093	0.5223	1.0093	1.0047
No log	2.5574	156	1.0372	0.3530	1.0372	1.0184
No log	2.5902	158	0.9939	0.3372	0.9939	0.9969
No log	2.6230	160	0.9759	0.4059	0.9759	0.9879
No log	2.6557	162	1.0825	0.3837	1.0825	1.0404
No log	2.6885	164	1.1104	0.3633	1.1104	1.0538
No log	2.7213	166	1.0441	0.3305	1.0441	1.0218
No log	2.7541	168	1.0015	0.4435	1.0015	1.0008
No log	2.7869	170	1.0435	0.3802	1.0435	1.0215
No log	2.8197	172	1.0224	0.3941	1.0224	1.0111
No log	2.8525	174	1.0017	0.2995	1.0017	1.0008
No log	2.8852	176	1.0439	0.2438	1.0439	1.0217
No log	2.9180	178	1.0507	0.2942	1.0507	1.0250
No log	2.9508	180	1.0092	0.3590	1.0092	1.0046
No log	2.9836	182	1.0245	0.2458	1.0245	1.0122
No log	3.0164	184	1.0580	0.3499	1.0580	1.0286
No log	3.0492	186	1.0877	0.3842	1.0877	1.0429
No log	3.0820	188	1.0700	0.2786	1.0700	1.0344
No log	3.1148	190	1.2022	0.2313	1.2022	1.0965
No log	3.1475	192	1.2241	0.2313	1.2241	1.1064
No log	3.1803	194	1.1240	0.2669	1.1240	1.0602
No log	3.2131	196	1.0670	0.2752	1.0670	1.0329
No log	3.2459	198	1.0523	0.3998	1.0523	1.0258
No log	3.2787	200	1.0744	0.3870	1.0744	1.0365
No log	3.3115	202	1.0809	0.2820	1.0809	1.0397
No log	3.3443	204	1.1500	0.2229	1.1500	1.0724
No log	3.3770	206	1.2182	0.1790	1.2182	1.1037
No log	3.4098	208	1.1673	0.2410	1.1673	1.0804
No log	3.4426	210	1.1502	0.2593	1.1502	1.0725
No log	3.4754	212	1.1897	0.1964	1.1897	1.0907
No log	3.5082	214	1.1617	0.2876	1.1617	1.0778
No log	3.5410	216	1.1738	0.2702	1.1738	1.0834
No log	3.5738	218	1.0913	0.2529	1.0913	1.0447
No log	3.6066	220	1.0358	0.3584	1.0358	1.0177
No log	3.6393	222	1.0641	0.3902	1.0641	1.0316
No log	3.6721	224	1.0376	0.3982	1.0376	1.0186
No log	3.7049	226	1.0280	0.4089	1.0280	1.0139
No log	3.7377	228	1.0241	0.3486	1.0241	1.0120
No log	3.7705	230	1.0163	0.3312	1.0163	1.0081
No log	3.8033	232	1.0065	0.3013	1.0065	1.0033
No log	3.8361	234	1.0768	0.2864	1.0768	1.0377
No log	3.8689	236	1.2392	0.1639	1.2392	1.1132
No log	3.9016	238	1.3701	0.1784	1.3701	1.1705
No log	3.9344	240	1.4083	0.2010	1.4083	1.1867
No log	3.9672	242	1.4172	0.1921	1.4172	1.1905
No log	4.0	244	1.4695	0.1694	1.4695	1.2122
No log	4.0328	246	1.4032	0.1604	1.4032	1.1846
No log	4.0656	248	1.2543	0.2417	1.2543	1.1200
No log	4.0984	250	1.1466	0.3100	1.1466	1.0708
No log	4.1311	252	1.1343	0.2844	1.1343	1.0650
No log	4.1639	254	1.1422	0.2844	1.1422	1.0687
No log	4.1967	256	1.0888	0.3008	1.0888	1.0434
No log	4.2295	258	1.0967	0.2779	1.0967	1.0472
No log	4.2623	260	1.1981	0.3028	1.1981	1.0946
No log	4.2951	262	1.4380	0.2607	1.4380	1.1991
No log	4.3279	264	1.4139	0.2899	1.4139	1.1891
No log	4.3607	266	1.1594	0.2734	1.1594	1.0767
No log	4.3934	268	1.0350	0.3482	1.0350	1.0173
No log	4.4262	270	1.0419	0.3155	1.0419	1.0208
No log	4.4590	272	1.0794	0.2495	1.0794	1.0389
No log	4.4918	274	1.1735	0.2410	1.1735	1.0833
No log	4.5246	276	1.2184	0.3197	1.2184	1.1038
No log	4.5574	278	1.1018	0.1845	1.1018	1.0497
No log	4.5902	280	1.0671	0.3953	1.0671	1.0330
No log	4.6230	282	1.0686	0.2898	1.0686	1.0337
No log	4.6557	284	1.0725	0.2290	1.0725	1.0356
No log	4.6885	286	1.1277	0.2744	1.1277	1.0619
No log	4.7213	288	1.3237	0.3416	1.3237	1.1505
No log	4.7541	290	1.3275	0.2747	1.3275	1.1522
No log	4.7869	292	1.1885	0.2539	1.1885	1.0902
No log	4.8197	294	1.0807	0.2577	1.0807	1.0396
No log	4.8525	296	1.0778	0.2486	1.0778	1.0382
No log	4.8852	298	1.1277	0.2035	1.1277	1.0619
No log	4.9180	300	1.1070	0.2438	1.1070	1.0521
No log	4.9508	302	1.0958	0.3303	1.0958	1.0468
No log	4.9836	304	1.0941	0.3651	1.0941	1.0460
No log	5.0164	306	1.1087	0.2723	1.1087	1.0530
No log	5.0492	308	1.1547	0.2945	1.1547	1.0746
No log	5.0820	310	1.1948	0.2654	1.1948	1.0931
No log	5.1148	312	1.1008	0.2926	1.1008	1.0492
No log	5.1475	314	1.0489	0.3750	1.0489	1.0242
No log	5.1803	316	1.0336	0.4058	1.0336	1.0167
No log	5.2131	318	1.0005	0.3981	1.0005	1.0003
No log	5.2459	320	1.0149	0.4176	1.0149	1.0074
No log	5.2787	322	1.0175	0.3902	1.0175	1.0087
No log	5.3115	324	0.9997	0.3675	0.9997	0.9999
No log	5.3443	326	0.9436	0.2991	0.9436	0.9714
No log	5.3770	328	0.9804	0.4224	0.9804	0.9901
No log	5.4098	330	1.0517	0.3584	1.0517	1.0255
No log	5.4426	332	1.0680	0.2772	1.0680	1.0335
No log	5.4754	334	0.9775	0.4126	0.9775	0.9887
No log	5.5082	336	0.9433	0.3458	0.9433	0.9712
No log	5.5410	338	0.9550	0.4331	0.9550	0.9773
No log	5.5738	340	0.9358	0.3650	0.9358	0.9674
No log	5.6066	342	0.9429	0.3565	0.9429	0.9711
No log	5.6393	344	0.9529	0.3196	0.9529	0.9762
No log	5.6721	346	0.9668	0.3788	0.9668	0.9833
No log	5.7049	348	1.0290	0.3008	1.0290	1.0144
No log	5.7377	350	1.1657	0.3113	1.1657	1.0797
No log	5.7705	352	1.1843	0.3155	1.1843	1.0882
No log	5.8033	354	1.1199	0.2825	1.1199	1.0583
No log	5.8361	356	1.0417	0.3056	1.0417	1.0206
No log	5.8689	358	0.9858	0.3210	0.9858	0.9929
No log	5.9016	360	1.0119	0.3363	1.0119	1.0059
No log	5.9344	362	1.0707	0.2995	1.0707	1.0347
No log	5.9672	364	1.0983	0.2802	1.0983	1.0480
No log	6.0	366	1.0912	0.3093	1.0912	1.0446
No log	6.0328	368	1.1004	0.3721	1.1004	1.0490
No log	6.0656	370	1.0747	0.2276	1.0747	1.0367
No log	6.0984	372	1.0697	0.2145	1.0697	1.0343
No log	6.1311	374	1.0968	0.2358	1.0968	1.0473
No log	6.1639	376	1.0712	0.2402	1.0712	1.0350
No log	6.1967	378	1.0503	0.2346	1.0503	1.0248
No log	6.2295	380	1.0540	0.2100	1.0540	1.0266
No log	6.2623	382	1.0488	0.2199	1.0488	1.0241
No log	6.2951	384	1.0466	0.2761	1.0466	1.0230
No log	6.3279	386	1.0557	0.2103	1.0557	1.0275
No log	6.3607	388	1.0547	0.2743	1.0547	1.0270
No log	6.3934	390	1.0515	0.2772	1.0515	1.0254
No log	6.4262	392	1.0527	0.2557	1.0527	1.0260
No log	6.4590	394	1.0459	0.2871	1.0459	1.0227
No log	6.4918	396	1.0333	0.3317	1.0333	1.0165
No log	6.5246	398	1.0361	0.3270	1.0361	1.0179
No log	6.5574	400	1.0489	0.3609	1.0489	1.0241
No log	6.5902	402	1.0235	0.2944	1.0235	1.0117
No log	6.6230	404	1.0461	0.2372	1.0461	1.0228
No log	6.6557	406	1.0985	0.2243	1.0985	1.0481
No log	6.6885	408	1.0934	0.2768	1.0934	1.0457
No log	6.7213	410	1.0436	0.2211	1.0436	1.0216
No log	6.7541	412	1.0342	0.3418	1.0342	1.0170
No log	6.7869	414	1.0319	0.3250	1.0319	1.0158
No log	6.8197	416	1.0366	0.2629	1.0366	1.0182
No log	6.8525	418	1.0680	0.2012	1.0680	1.0334
No log	6.8852	420	1.0476	0.2388	1.0476	1.0235
No log	6.9180	422	1.0322	0.3655	1.0322	1.0160
No log	6.9508	424	1.0295	0.3345	1.0295	1.0146
No log	6.9836	426	1.0271	0.3448	1.0271	1.0135
No log	7.0164	428	1.0440	0.2791	1.0440	1.0217
No log	7.0492	430	1.0948	0.3217	1.0948	1.0463
No log	7.0820	432	1.0921	0.3721	1.0921	1.0450
No log	7.1148	434	1.0286	0.3966	1.0286	1.0142
No log	7.1475	436	1.0167	0.2871	1.0167	1.0083
No log	7.1803	438	1.0405	0.2108	1.0405	1.0200
No log	7.2131	440	1.0298	0.2344	1.0298	1.0148
No log	7.2459	442	1.0082	0.2993	1.0082	1.0041
No log	7.2787	444	1.0043	0.3383	1.0043	1.0021
No log	7.3115	446	1.0055	0.3383	1.0055	1.0028
No log	7.3443	448	1.0044	0.3142	1.0044	1.0022
No log	7.3770	450	1.0233	0.2454	1.0233	1.0116
No log	7.4098	452	1.0367	0.2263	1.0367	1.0182
No log	7.4426	454	1.0760	0.1691	1.0760	1.0373
No log	7.4754	456	1.0538	0.1863	1.0538	1.0265
No log	7.5082	458	1.0326	0.3045	1.0326	1.0162
No log	7.5410	460	1.0494	0.3735	1.0494	1.0244
No log	7.5738	462	1.0548	0.3885	1.0548	1.0271
No log	7.6066	464	1.0180	0.2640	1.0180	1.0089
No log	7.6393	466	1.0207	0.2647	1.0207	1.0103
No log	7.6721	468	1.0811	0.1935	1.0811	1.0398
No log	7.7049	470	1.0853	0.1785	1.0853	1.0418
No log	7.7377	472	1.0462	0.2296	1.0462	1.0228
No log	7.7705	474	1.0654	0.3547	1.0654	1.0322
No log	7.8033	476	1.0819	0.3326	1.0819	1.0401
No log	7.8361	478	1.0905	0.2726	1.0905	1.0443
No log	7.8689	480	1.1959	0.1264	1.1959	1.0936
No log	7.9016	482	1.2492	0.0995	1.2492	1.1177
No log	7.9344	484	1.2527	0.1347	1.2527	1.1192
No log	7.9672	486	1.1838	0.1446	1.1838	1.0880
No log	8.0	488	1.1398	0.2522	1.1398	1.0676
No log	8.0328	490	1.1464	0.2636	1.1464	1.0707
No log	8.0656	492	1.1235	0.2522	1.1235	1.0599
No log	8.0984	494	1.1472	0.1882	1.1472	1.0711
No log	8.1311	496	1.2917	0.1913	1.2917	1.1365
No log	8.1639	498	1.3104	0.2554	1.3104	1.1447
0.3194	8.1967	500	1.2234	0.1862	1.2234	1.1061
0.3194	8.2295	502	1.1241	0.1882	1.1241	1.0602
0.3194	8.2623	504	1.0798	0.2679	1.0798	1.0391
0.3194	8.2951	506	1.0790	0.2522	1.0790	1.0387
0.3194	8.3279	508	1.0774	0.2477	1.0774	1.0380
0.3194	8.3607	510	1.0785	0.2775	1.0785	1.0385
0.3194	8.3934	512	1.1541	0.2035	1.1541	1.0743
0.3194	8.4262	514	1.2110	0.2268	1.2110	1.1004
0.3194	8.4590	516	1.1651	0.1943	1.1651	1.0794
0.3194	8.4918	518	1.0824	0.2105	1.0824	1.0404
0.3194	8.5246	520	1.0639	0.2313	1.0639	1.0314
0.3194	8.5574	522	1.0661	0.3165	1.0661	1.0325
0.3194	8.5902	524	1.0670	0.3547	1.0670	1.0330
0.3194	8.6230	526	1.0620	0.2803	1.0620	1.0305
0.3194	8.6557	528	1.1227	0.3033	1.1227	1.0596
0.3194	8.6885	530	1.1639	0.2040	1.1639	1.0788
0.3194	8.7213	532	1.1134	0.2700	1.1134	1.0552
0.3194	8.7541	534	1.0525	0.2199	1.0525	1.0259
0.3194	8.7869	536	1.0456	0.2995	1.0456	1.0226
0.3194	8.8197	538	1.0441	0.2995	1.0441	1.0218
0.3194	8.8525	540	1.0379	0.2942	1.0379	1.0188
0.3194	8.8852	542	1.0952	0.2605	1.0952	1.0465
0.3194	8.9180	544	1.1409	0.3092	1.1409	1.0681
0.3194	8.9508	546	1.1408	0.3471	1.1408	1.0681
0.3194	8.9836	548	1.1027	0.3972	1.1027	1.0501
0.3194	9.0164	550	1.0635	0.2918	1.0635	1.0312
0.3194	9.0492	552	1.0717	0.2795	1.0717	1.0352
0.3194	9.0820	554	1.0596	0.2892	1.0596	1.0294
0.3194	9.1148	556	1.0625	0.2251	1.0625	1.0308
0.3194	9.1475	558	1.0640	0.2633	1.0640	1.0315
0.3194	9.1803	560	1.0606	0.1817	1.0606	1.0298
0.3194	9.2131	562	1.0657	0.2007	1.0657	1.0323
0.3194	9.2459	564	1.0801	0.1920	1.0801	1.0393
0.3194	9.2787	566	1.0631	0.2374	1.0631	1.0311
0.3194	9.3115	568	1.0466	0.3139	1.0466	1.0230
0.3194	9.3443	570	1.0280	0.2432	1.0280	1.0139
0.3194	9.3770	572	1.0500	0.2605	1.0500	1.0247
0.3194	9.4098	574	1.0856	0.3193	1.0856	1.0419
0.3194	9.4426	576	1.0871	0.3255	1.0871	1.0426
0.3194	9.4754	578	1.0391	0.3010	1.0391	1.0194
0.3194	9.5082	580	1.0299	0.2495	1.0299	1.0148
0.3194	9.5410	582	1.0462	0.2637	1.0462	1.0228
0.3194	9.5738	584	1.0413	0.2605	1.0413	1.0205
0.3194	9.6066	586	0.9985	0.2402	0.9985	0.9992
0.3194	9.6393	588	0.9899	0.2813	0.9899	0.9949
0.3194	9.6721	590	1.0009	0.2601	1.0009	1.0004
0.3194	9.7049	592	1.0099	0.2263	1.0099	1.0049
0.3194	9.7377	594	1.0413	0.2221	1.0413	1.0204
0.3194	9.7705	596	1.0512	0.2403	1.0512	1.0253
0.3194	9.8033	598	1.0355	0.2340	1.0355	1.0176
0.3194	9.8361	600	1.0390	0.2474	1.0390	1.0193
0.3194	9.8689	602	1.0351	0.2567	1.0351	1.0174
0.3194	9.9016	604	1.0339	0.2616	1.0339	1.0168
0.3194	9.9344	606	1.0614	0.2620	1.0614	1.0303
0.3194	9.9672	608	1.0870	0.2120	1.0870	1.0426
0.3194	10.0	610	1.0494	0.2620	1.0494	1.0244
0.3194	10.0328	612	1.0409	0.3590	1.0409	1.0202
0.3194	10.0656	614	1.0795	0.3543	1.0795	1.0390
0.3194	10.0984	616	1.0683	0.3517	1.0683	1.0336
0.3194	10.1311	618	1.0383	0.3230	1.0383	1.0190
0.3194	10.1639	620	1.0583	0.2964	1.0583	1.0287
0.3194	10.1967	622	1.1132	0.2687	1.1132	1.0551
0.3194	10.2295	624	1.1202	0.2984	1.1202	1.0584
0.3194	10.2623	626	1.0491	0.3363	1.0491	1.0243
0.3194	10.2951	628	1.0042	0.2897	1.0042	1.0021
0.3194	10.3279	630	1.0104	0.4048	1.0104	1.0052
0.3194	10.3607	632	1.0145	0.3468	1.0145	1.0072
0.3194	10.3934	634	1.0193	0.2793	1.0193	1.0096
0.3194	10.4262	636	1.0258	0.2242	1.0258	1.0128
0.3194	10.4590	638	1.0205	0.2242	1.0205	1.0102
0.3194	10.4918	640	1.0263	0.2417	1.0263	1.0131
0.3194	10.5246	642	1.0272	0.2618	1.0272	1.0135
0.3194	10.5574	644	1.0275	0.2521	1.0275	1.0137
0.3194	10.5902	646	1.0102	0.2747	1.0102	1.0051
0.3194	10.6230	648	1.0089	0.2747	1.0089	1.0045
0.3194	10.6557	650	1.0084	0.2794	1.0084	1.0042
0.3194	10.6885	652	1.0153	0.3180	1.0153	1.0076
0.3194	10.7213	654	1.0283	0.2550	1.0283	1.0140
0.3194	10.7541	656	1.0281	0.2242	1.0281	1.0140
0.3194	10.7869	658	1.0401	0.2145	1.0401	1.0198
0.3194	10.8197	660	1.0542	0.2364	1.0542	1.0267
0.3194	10.8525	662	1.0759	0.2618	1.0759	1.0373
0.3194	10.8852	664	1.0783	0.2669	1.0783	1.0384
0.3194	10.9180	666	1.0617	0.2618	1.0617	1.0304
0.3194	10.9508	668	1.0443	0.1951	1.0443	1.0219
0.3194	10.9836	670	1.0443	0.2007	1.0443	1.0219
0.3194	11.0164	672	1.0583	0.2555	1.0583	1.0287
0.3194	11.0492	674	1.0549	0.2315	1.0549	1.0271
0.3194	11.0820	676	1.0393	0.2492	1.0393	1.0195
0.3194	11.1148	678	1.0592	0.2621	1.0592	1.0292
0.3194	11.1475	680	1.0767	0.2972	1.0767	1.0377
0.3194	11.1803	682	1.0757	0.2689	1.0757	1.0371
0.3194	11.2131	684	1.0669	0.1767	1.0669	1.0329
0.3194	11.2459	686	1.0572	0.2380	1.0572	1.0282
0.3194	11.2787	688	1.0582	0.3066	1.0582	1.0287
0.3194	11.3115	690	1.0551	0.2341	1.0551	1.0272
0.3194	11.3443	692	1.0577	0.2380	1.0577	1.0285
0.3194	11.3770	694	1.0671	0.2380	1.0671	1.0330
0.3194	11.4098	696	1.0743	0.2579	1.0743	1.0365
0.3194	11.4426	698	1.0966	0.2588	1.0966	1.0472
0.3194	11.4754	700	1.1003	0.2588	1.1003	1.0489
0.3194	11.5082	702	1.1005	0.2495	1.1005	1.0490
0.3194	11.5410	704	1.0929	0.2633	1.0929	1.0454
0.3194	11.5738	706	1.0850	0.2897	1.0850	1.0417
0.3194	11.6066	708	1.0768	0.3250	1.0768	1.0377
0.3194	11.6393	710	1.0626	0.3134	1.0626	1.0308
0.3194	11.6721	712	1.0528	0.3134	1.0528	1.0261
0.3194	11.7049	714	1.0583	0.2115	1.0583	1.0287
0.3194	11.7377	716	1.0647	0.2115	1.0647	1.0318
0.3194	11.7705	718	1.0559	0.2115	1.0559	1.0276
0.3194	11.8033	720	1.0376	0.2528	1.0376	1.0186
0.3194	11.8361	722	1.0581	0.3560	1.0581	1.0286
0.3194	11.8689	724	1.0639	0.3560	1.0639	1.0314
0.3194	11.9016	726	1.0559	0.2923	1.0559	1.0275
0.3194	11.9344	728	1.0975	0.2353	1.0975	1.0476
0.3194	11.9672	730	1.1573	0.2716	1.1573	1.0758
0.3194	12.0	732	1.1300	0.2654	1.1300	1.0630
0.3194	12.0328	734	1.0853	0.2075	1.0853	1.0418
0.3194	12.0656	736	1.0634	0.2021	1.0634	1.0312
0.3194	12.0984	738	1.0654	0.2021	1.0654	1.0322
0.3194	12.1311	740	1.0669	0.1517	1.0669	1.0329
0.3194	12.1639	742	1.0526	0.1709	1.0526	1.0260
0.3194	12.1967	744	1.0439	0.2113	1.0439	1.0217
0.3194	12.2295	746	1.0240	0.2432	1.0240	1.0119
0.3194	12.2623	748	1.0058	0.2230	1.0058	1.0029
0.3194	12.2951	750	0.9956	0.3015	0.9956	0.9978
0.3194	12.3279	752	1.0439	0.2221	1.0439	1.0217
0.3194	12.3607	754	1.0518	0.3655	1.0518	1.0256
0.3194	12.3934	756	1.0548	0.3655	1.0548	1.0270
0.3194	12.4262	758	1.0637	0.3655	1.0637	1.0314
0.3194	12.4590	760	1.0347	0.2777	1.0347	1.0172
0.3194	12.4918	762	1.0177	0.2446	1.0177	1.0088
0.3194	12.5246	764	1.0268	0.1747	1.0268	1.0133
0.3194	12.5574	766	1.0412	0.2062	1.0412	1.0204
0.3194	12.5902	768	1.0729	0.2315	1.0729	1.0358
0.3194	12.6230	770	1.1033	0.3313	1.1033	1.0504
0.3194	12.6557	772	1.0875	0.2844	1.0875	1.0428
0.3194	12.6885	774	1.0492	0.2922	1.0492	1.0243
0.3194	12.7213	776	1.0710	0.3352	1.0710	1.0349
0.3194	12.7541	778	1.0910	0.3449	1.0910	1.0445
0.3194	12.7869	780	1.0759	0.3496	1.0759	1.0373
0.3194	12.8197	782	1.0891	0.3103	1.0891	1.0436
0.3194	12.8525	784	1.1113	0.2311	1.1113	1.0542
0.3194	12.8852	786	1.0948	0.2358	1.0948	1.0463
0.3194	12.9180	788	1.0802	0.2355	1.0802	1.0393
0.3194	12.9508	790	1.0716	0.2043	1.0716	1.0352
0.3194	12.9836	792	1.0561	0.2199	1.0561	1.0277
0.3194	13.0164	794	1.0408	0.2509	1.0408	1.0202
0.3194	13.0492	796	1.0375	0.2211	1.0375	1.0186
0.3194	13.0820	798	1.0359	0.2211	1.0359	1.0178
0.3194	13.1148	800	1.0333	0.2503	1.0333	1.0165
0.3194	13.1475	802	1.0546	0.3069	1.0546	1.0269
0.3194	13.1803	804	1.0585	0.3069	1.0585	1.0288
0.3194	13.2131	806	1.0543	0.2707	1.0543	1.0268
0.3194	13.2459	808	1.0613	0.2755	1.0613	1.0302
0.3194	13.2787	810	1.0649	0.3268	1.0649	1.0319
0.3194	13.3115	812	1.0856	0.2403	1.0856	1.0419
0.3194	13.3443	814	1.0829	0.2403	1.0829	1.0406
0.3194	13.3770	816	1.0625	0.2505	1.0625	1.0308
0.3194	13.4098	818	1.0528	0.2477	1.0528	1.0261
0.3194	13.4426	820	1.0582	0.2477	1.0582	1.0287
0.3194	13.4754	822	1.0550	0.2341	1.0550	1.0271
0.3194	13.5082	824	1.0533	0.2156	1.0533	1.0263
0.3194	13.5410	826	1.0431	0.2697	1.0431	1.0213
0.3194	13.5738	828	1.0236	0.2545	1.0236	1.0117
0.3194	13.6066	830	1.0221	0.2968	1.0221	1.0110
0.3194	13.6393	832	1.0302	0.2776	1.0302	1.0150
0.3194	13.6721	834	1.0218	0.2968	1.0218	1.0108
0.3194	13.7049	836	1.0238	0.2625	1.0238	1.0118
0.3194	13.7377	838	1.0193	0.2898	1.0193	1.0096
0.3194	13.7705	840	1.0036	0.2898	1.0036	1.0018
0.3194	13.8033	842	0.9988	0.2528	0.9988	0.9994
0.3194	13.8361	844	1.0011	0.2253	1.0011	1.0005
0.3194	13.8689	846	1.0156	0.2306	1.0156	1.0078
0.3194	13.9016	848	1.0338	0.2864	1.0338	1.0168
0.3194	13.9344	850	1.0331	0.1863	1.0331	1.0164
0.3194	13.9672	852	1.0323	0.1951	1.0323	1.0160
0.3194	14.0	854	1.0451	0.1845	1.0451	1.0223
0.3194	14.0328	856	1.0586	0.2592	1.0586	1.0289
0.3194	14.0656	858	1.0727	0.2401	1.0727	1.0357
0.3194	14.0984	860	1.0845	0.1977	1.0845	1.0414
0.3194	14.1311	862	1.1083	0.2972	1.1083	1.0528
0.3194	14.1639	864	1.1103	0.2669	1.1103	1.0537
0.3194	14.1967	866	1.0799	0.2331	1.0799	1.0392
0.3194	14.2295	868	1.0560	0.2132	1.0560	1.0276
0.3194	14.2623	870	1.0390	0.1935	1.0390	1.0193
0.3194	14.2951	872	1.0256	0.2341	1.0256	1.0127
0.3194	14.3279	874	1.0223	0.3045	1.0223	1.0111
0.3194	14.3607	876	1.0242	0.3045	1.0242	1.0120
0.3194	14.3934	878	1.0301	0.2843	1.0301	1.0149
0.3194	14.4262	880	1.0412	0.2156	1.0412	1.0204
0.3194	14.4590	882	1.0521	0.2156	1.0521	1.0257
0.3194	14.4918	884	1.0628	0.2364	1.0628	1.0309
0.3194	14.5246	886	1.0654	0.2156	1.0654	1.0322
0.3194	14.5574	888	1.0724	0.2255	1.0724	1.0355
0.3194	14.5902	890	1.0802	0.2255	1.0802	1.0393
0.3194	14.6230	892	1.0940	0.1805	1.0940	1.0460
0.3194	14.6557	894	1.1179	0.1766	1.1179	1.0573
0.3194	14.6885	896	1.1335	0.1671	1.1335	1.0647
0.3194	14.7213	898	1.1318	0.2062	1.1318	1.0639
0.3194	14.7541	900	1.1267	0.2199	1.1267	1.0615
0.3194	14.7869	902	1.1243	0.2431	1.1243	1.0603
0.3194	14.8197	904	1.1628	0.1889	1.1628	1.0784
0.3194	14.8525	906	1.1808	0.1615	1.1808	1.0866
0.3194	14.8852	908	1.1558	0.1943	1.1558	1.0751
0.3194	14.9180	910	1.1041	0.1779	1.1041	1.0508
0.3194	14.9508	912	1.0615	0.2394	1.0615	1.0303
0.3194	14.9836	914	1.0589	0.3418	1.0589	1.0291
0.3194	15.0164	916	1.0416	0.3418	1.0416	1.0206
0.3194	15.0492	918	1.0247	0.2743	1.0247	1.0123
0.3194	15.0820	920	1.0229	0.2550	1.0229	1.0114
0.3194	15.1148	922	1.0215	0.2358	1.0215	1.0107
0.3194	15.1475	924	1.0179	0.2353	1.0179	1.0089
0.3194	15.1803	926	1.0022	0.2757	1.0022	1.0011
0.3194	15.2131	928	1.0002	0.3619	1.0002	1.0001
0.3194	15.2459	930	1.0064	0.2944	1.0064	1.0032
0.3194	15.2787	932	1.0425	0.2896	1.0425	1.0210
0.3194	15.3115	934	1.0597	0.2805	1.0597	1.0294
0.3194	15.3443	936	1.0660	0.2654	1.0660	1.0325
0.3194	15.3770	938	1.0743	0.2700	1.0743	1.0365
0.3194	15.4098	940	1.0646	0.2007	1.0646	1.0318
0.3194	15.4426	942	1.0541	0.2528	1.0541	1.0267
0.3194	15.4754	944	1.0554	0.2625	1.0554	1.0273
0.3194	15.5082	946	1.0735	0.2007	1.0735	1.0361
0.3194	15.5410	948	1.1156	0.2276	1.1156	1.0562
0.3194	15.5738	950	1.1506	0.1943	1.1506	1.0727
0.3194	15.6066	952	1.1528	0.1615	1.1528	1.0737
0.3194	15.6393	954	1.1136	0.1943	1.1136	1.0552
0.3194	15.6721	956	1.0648	0.2349	1.0648	1.0319
0.3194	15.7049	958	1.0607	0.2721	1.0607	1.0299
0.3194	15.7377	960	1.0833	0.2998	1.0833	1.0408
0.3194	15.7705	962	1.0700	0.2998	1.0700	1.0344
0.3194	15.8033	964	1.0610	0.2145	1.0610	1.0300
0.3194	15.8361	966	1.1271	0.1560	1.1271	1.0616
0.3194	15.8689	968	1.2019	0.1470	1.2019	1.0963
0.3194	15.9016	970	1.1973	0.1815	1.1973	1.0942
0.3194	15.9344	972	1.1301	0.1651	1.1301	1.0631
0.3194	15.9672	974	1.0591	0.2156	1.0591	1.0291
0.3194	16.0	976	1.0457	0.2486	1.0457	1.0226
0.3194	16.0328	978	1.0480	0.3389	1.0480	1.0237
0.3194	16.0656	980	1.0477	0.3045	1.0477	1.0236
0.3194	16.0984	982	1.0417	0.2188	1.0417	1.0206
0.3194	16.1311	984	1.0322	0.2545	1.0322	1.0160
0.3194	16.1639	986	1.0333	0.2402	1.0333	1.0165
0.3194	16.1967	988	1.0244	0.2263	1.0244	1.0122
0.3194	16.2295	990	0.9980	0.2489	0.9980	0.9990
0.3194	16.2623	992	0.9877	0.2534	0.9877	0.9938
0.3194	16.2951	994	0.9890	0.2726	0.9890	0.9945
0.3194	16.3279	996	1.0218	0.3093	1.0218	1.0108
0.3194	16.3607	998	1.0409	0.2995	1.0409	1.0202
0.0713	16.3934	1000	1.0419	0.1515	1.0419	1.0207
0.0713	16.4262	1002	1.0817	0.2748	1.0817	1.0400
0.0713	16.4590	1004	1.1099	0.2549	1.1099	1.0535
0.0713	16.4918	1006	1.1141	0.3218	1.1141	1.0555
0.0713	16.5246	1008	1.0750	0.2593	1.0750	1.0368
0.0713	16.5574	1010	1.0220	0.2712	1.0220	1.0110
0.0713	16.5902	1012	1.0305	0.3169	1.0305	1.0151
0.0713	16.6230	1014	1.0772	0.3844	1.0772	1.0379
0.0713	16.6557	1016	1.0791	0.3844	1.0791	1.0388
0.0713	16.6885	1018	1.0365	0.3489	1.0365	1.0181
0.0713	16.7213	1020	1.0130	0.2447	1.0130	1.0065
0.0713	16.7541	1022	1.0201	0.2364	1.0201	1.0100
0.0713	16.7869	1024	1.0468	0.2618	1.0468	1.0231
0.0713	16.8197	1026	1.0538	0.2700	1.0538	1.0266
0.0713	16.8525	1028	1.0452	0.2315	1.0452	1.0223
0.0713	16.8852	1030	1.0517	0.2263	1.0517	1.0255
0.0713	16.9180	1032	1.0594	0.2156	1.0594	1.0293
0.0713	16.9508	1034	1.0690	0.2355	1.0690	1.0339
0.0713	16.9836	1036	1.0886	0.2062	1.0886	1.0434
0.0713	17.0164	1038	1.1021	0.1967	1.1021	1.0498
0.0713	17.0492	1040	1.0973	0.2694	1.0973	1.0475
0.0713	17.0820	1042	1.1003	0.2694	1.1003	1.0489
0.0713	17.1148	1044	1.0997	0.1912	1.0997	1.0486
0.0713	17.1475	1046	1.1149	0.1919	1.1149	1.0559
0.0713	17.1803	1048	1.1237	0.1634	1.1237	1.0600
0.0713	17.2131	1050	1.0994	0.1634	1.0994	1.0485
0.0713	17.2459	1052	1.0720	0.2306	1.0720	1.0354
0.0713	17.2787	1054	1.0673	0.2306	1.0673	1.0331
0.0713	17.3115	1056	1.0851	0.2026	1.0851	1.0417
0.0713	17.3443	1058	1.1309	0.2685	1.1309	1.0634
0.0713	17.3770	1060	1.1573	0.1950	1.1573	1.0758
0.0713	17.4098	1062	1.1180	0.2685	1.1180	1.0574
0.0713	17.4426	1064	1.0461	0.2210	1.0461	1.0228
0.0713	17.4754	1066	1.0271	0.3094	1.0271	1.0135
0.0713	17.5082	1068	1.0240	0.3094	1.0240	1.0119
0.0713	17.5410	1070	1.0224	0.3094	1.0224	1.0111
0.0713	17.5738	1072	1.0242	0.2211	1.0242	1.0120
0.0713	17.6066	1074	1.0206	0.2211	1.0206	1.0103
0.0713	17.6393	1076	1.0178	0.2211	1.0178	1.0088
0.0713	17.6721	1078	1.0139	0.2211	1.0139	1.0069
0.0713	17.7049	1080	1.0152	0.2211	1.0152	1.0076
0.0713	17.7377	1082	1.0193	0.2211	1.0193	1.0096
0.0713	17.7705	1084	1.0296	0.2364	1.0296	1.0147
0.0713	17.8033	1086	1.0413	0.2651	1.0413	1.0204
0.0713	17.8361	1088	1.0610	0.2311	1.0610	1.0300
0.0713	17.8689	1090	1.0570	0.2075	1.0570	1.0281
0.0713	17.9016	1092	1.0475	0.1671	1.0475	1.0235
0.0713	17.9344	1094	1.0440	0.2793	1.0440	1.0218
0.0713	17.9672	1096	1.0403	0.2743	1.0403	1.0199
0.0713	18.0	1098	1.0415	0.2743	1.0415	1.0206
0.0713	18.0328	1100	1.0468	0.2893	1.0468	1.0231
0.0713	18.0656	1102	1.0449	0.2793	1.0449	1.0222
0.0713	18.0984	1104	1.0473	0.2358	1.0473	1.0234
0.0713	18.1311	1106	1.0372	0.2651	1.0372	1.0184
0.0713	18.1639	1108	1.0300	0.2651	1.0300	1.0149
0.0713	18.1967	1110	1.0096	0.2168	1.0096	1.0048
0.0713	18.2295	1112	0.9963	0.2499	0.9963	0.9982
0.0713	18.2623	1114	0.9879	0.2349	0.9879	0.9940
0.0713	18.2951	1116	0.9861	0.2743	0.9861	0.9930
0.0713	18.3279	1118	0.9856	0.2296	0.9856	0.9928
0.0713	18.3607	1120	0.9925	0.2447	0.9925	0.9963
0.0713	18.3934	1122	1.0023	0.2349	1.0023	1.0012
0.0713	18.4262	1124	1.0219	0.2168	1.0219	1.0109
0.0713	18.4590	1126	1.0591	0.2700	1.0591	1.0291
0.0713	18.4918	1128	1.0914	0.3008	1.0914	1.0447
0.0713	18.5246	1130	1.0786	0.3330	1.0786	1.0386
0.0713	18.5574	1132	1.0465	0.2469	1.0465	1.0230
0.0713	18.5902	1134	1.0313	0.1863	1.0313	1.0155
0.0713	18.6230	1136	1.0202	0.2199	1.0202	1.0100
0.0713	18.6557	1138	1.0232	0.2761	1.0232	1.0116
0.0713	18.6885	1140	1.0178	0.2300	1.0178	1.0088
0.0713	18.7213	1142	1.0165	0.2310	1.0165	1.0082
0.0713	18.7541	1144	1.0268	0.2319	1.0268	1.0133
0.0713	18.7869	1146	1.0382	0.3010	1.0382	1.0189
0.0713	18.8197	1148	1.0236	0.3010	1.0236	1.0117
0.0713	18.8525	1150	1.0083	0.2454	1.0083	1.0042
0.0713	18.8852	1152	1.0119	0.2707	1.0119	1.0059
0.0713	18.9180	1154	1.0271	0.2802	1.0271	1.0135
0.0713	18.9508	1156	1.0221	0.2432	1.0221	1.0110
0.0713	18.9836	1158	1.0425	0.2892	1.0425	1.0210
0.0713	19.0164	1160	1.1048	0.2702	1.1048	1.0511
0.0713	19.0492	1162	1.1445	0.2191	1.1445	1.0698
0.0713	19.0820	1164	1.1231	0.2374	1.1231	1.0597
0.0713	19.1148	1166	1.0821	0.2654	1.0821	1.0402
0.0713	19.1475	1168	1.0533	0.2319	1.0533	1.0263
0.0713	19.1803	1170	1.0442	0.2113	1.0442	1.0219
0.0713	19.2131	1172	1.0383	0.2614	1.0383	1.0190
0.0713	19.2459	1174	1.0433	0.2263	1.0433	1.0214
0.0713	19.2787	1176	1.0431	0.2358	1.0431	1.0213
0.0713	19.3115	1178	1.0381	0.2115	1.0381	1.0189
0.0713	19.3443	1180	1.0451	0.2315	1.0451	1.0223
0.0713	19.3770	1182	1.0450	0.2168	1.0450	1.0223
0.0713	19.4098	1184	1.0375	0.2057	1.0375	1.0186
0.0713	19.4426	1186	1.0341	0.2864	1.0341	1.0169
0.0713	19.4754	1188	1.0386	0.2401	1.0386	1.0191
0.0713	19.5082	1190	1.0349	0.2401	1.0349	1.0173
0.0713	19.5410	1192	1.0293	0.2939	1.0293	1.0146
0.0713	19.5738	1194	1.0202	0.2835	1.0202	1.0101
0.0713	19.6066	1196	1.0113	0.2416	1.0113	1.0057
0.0713	19.6393	1198	1.0085	0.3066	1.0085	1.0042
0.0713	19.6721	1200	1.0207	0.3014	1.0207	1.0103
0.0713	19.7049	1202	1.0454	0.2461	1.0454	1.0224
0.0713	19.7377	1204	1.0719	0.2461	1.0719	1.0353
0.0713	19.7705	1206	1.0675	0.1616	1.0675	1.0332
0.0713	19.8033	1208	1.0569	0.1713	1.0569	1.0280
0.0713	19.8361	1210	1.0306	0.2864	1.0306	1.0152
0.0713	19.8689	1212	1.0246	0.2761	1.0246	1.0122
0.0713	19.9016	1214	1.0184	0.2658	1.0184	1.0092
0.0713	19.9344	1216	1.0096	0.3020	1.0096	1.0048
0.0713	19.9672	1218	1.0037	0.3174	1.0037	1.0019
0.0713	20.0	1220	1.0049	0.2526	1.0049	1.0025
0.0713	20.0328	1222	1.0301	0.2521	1.0301	1.0149
0.0713	20.0656	1224	1.0590	0.2654	1.0590	1.0291
0.0713	20.0984	1226	1.0737	0.2560	1.0737	1.0362
0.0713	20.1311	1228	1.0748	0.2560	1.0748	1.0367
0.0713	20.1639	1230	1.0496	0.2654	1.0496	1.0245
0.0713	20.1967	1232	1.0154	0.2016	1.0154	1.0077
0.0713	20.2295	1234	1.0052	0.3142	1.0052	1.0026
0.0713	20.2623	1236	1.0187	0.2995	1.0187	1.0093
0.0713	20.2951	1238	1.0247	0.3418	1.0247	1.0123
0.0713	20.3279	1240	1.0276	0.2545	1.0276	1.0137
0.0713	20.3607	1242	1.0452	0.2157	1.0452	1.0223
0.0713	20.3934	1244	1.0833	0.2605	1.0833	1.0408
0.0713	20.4262	1246	1.0959	0.2511	1.0959	1.0469
0.0713	20.4590	1248	1.0907	0.2276	1.0907	1.0444
0.0713	20.4918	1250	1.0945	0.2511	1.0945	1.0462
0.0713	20.5246	1252	1.0852	0.2605	1.0852	1.0417
0.0713	20.5574	1254	1.0951	0.2276	1.0951	1.0465
0.0713	20.5902	1256	1.0822	0.1517	1.0822	1.0403
0.0713	20.6230	1258	1.0799	0.1457	1.0799	1.0392
0.0713	20.6557	1260	1.0826	0.1397	1.0826	1.0405
0.0713	20.6885	1262	1.0897	0.1301	1.0897	1.0439
0.0713	20.7213	1264	1.1055	0.1824	1.1055	1.0514

Framework versions

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