ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run2_AugV5_k10_task5_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: 1.0943
• Qwk: 0.1314
• Mse: 1.0943
• Rmse: 1.0461

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	0.0408	2	4.1341	-0.0033	4.1341	2.0332
No log	0.0816	4	2.4411	-0.0234	2.4411	1.5624
No log	0.1224	6	2.2879	0.0607	2.2879	1.5126
No log	0.1633	8	1.7218	-0.0612	1.7218	1.3122
No log	0.2041	10	1.2273	0.1493	1.2273	1.1079
No log	0.2449	12	1.4271	0.0634	1.4271	1.1946
No log	0.2857	14	1.6691	0.1789	1.6691	1.2919
No log	0.3265	16	1.5989	0.1337	1.5989	1.2645
No log	0.3673	18	1.1117	0.3679	1.1117	1.0544
No log	0.4082	20	1.0761	0.4042	1.0761	1.0373
No log	0.4490	22	1.2020	0.1750	1.2020	1.0964
No log	0.4898	24	1.1104	0.3720	1.1104	1.0537
No log	0.5306	26	0.9831	0.3017	0.9831	0.9915
No log	0.5714	28	1.0033	0.1837	1.0033	1.0016
No log	0.6122	30	1.2333	0.3071	1.2333	1.1105
No log	0.6531	32	1.9108	0.0755	1.9108	1.3823
No log	0.6939	34	2.4771	0.1185	2.4771	1.5739
No log	0.7347	36	1.9587	0.0879	1.9587	1.3995
No log	0.7755	38	1.3268	0.2490	1.3268	1.1519
No log	0.8163	40	1.0224	0.2347	1.0224	1.0111
No log	0.8571	42	1.0630	0.2378	1.0630	1.0310
No log	0.8980	44	1.0129	0.2463	1.0129	1.0064
No log	0.9388	46	1.0157	0.2551	1.0157	1.0078
No log	0.9796	48	1.0260	0.2509	1.0260	1.0129
No log	1.0204	50	1.0476	0.2287	1.0476	1.0235
No log	1.0612	52	1.1527	0.3006	1.1527	1.0736
No log	1.1020	54	1.1337	0.2417	1.1337	1.0648
No log	1.1429	56	1.2674	0.2731	1.2674	1.1258
No log	1.1837	58	1.3594	0.2331	1.3594	1.1659
No log	1.2245	60	1.1324	0.2803	1.1324	1.0641
No log	1.2653	62	1.1193	0.3200	1.1193	1.0580
No log	1.3061	64	1.1312	0.2005	1.1312	1.0636
No log	1.3469	66	1.1361	0.2574	1.1361	1.0659
No log	1.3878	68	1.2867	0.2789	1.2867	1.1343
No log	1.4286	70	1.3221	0.2710	1.3221	1.1498
No log	1.4694	72	1.1157	0.2087	1.1157	1.0563
No log	1.5102	74	1.1680	0.2815	1.1680	1.0807
No log	1.5510	76	1.1840	0.2516	1.1840	1.0881
No log	1.5918	78	1.1017	0.1994	1.1017	1.0496
No log	1.6327	80	1.0975	0.1893	1.0975	1.0476
No log	1.6735	82	1.2823	0.2926	1.2823	1.1324
No log	1.7143	84	1.2115	0.2926	1.2115	1.1007
No log	1.7551	86	1.0345	0.1505	1.0345	1.0171
No log	1.7959	88	1.0726	0.2792	1.0726	1.0357
No log	1.8367	90	1.0665	0.2929	1.0665	1.0327
No log	1.8776	92	1.0395	0.1505	1.0395	1.0196
No log	1.9184	94	1.2445	0.2062	1.2445	1.1156
No log	1.9592	96	1.2846	0.2187	1.2846	1.1334
No log	2.0	98	1.1317	0.2374	1.1317	1.0638
No log	2.0408	100	1.2080	0.4034	1.2080	1.0991
No log	2.0816	102	1.2139	0.3445	1.2139	1.1018
No log	2.1224	104	1.1677	0.2063	1.1677	1.0806
No log	2.1633	106	1.4082	0.1980	1.4082	1.1867
No log	2.2041	108	1.4199	0.1792	1.4199	1.1916
No log	2.2449	110	1.2006	0.1753	1.2006	1.0957
No log	2.2857	112	1.1515	0.2116	1.1515	1.0731
No log	2.3265	114	1.1671	0.2879	1.1671	1.0803
No log	2.3673	116	1.2407	0.2636	1.2407	1.1138
No log	2.4082	118	1.3211	0.2907	1.3211	1.1494
No log	2.4490	120	1.2568	0.2907	1.2568	1.1211
No log	2.4898	122	1.1161	0.2447	1.1161	1.0565
No log	2.5306	124	1.0812	0.3263	1.0812	1.0398
No log	2.5714	126	1.0618	0.2577	1.0618	1.0304
No log	2.6122	128	1.0203	0.3596	1.0203	1.0101
No log	2.6531	130	1.0202	0.4247	1.0202	1.0100
No log	2.6939	132	1.0375	0.3974	1.0375	1.0186
No log	2.7347	134	1.0249	0.3974	1.0249	1.0124
No log	2.7755	136	0.9898	0.3584	0.9898	0.9949
No log	2.8163	138	0.9973	0.3559	0.9973	0.9987
No log	2.8571	140	1.0162	0.2761	1.0162	1.0081
No log	2.8980	142	1.0624	0.3078	1.0624	1.0308
No log	2.9388	144	1.0601	0.2588	1.0601	1.0296
No log	2.9796	146	1.0660	0.3032	1.0660	1.0325
No log	3.0204	148	1.0915	0.3615	1.0915	1.0448
No log	3.0612	150	1.0682	0.3371	1.0682	1.0335
No log	3.1020	152	1.2336	0.3152	1.2336	1.1107
No log	3.1429	154	1.1843	0.3103	1.1843	1.0882
No log	3.1837	156	1.0133	0.3966	1.0133	1.0066
No log	3.2245	158	1.1896	0.2864	1.1896	1.0907
No log	3.2653	160	1.2210	0.2587	1.2210	1.1050
No log	3.3061	162	1.1454	0.2864	1.1454	1.0702
No log	3.3469	164	1.0530	0.1561	1.0530	1.0262
No log	3.3878	166	1.0647	0.2204	1.0647	1.0318
No log	3.4286	168	1.1187	0.2216	1.1187	1.0577
No log	3.4694	170	1.2217	0.3130	1.2217	1.1053
No log	3.5102	172	1.1557	0.3390	1.1557	1.0750
No log	3.5510	174	1.0569	0.3035	1.0569	1.0280
No log	3.5918	176	1.0937	0.2963	1.0937	1.0458
No log	3.6327	178	1.1021	0.2761	1.1021	1.0498
No log	3.6735	180	1.0545	0.3403	1.0545	1.0269
No log	3.7143	182	1.0820	0.2285	1.0820	1.0402
No log	3.7551	184	1.0582	0.1619	1.0582	1.0287
No log	3.7959	186	1.0675	0.2676	1.0675	1.0332
No log	3.8367	188	1.0753	0.2141	1.0753	1.0370
No log	3.8776	190	1.0522	0.2607	1.0522	1.0258
No log	3.9184	192	1.0341	0.2567	1.0341	1.0169
No log	3.9592	194	1.0076	0.2424	1.0076	1.0038
No log	4.0	196	1.0355	0.2959	1.0355	1.0176
No log	4.0408	198	1.0975	0.2918	1.0975	1.0476
No log	4.0816	200	1.2846	0.3139	1.2846	1.1334
No log	4.1224	202	1.2238	0.3641	1.2238	1.1062
No log	4.1633	204	1.0726	0.2266	1.0726	1.0357
No log	4.2041	206	1.1190	0.2245	1.1190	1.0578
No log	4.2449	208	1.0891	0.2901	1.0891	1.0436
No log	4.2857	210	1.0743	0.2607	1.0743	1.0365
No log	4.3265	212	1.0941	0.2276	1.0941	1.0460
No log	4.3673	214	1.1387	0.1761	1.1387	1.0671
No log	4.4082	216	1.1513	0.1830	1.1513	1.0730
No log	4.4490	218	1.1891	0.1761	1.1891	1.0905
No log	4.4898	220	1.2555	0.2993	1.2555	1.1205
No log	4.5306	222	1.2348	0.2125	1.2348	1.1112
No log	4.5714	224	1.1839	0.2616	1.1839	1.0881
No log	4.6122	226	1.1569	0.2521	1.1569	1.0756
No log	4.6531	228	1.1325	0.2187	1.1325	1.0642
No log	4.6939	230	1.1063	0.3169	1.1063	1.0518
No log	4.7347	232	1.1449	0.2440	1.1449	1.0700
No log	4.7755	234	1.1739	0.2121	1.1739	1.0835
No log	4.8163	236	1.0951	0.2765	1.0951	1.0465
No log	4.8571	238	1.1031	0.1761	1.1031	1.0503
No log	4.8980	240	1.2372	0.3149	1.2372	1.1123
No log	4.9388	242	1.3467	0.2631	1.3467	1.1605
No log	4.9796	244	1.2659	0.1824	1.2659	1.1251
No log	5.0204	246	1.2849	0.2195	1.2849	1.1335
No log	5.0612	248	1.2790	0.1905	1.2790	1.1309
No log	5.1020	250	1.1737	0.2152	1.1737	1.0834
No log	5.1429	252	1.1342	0.2533	1.1342	1.0650
No log	5.1837	254	1.1011	0.2128	1.1011	1.0494
No log	5.2245	256	1.0916	0.1350	1.0916	1.0448
No log	5.2653	258	1.0753	0.1783	1.0753	1.0370
No log	5.3061	260	1.1233	0.2521	1.1233	1.0598
No log	5.3469	262	1.1590	0.2151	1.1590	1.0766
No log	5.3878	264	1.0910	0.1398	1.0910	1.0445
No log	5.4286	266	1.2007	0.2988	1.2007	1.0957
No log	5.4694	268	1.4358	0.2750	1.4358	1.1982
No log	5.5102	270	1.4317	0.2750	1.4317	1.1966
No log	5.5510	272	1.2805	0.2550	1.2805	1.1316
No log	5.5918	274	1.1283	0.2179	1.1283	1.0622
No log	5.6327	276	1.0770	0.2605	1.0770	1.0378
No log	5.6735	278	1.0608	0.2539	1.0608	1.0300
No log	5.7143	280	1.0464	0.2424	1.0464	1.0229
No log	5.7551	282	1.0774	0.2148	1.0774	1.0380
No log	5.7959	284	1.1522	0.3677	1.1522	1.0734
No log	5.8367	286	1.1035	0.3341	1.1035	1.0505
No log	5.8776	288	1.0079	0.2556	1.0079	1.0040
No log	5.9184	290	1.0813	0.2986	1.0813	1.0398
No log	5.9592	292	1.1085	0.3016	1.1085	1.0529
No log	6.0	294	1.0983	0.3357	1.0983	1.0480
No log	6.0408	296	1.2686	0.3161	1.2686	1.1263
No log	6.0816	298	1.4199	0.2612	1.4199	1.1916
No log	6.1224	300	1.3849	0.2404	1.3849	1.1768
No log	6.1633	302	1.2098	0.3400	1.2098	1.0999
No log	6.2041	304	1.0891	0.2360	1.0891	1.0436
No log	6.2449	306	1.0986	0.2545	1.0986	1.0481
No log	6.2857	308	1.1088	0.2666	1.1088	1.0530
No log	6.3265	310	1.0748	0.3100	1.0748	1.0367
No log	6.3673	312	1.0481	0.2122	1.0481	1.0237
No log	6.4082	314	1.0597	0.2122	1.0597	1.0294
No log	6.4490	316	1.0959	0.2857	1.0959	1.0468
No log	6.4898	318	1.1057	0.3124	1.1057	1.0515
No log	6.5306	320	1.1071	0.3418	1.1071	1.0522
No log	6.5714	322	1.0860	0.3308	1.0860	1.0421
No log	6.6122	324	1.1604	0.2956	1.1604	1.0772
No log	6.6531	326	1.1928	0.2815	1.1928	1.0921
No log	6.6939	328	1.0991	0.2505	1.0991	1.0484
No log	6.7347	330	0.9916	0.2340	0.9916	0.9958
No log	6.7755	332	0.9773	0.1788	0.9773	0.9886
No log	6.8163	334	0.9736	0.2360	0.9736	0.9867
No log	6.8571	336	1.0077	0.3159	1.0077	1.0038
No log	6.8980	338	0.9755	0.2556	0.9755	0.9877
No log	6.9388	340	0.9783	0.2972	0.9783	0.9891
No log	6.9796	342	0.9771	0.2241	0.9771	0.9885
No log	7.0204	344	1.0032	0.2978	1.0032	1.0016
No log	7.0612	346	1.0143	0.2978	1.0143	1.0071
No log	7.1020	348	0.9669	0.2619	0.9669	0.9833
No log	7.1429	350	0.9714	0.2528	0.9714	0.9856
No log	7.1837	352	0.9935	0.2376	0.9935	0.9968
No log	7.2245	354	1.0034	0.2147	1.0034	1.0017
No log	7.2653	356	1.0756	0.2836	1.0756	1.0371
No log	7.3061	358	1.1935	0.3021	1.1935	1.0925
No log	7.3469	360	1.1738	0.3135	1.1738	1.0834
No log	7.3878	362	1.0258	0.1901	1.0258	1.0128
No log	7.4286	364	0.9774	0.2424	0.9774	0.9886
No log	7.4694	366	1.0232	0.2496	1.0232	1.0115
No log	7.5102	368	0.9850	0.2569	0.9850	0.9925
No log	7.5510	370	0.9707	0.2097	0.9707	0.9852
No log	7.5918	372	1.0648	0.3003	1.0648	1.0319
No log	7.6327	374	1.1834	0.3724	1.1834	1.0879
No log	7.6735	376	1.1080	0.3532	1.1080	1.0526
No log	7.7143	378	0.9902	0.3572	0.9902	0.9951
No log	7.7551	380	0.9865	0.3765	0.9865	0.9933
No log	7.7959	382	1.0287	0.3798	1.0287	1.0143
No log	7.8367	384	0.9906	0.3476	0.9906	0.9953
No log	7.8776	386	1.0191	0.3554	1.0191	1.0095
No log	7.9184	388	1.1298	0.3897	1.1298	1.0629
No log	7.9592	390	1.1295	0.3985	1.1295	1.0628
No log	8.0	392	1.0810	0.2886	1.0810	1.0397
No log	8.0408	394	1.0286	0.2369	1.0286	1.0142
No log	8.0816	396	1.0129	0.2192	1.0129	1.0064
No log	8.1224	398	1.0174	0.2369	1.0174	1.0087
No log	8.1633	400	1.0472	0.2983	1.0472	1.0233
No log	8.2041	402	1.0501	0.3499	1.0501	1.0247
No log	8.2449	404	0.9718	0.2959	0.9718	0.9858
No log	8.2857	406	0.9572	0.2739	0.9572	0.9783
No log	8.3265	408	0.9507	0.2693	0.9507	0.9751
No log	8.3673	410	0.9711	0.2135	0.9711	0.9854
No log	8.4082	412	0.9717	0.2043	0.9717	0.9858
No log	8.4490	414	0.9926	0.2492	0.9926	0.9963
No log	8.4898	416	1.0340	0.2919	1.0340	1.0168
No log	8.5306	418	1.0242	0.2830	1.0242	1.0120
No log	8.5714	420	1.0424	0.2616	1.0424	1.0210
No log	8.6122	422	1.0905	0.3738	1.0905	1.0443
No log	8.6531	424	1.0587	0.2655	1.0587	1.0289
No log	8.6939	426	1.0149	0.2786	1.0149	1.0074
No log	8.7347	428	1.0229	0.2786	1.0229	1.0114
No log	8.7755	430	1.0459	0.2276	1.0459	1.0227
No log	8.8163	432	1.0603	0.2769	1.0603	1.0297
No log	8.8571	434	1.0363	0.2068	1.0363	1.0180
No log	8.8980	436	1.0463	0.1978	1.0463	1.0229
No log	8.9388	438	1.0550	0.1741	1.0550	1.0271
No log	8.9796	440	1.0637	0.2532	1.0637	1.0314
No log	9.0204	442	1.0985	0.2803	1.0985	1.0481
No log	9.0612	444	1.1233	0.2374	1.1233	1.0599
No log	9.1020	446	1.1786	0.3436	1.1786	1.0856
No log	9.1429	448	1.1480	0.2488	1.1480	1.0714
No log	9.1837	450	1.1105	0.2447	1.1105	1.0538
No log	9.2245	452	1.1001	0.2263	1.1001	1.0489
No log	9.2653	454	1.0538	0.0700	1.0538	1.0266
No log	9.3061	456	1.0486	0.1818	1.0486	1.0240
No log	9.3469	458	1.0675	0.1607	1.0675	1.0332
No log	9.3878	460	1.1010	0.1717	1.1010	1.0493
No log	9.4286	462	1.1077	0.2346	1.1077	1.0525
No log	9.4694	464	1.0818	0.1167	1.0818	1.0401
No log	9.5102	466	1.0600	0.0267	1.0600	1.0295
No log	9.5510	468	1.0481	0.0854	1.0481	1.0238
No log	9.5918	470	1.0575	0.1041	1.0575	1.0283
No log	9.6327	472	1.0631	0.1041	1.0631	1.0311
No log	9.6735	474	1.0692	0.1408	1.0692	1.0340
No log	9.7143	476	1.0431	0.0854	1.0431	1.0213
No log	9.7551	478	1.0364	0.2834	1.0364	1.0180
No log	9.7959	480	1.0594	0.2689	1.0594	1.0293
No log	9.8367	482	1.0594	0.2133	1.0594	1.0293
No log	9.8776	484	1.0843	0.1519	1.0843	1.0413
No log	9.9184	486	1.0827	0.1306	1.0827	1.0406
No log	9.9592	488	1.0980	0.2448	1.0980	1.0478
No log	10.0	490	1.1175	0.1986	1.1175	1.0571
No log	10.0408	492	1.1442	0.1837	1.1442	1.0697
No log	10.0816	494	1.1762	0.2986	1.1762	1.0845
No log	10.1224	496	1.1907	0.2154	1.1907	1.0912
No log	10.1633	498	1.1955	0.0682	1.1955	1.0934
0.3084	10.2041	500	1.3264	0.1498	1.3264	1.1517
0.3084	10.2449	502	1.3444	0.1792	1.3444	1.1595
0.3084	10.2857	504	1.2393	0.1242	1.2393	1.1132
0.3084	10.3265	506	1.2373	0.2666	1.2373	1.1123
0.3084	10.3673	508	1.2363	0.2263	1.2363	1.1119
0.3084	10.4082	510	1.1757	0.2857	1.1757	1.0843
0.3084	10.4490	512	1.2244	0.2605	1.2244	1.1065
0.3084	10.4898	514	1.3234	0.1588	1.3234	1.1504
0.3084	10.5306	516	1.3396	0.1792	1.3396	1.1574
0.3084	10.5714	518	1.3053	0.1920	1.3053	1.1425
0.3084	10.6122	520	1.1440	0.3321	1.1440	1.0696
0.3084	10.6531	522	1.1662	0.3758	1.1662	1.0799
0.3084	10.6939	524	1.3584	0.2114	1.3584	1.1655
0.3084	10.7347	526	1.3899	0.1991	1.3899	1.1790
0.3084	10.7755	528	1.2561	0.2154	1.2561	1.1208
0.3084	10.8163	530	1.1256	0.3154	1.1256	1.0609
0.3084	10.8571	532	1.1494	0.2965	1.1494	1.0721
0.3084	10.8980	534	1.1742	0.3352	1.1742	1.0836
0.3084	10.9388	536	1.1499	0.3352	1.1499	1.0723
0.3084	10.9796	538	1.1135	0.2625	1.1135	1.0552
0.3084	11.0204	540	1.1234	0.2980	1.1234	1.0599
0.3084	11.0612	542	1.1399	0.3824	1.1399	1.0677
0.3084	11.1020	544	1.1486	0.3377	1.1486	1.0717
0.3084	11.1429	546	1.1586	0.3377	1.1586	1.0764
0.3084	11.1837	548	1.1330	0.3807	1.1330	1.0644
0.3084	11.2245	550	1.0961	0.4050	1.0961	1.0469
0.3084	11.2653	552	1.0581	0.4053	1.0581	1.0287
0.3084	11.3061	554	1.0243	0.3035	1.0243	1.0121
0.3084	11.3469	556	1.0146	0.3428	1.0146	1.0073
0.3084	11.3878	558	1.0166	0.3448	1.0166	1.0083
0.3084	11.4286	560	1.0221	0.3448	1.0221	1.0110
0.3084	11.4694	562	1.0237	0.3726	1.0237	1.0118
0.3084	11.5102	564	1.0360	0.3874	1.0360	1.0179
0.3084	11.5510	566	1.0746	0.2850	1.0746	1.0367
0.3084	11.5918	568	1.0789	0.2857	1.0789	1.0387
0.3084	11.6327	570	1.0150	0.3744	1.0150	1.0074
0.3084	11.6735	572	1.0110	0.2901	1.0110	1.0055
0.3084	11.7143	574	1.0889	0.2800	1.0889	1.0435
0.3084	11.7551	576	1.0931	0.3277	1.0931	1.0455
0.3084	11.7959	578	1.0868	0.3177	1.0868	1.0425
0.3084	11.8367	580	1.0433	0.3421	1.0433	1.0214
0.3084	11.8776	582	1.0374	0.3097	1.0374	1.0185
0.3084	11.9184	584	1.0673	0.2621	1.0673	1.0331
0.3084	11.9592	586	1.0721	0.2757	1.0721	1.0354
0.3084	12.0	588	1.0666	0.2183	1.0666	1.0328
0.3084	12.0408	590	1.0565	0.2521	1.0565	1.0279
0.3084	12.0816	592	1.0668	0.3172	1.0668	1.0328
0.3084	12.1224	594	1.0939	0.2674	1.0939	1.0459
0.3084	12.1633	596	1.0839	0.2031	1.0839	1.0411
0.3084	12.2041	598	1.0849	0.1909	1.0849	1.0416
0.3084	12.2449	600	1.0829	0.1864	1.0829	1.0406
0.3084	12.2857	602	1.0911	0.2214	1.0911	1.0446
0.3084	12.3265	604	1.0832	0.2214	1.0832	1.0408
0.3084	12.3673	606	1.0698	0.2214	1.0698	1.0343
0.3084	12.4082	608	1.0600	0.2340	1.0600	1.0296
0.3084	12.4490	610	1.0575	0.2340	1.0575	1.0284
0.3084	12.4898	612	1.0511	0.2340	1.0511	1.0252
0.3084	12.5306	614	1.0528	0.2140	1.0528	1.0260
0.3084	12.5714	616	1.0965	0.2145	1.0965	1.0472
0.3084	12.6122	618	1.1447	0.1599	1.1447	1.0699
0.3084	12.6531	620	1.2177	0.2017	1.2177	1.1035
0.3084	12.6939	622	1.2158	0.2349	1.2158	1.1026
0.3084	12.7347	624	1.0950	0.2549	1.0950	1.0464
0.3084	12.7755	626	1.0858	0.2179	1.0858	1.0420
0.3084	12.8163	628	1.1214	0.2154	1.1214	1.0590
0.3084	12.8571	630	1.1250	0.1734	1.1250	1.0606
0.3084	12.8980	632	1.1218	0.1629	1.1218	1.0591
0.3084	12.9388	634	1.1143	0.1629	1.1143	1.0556
0.3084	12.9796	636	1.1036	0.1734	1.1036	1.0505
0.3084	13.0204	638	1.0936	0.1629	1.0936	1.0458
0.3084	13.0612	640	1.0978	0.1979	1.0978	1.0477
0.3084	13.1020	642	1.0656	0.1629	1.0656	1.0323
0.3084	13.1429	644	1.0532	0.1629	1.0532	1.0263
0.3084	13.1837	646	1.0503	0.1979	1.0503	1.0249
0.3084	13.2245	648	1.0525	0.2312	1.0525	1.0259
0.3084	13.2653	650	1.0375	0.2097	1.0375	1.0186
0.3084	13.3061	652	1.0254	0.2347	1.0254	1.0126
0.3084	13.3469	654	1.0008	0.3095	1.0008	1.0004
0.3084	13.3878	656	0.9944	0.2911	0.9944	0.9972
0.3084	13.4286	658	1.0142	0.3041	1.0142	1.0071
0.3084	13.4694	660	1.0366	0.3340	1.0366	1.0181
0.3084	13.5102	662	1.0021	0.2639	1.0021	1.0011
0.3084	13.5510	664	0.9995	0.2416	0.9995	0.9997
0.3084	13.5918	666	1.0531	0.2128	1.0531	1.0262
0.3084	13.6327	668	1.1007	0.2746	1.1007	1.0491
0.3084	13.6735	670	1.0736	0.2336	1.0736	1.0362
0.3084	13.7143	672	1.0574	0.3291	1.0574	1.0283
0.3084	13.7551	674	1.1075	0.2626	1.1075	1.0524
0.3084	13.7959	676	1.1348	0.2755	1.1348	1.0653
0.3084	13.8367	678	1.0942	0.3216	1.0942	1.0460
0.3084	13.8776	680	1.0570	0.2879	1.0570	1.0281
0.3084	13.9184	682	1.0566	0.1810	1.0566	1.0279
0.3084	13.9592	684	1.0668	0.1810	1.0668	1.0329
0.3084	14.0	686	1.0797	0.2214	1.0797	1.0391
0.3084	14.0408	688	1.0683	0.2214	1.0683	1.0336
0.3084	14.0816	690	1.0428	0.2239	1.0428	1.0212
0.3084	14.1224	692	1.0368	0.2765	1.0368	1.0182
0.3084	14.1633	694	1.0369	0.3537	1.0369	1.0183
0.3084	14.2041	696	1.0834	0.2945	1.0834	1.0409
0.3084	14.2449	698	1.1236	0.2975	1.1236	1.0600
0.3084	14.2857	700	1.1300	0.2884	1.1300	1.0630
0.3084	14.3265	702	1.1103	0.3211	1.1103	1.0537
0.3084	14.3673	704	1.0720	0.3583	1.0720	1.0354
0.3084	14.4082	706	1.0717	0.3583	1.0717	1.0352
0.3084	14.4490	708	1.0793	0.3583	1.0793	1.0389
0.3084	14.4898	710	1.0927	0.3583	1.0927	1.0453
0.3084	14.5306	712	1.0705	0.3583	1.0705	1.0346
0.3084	14.5714	714	1.0706	0.3448	1.0706	1.0347
0.3084	14.6122	716	1.0852	0.3038	1.0852	1.0417
0.3084	14.6531	718	1.0900	0.2741	1.0900	1.0440
0.3084	14.6939	720	1.0947	0.2651	1.0947	1.0463
0.3084	14.7347	722	1.0829	0.2993	1.0829	1.0406
0.3084	14.7755	724	1.0646	0.2693	1.0646	1.0318
0.3084	14.8163	726	1.0865	0.3412	1.0865	1.0423
0.3084	14.8571	728	1.0990	0.3350	1.0990	1.0483
0.3084	14.8980	730	1.0564	0.3311	1.0564	1.0278
0.3084	14.9388	732	1.0266	0.3074	1.0266	1.0132
0.3084	14.9796	734	1.0121	0.2933	1.0121	1.0060
0.3084	15.0204	736	1.0132	0.3222	1.0132	1.0066
0.3084	15.0612	738	1.0075	0.2933	1.0075	1.0038
0.3084	15.1020	740	1.0242	0.3128	1.0242	1.0120
0.3084	15.1429	742	1.0282	0.2743	1.0282	1.0140
0.3084	15.1837	744	1.0111	0.3128	1.0111	1.0055
0.3084	15.2245	746	0.9843	0.3236	0.9843	0.9921
0.3084	15.2653	748	0.9991	0.3160	0.9991	0.9996
0.3084	15.3061	750	1.0364	0.2913	1.0364	1.0181
0.3084	15.3469	752	1.0171	0.2784	1.0171	1.0085
0.3084	15.3878	754	0.9901	0.3236	0.9901	0.9950
0.3084	15.4286	756	1.0002	0.2995	1.0002	1.0001
0.3084	15.4694	758	1.0068	0.3236	1.0068	1.0034
0.3084	15.5102	760	1.0293	0.3020	1.0293	1.0145
0.3084	15.5510	762	1.0595	0.2669	1.0595	1.0293
0.3084	15.5918	764	1.0484	0.2643	1.0484	1.0239
0.3084	15.6327	766	1.0355	0.2763	1.0355	1.0176
0.3084	15.6735	768	1.0489	0.3367	1.0489	1.0242
0.3084	15.7143	770	1.0639	0.3398	1.0639	1.0314
0.3084	15.7551	772	1.0603	0.3284	1.0603	1.0297
0.3084	15.7959	774	1.0666	0.2850	1.0666	1.0328
0.3084	15.8367	776	1.1119	0.2864	1.1119	1.0545
0.3084	15.8776	778	1.1442	0.3013	1.1442	1.0697
0.3084	15.9184	780	1.1076	0.2986	1.1076	1.0524
0.3084	15.9592	782	1.0779	0.3412	1.0779	1.0382
0.3084	16.0	784	1.1185	0.4175	1.1185	1.0576
0.3084	16.0408	786	1.1656	0.3330	1.1656	1.0796
0.3084	16.0816	788	1.1333	0.3701	1.1333	1.0646
0.3084	16.1224	790	1.0807	0.3365	1.0807	1.0396
0.3084	16.1633	792	1.0626	0.3097	1.0626	1.0308
0.3084	16.2041	794	1.0907	0.3142	1.0907	1.0444
0.3084	16.2449	796	1.1359	0.2552	1.1359	1.0658
0.3084	16.2857	798	1.1211	0.3183	1.1211	1.0588
0.3084	16.3265	800	1.0687	0.3142	1.0687	1.0338
0.3084	16.3673	802	1.0201	0.2857	1.0201	1.0100
0.3084	16.4082	804	1.0374	0.2790	1.0374	1.0185
0.3084	16.4490	806	1.0708	0.3029	1.0708	1.0348
0.3084	16.4898	808	1.0747	0.4159	1.0747	1.0367
0.3084	16.5306	810	1.0676	0.4419	1.0676	1.0333
0.3084	16.5714	812	1.0576	0.4661	1.0576	1.0284
0.3084	16.6122	814	1.0539	0.3384	1.0539	1.0266
0.3084	16.6531	816	1.0754	0.3965	1.0754	1.0370
0.3084	16.6939	818	1.1184	0.3144	1.1184	1.0575
0.3084	16.7347	820	1.1595	0.2033	1.1595	1.0768
0.3084	16.7755	822	1.1667	0.2033	1.1667	1.0801
0.3084	16.8163	824	1.1373	0.2857	1.1373	1.0664
0.3084	16.8571	826	1.0888	0.3639	1.0888	1.0434
0.3084	16.8980	828	1.0539	0.3602	1.0539	1.0266
0.3084	16.9388	830	1.0787	0.4002	1.0787	1.0386
0.3084	16.9796	832	1.1564	0.3975	1.1564	1.0754
0.3084	17.0204	834	1.1939	0.2501	1.1939	1.0927
0.3084	17.0612	836	1.1336	0.3908	1.1336	1.0647
0.3084	17.1020	838	1.0634	0.3765	1.0634	1.0312
0.3084	17.1429	840	1.0371	0.3466	1.0371	1.0184
0.3084	17.1837	842	1.0323	0.3133	1.0323	1.0160
0.3084	17.2245	844	1.0385	0.2998	1.0385	1.0191
0.3084	17.2653	846	1.0600	0.3278	1.0600	1.0296
0.3084	17.3061	848	1.0549	0.3138	1.0549	1.0271
0.3084	17.3469	850	1.0564	0.3532	1.0564	1.0278
0.3084	17.3878	852	1.0746	0.3296	1.0746	1.0366
0.3084	17.4286	854	1.0708	0.3398	1.0708	1.0348
0.3084	17.4694	856	1.0585	0.3781	1.0585	1.0288
0.3084	17.5102	858	1.0516	0.2812	1.0516	1.0255
0.3084	17.5510	860	1.0767	0.2328	1.0767	1.0376
0.3084	17.5918	862	1.0702	0.2183	1.0702	1.0345
0.3084	17.6327	864	1.0637	0.3056	1.0637	1.0313
0.3084	17.6735	866	1.1178	0.3108	1.1178	1.0573
0.3084	17.7143	868	1.1725	0.2768	1.1725	1.0828
0.3084	17.7551	870	1.2253	0.3046	1.2253	1.1069
0.3084	17.7959	872	1.2344	0.3081	1.2344	1.1110
0.3084	17.8367	874	1.2328	0.2664	1.2328	1.1103
0.3084	17.8776	876	1.2165	0.3192	1.2165	1.1030
0.3084	17.9184	878	1.1769	0.3375	1.1769	1.0849
0.3084	17.9592	880	1.1815	0.2470	1.1815	1.0870
0.3084	18.0	882	1.1913	0.2723	1.1913	1.0915
0.3084	18.0408	884	1.1904	0.2477	1.1904	1.0911
0.3084	18.0816	886	1.1581	0.1852	1.1581	1.0762
0.3084	18.1224	888	1.1287	0.1877	1.1287	1.0624
0.3084	18.1633	890	1.1245	0.2019	1.1245	1.0604
0.3084	18.2041	892	1.1446	0.1852	1.1446	1.0699
0.3084	18.2449	894	1.1788	0.2172	1.1788	1.0857
0.3084	18.2857	896	1.2028	0.2263	1.2028	1.0967
0.3084	18.3265	898	1.1708	0.2172	1.1708	1.0820
0.3084	18.3673	900	1.1235	0.1689	1.1235	1.0600
0.3084	18.4082	902	1.0971	0.2028	1.0971	1.0474
0.3084	18.4490	904	1.0979	0.1788	1.0979	1.0478
0.3084	18.4898	906	1.1040	0.1761	1.1040	1.0507
0.3084	18.5306	908	1.1248	0.1279	1.1248	1.0605
0.3084	18.5714	910	1.1299	0.1013	1.1299	1.0630
0.3084	18.6122	912	1.1127	0.0792	1.1127	1.0548
0.3084	18.6531	914	1.0816	0.1909	1.0816	1.0400
0.3084	18.6939	916	1.0750	0.2911	1.0750	1.0368
0.3084	18.7347	918	1.0726	0.2788	1.0726	1.0357
0.3084	18.7755	920	1.0812	0.2692	1.0812	1.0398
0.3084	18.8163	922	1.1006	0.2154	1.1006	1.0491
0.3084	18.8571	924	1.1009	0.2596	1.1009	1.0492
0.3084	18.8980	926	1.1057	0.2788	1.1057	1.0515
0.3084	18.9388	928	1.1155	0.2788	1.1155	1.0562
0.3084	18.9796	930	1.1145	0.2545	1.1145	1.0557
0.3084	19.0204	932	1.1339	0.1706	1.1339	1.0648
0.3084	19.0612	934	1.1686	0.1379	1.1686	1.0810
0.3084	19.1020	936	1.1530	0.1851	1.1530	1.0738
0.3084	19.1429	938	1.1473	0.1123	1.1473	1.0711
0.3084	19.1837	940	1.1582	0.2716	1.1582	1.0762
0.3084	19.2245	942	1.1795	0.1701	1.1795	1.0861
0.3084	19.2653	944	1.1759	0.2716	1.1759	1.0844
0.3084	19.3061	946	1.1710	0.2338	1.1710	1.0821
0.3084	19.3469	948	1.1726	0.1270	1.1726	1.0829
0.3084	19.3878	950	1.1614	0.2158	1.1614	1.0777
0.3084	19.4286	952	1.1403	0.3095	1.1403	1.0678
0.3084	19.4694	954	1.1261	0.2788	1.1261	1.0612
0.3084	19.5102	956	1.1106	0.2497	1.1106	1.0538
0.3084	19.5510	958	1.1055	0.2204	1.1055	1.0514
0.3084	19.5918	960	1.0937	0.2351	1.0937	1.0458
0.3084	19.6327	962	1.0884	0.2497	1.0884	1.0433
0.3084	19.6735	964	1.0850	0.3056	1.0850	1.0416
0.3084	19.7143	966	1.0862	0.2351	1.0862	1.0422
0.3084	19.7551	968	1.1013	0.2122	1.1013	1.0494
0.3084	19.7959	970	1.1214	0.3276	1.1214	1.0589
0.3084	19.8367	972	1.1173	0.3276	1.1173	1.0570
0.3084	19.8776	974	1.0786	0.2122	1.0786	1.0386
0.3084	19.9184	976	1.0484	0.2597	1.0484	1.0239
0.3084	19.9592	978	1.0516	0.2569	1.0516	1.0255
0.3084	20.0	980	1.0453	0.2569	1.0453	1.0224
0.3084	20.0408	982	1.0417	0.2456	1.0417	1.0206
0.3084	20.0816	984	1.0568	0.2670	1.0568	1.0280
0.3084	20.1224	986	1.0978	0.2699	1.0978	1.0478
0.3084	20.1633	988	1.1280	0.2228	1.1280	1.0621
0.3084	20.2041	990	1.1406	0.1755	1.1406	1.0680
0.3084	20.2449	992	1.1450	0.1755	1.1450	1.0700
0.3084	20.2857	994	1.1119	0.1662	1.1119	1.0545
0.3084	20.3265	996	1.0951	0.1734	1.0951	1.0465
0.3084	20.3673	998	1.0794	0.1640	1.0794	1.0389
0.0613	20.4082	1000	1.0840	0.2103	1.0840	1.0412
0.0613	20.4490	1002	1.0873	0.2103	1.0873	1.0427
0.0613	20.4898	1004	1.0773	0.2456	1.0773	1.0379
0.0613	20.5306	1006	1.0941	0.2031	1.0941	1.0460
0.0613	20.5714	1008	1.1124	0.2072	1.1124	1.0547
0.0613	20.6122	1010	1.1244	0.2393	1.1244	1.0604
0.0613	20.6531	1012	1.1136	0.1662	1.1136	1.0553
0.0613	20.6939	1014	1.1005	0.1834	1.1005	1.0490
0.0613	20.7347	1016	1.0945	0.1834	1.0945	1.0462
0.0613	20.7755	1018	1.0894	0.1425	1.0894	1.0437
0.0613	20.8163	1020	1.0943	0.1314	1.0943	1.0461

Framework versions

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