ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run2_AugV5_k10_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: 1.0399
• Qwk: 0.2747
• Mse: 1.0399
• Rmse: 1.0198

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	0.0541	2	4.6833	-0.0020	4.6833	2.1641
No log	0.1081	4	2.8338	-0.0098	2.8338	1.6834
No log	0.1622	6	1.9610	0.0198	1.9610	1.4004
No log	0.2162	8	1.6263	0.0062	1.6263	1.2753
No log	0.2703	10	1.4476	0.0363	1.4476	1.2032
No log	0.3243	12	1.4575	-0.0308	1.4575	1.2073
No log	0.3784	14	1.6678	0.0	1.6678	1.2914
No log	0.4324	16	1.5774	0.0084	1.5774	1.2560
No log	0.4865	18	1.3137	0.1314	1.3137	1.1462
No log	0.5405	20	1.2957	0.0600	1.2957	1.1383
No log	0.5946	22	1.3412	0.1076	1.3412	1.1581
No log	0.6486	24	1.7805	0.1028	1.7805	1.3343
No log	0.7027	26	1.8180	0.1028	1.8180	1.3483
No log	0.7568	28	1.5226	0.0575	1.5226	1.2339
No log	0.8108	30	1.3011	0.0776	1.3011	1.1407
No log	0.8649	32	1.2660	0.1542	1.2660	1.1252
No log	0.9189	34	1.7206	-0.0951	1.7206	1.3117
No log	0.9730	36	1.9670	-0.1740	1.9670	1.4025
No log	1.0270	38	2.4908	-0.1174	2.4908	1.5782
No log	1.0811	40	2.2536	-0.0032	2.2536	1.5012
No log	1.1351	42	1.6732	-0.0686	1.6732	1.2935
No log	1.1892	44	1.3847	0.1438	1.3847	1.1767
No log	1.2432	46	1.4063	0.1196	1.4063	1.1859
No log	1.2973	48	1.4880	0.0688	1.4880	1.2198
No log	1.3514	50	1.4269	0.1138	1.4269	1.1945
No log	1.4054	52	1.5908	0.0099	1.5908	1.2613
No log	1.4595	54	1.8399	0.0162	1.8399	1.3564
No log	1.5135	56	1.7569	0.0755	1.7569	1.3255
No log	1.5676	58	1.4328	-0.0078	1.4328	1.1970
No log	1.6216	60	1.4526	0.0145	1.4526	1.2052
No log	1.6757	62	1.3441	0.0766	1.3441	1.1594
No log	1.7297	64	1.2624	0.2202	1.2624	1.1235
No log	1.7838	66	1.3942	0.1796	1.3942	1.1808
No log	1.8378	68	1.6551	0.1174	1.6551	1.2865
No log	1.8919	70	1.6658	0.1068	1.6658	1.2907
No log	1.9459	72	1.6470	0.1068	1.6470	1.2834
No log	2.0	74	1.5004	0.0942	1.5004	1.2249
No log	2.0541	76	1.3291	0.2062	1.3291	1.1529
No log	2.1081	78	1.1570	0.2961	1.1570	1.0756
No log	2.1622	80	1.1750	0.2467	1.1750	1.0840
No log	2.2162	82	1.3851	0.2108	1.3851	1.1769
No log	2.2703	84	1.7689	0.1731	1.7689	1.3300
No log	2.3243	86	1.6993	0.1202	1.6993	1.3036
No log	2.3784	88	1.6373	0.1000	1.6373	1.2796
No log	2.4324	90	1.2846	0.2203	1.2846	1.1334
No log	2.4865	92	1.1091	0.3467	1.1091	1.0531
No log	2.5405	94	1.0651	0.3113	1.0651	1.0320
No log	2.5946	96	1.0453	0.3627	1.0453	1.0224
No log	2.6486	98	1.0885	0.3418	1.0885	1.0433
No log	2.7027	100	1.1318	0.2796	1.1318	1.0639
No log	2.7568	102	1.1132	0.2891	1.1132	1.0551
No log	2.8108	104	1.1057	0.3056	1.1057	1.0515
No log	2.8649	106	1.3329	0.2117	1.3329	1.1545
No log	2.9189	108	1.6486	0.2257	1.6486	1.2840
No log	2.9730	110	2.3296	0.1191	2.3296	1.5263
No log	3.0270	112	2.5971	0.1178	2.5971	1.6115
No log	3.0811	114	2.4035	0.1111	2.4035	1.5503
No log	3.1351	116	1.8005	0.2345	1.8005	1.3418
No log	3.1892	118	1.3704	0.2411	1.3704	1.1706
No log	3.2432	120	1.4455	0.2120	1.4455	1.2023
No log	3.2973	122	1.5780	0.2302	1.5780	1.2562
No log	3.3514	124	1.4282	0.3516	1.4282	1.1951
No log	3.4054	126	1.2269	0.3569	1.2269	1.1077
No log	3.4595	128	1.1410	0.3505	1.1410	1.0682
No log	3.5135	130	1.1256	0.3199	1.1256	1.0610
No log	3.5676	132	1.1831	0.3709	1.1831	1.0877
No log	3.6216	134	1.3213	0.3594	1.3213	1.1495
No log	3.6757	136	1.5389	0.2661	1.5389	1.2405
No log	3.7297	138	1.6559	0.1724	1.6559	1.2868
No log	3.7838	140	1.4945	0.2953	1.4945	1.2225
No log	3.8378	142	1.4413	0.3293	1.4413	1.2006
No log	3.8919	144	1.4093	0.3871	1.4093	1.1871
No log	3.9459	146	1.4815	0.2323	1.4815	1.2171
No log	4.0	148	2.3639	0.1711	2.3639	1.5375
No log	4.0541	150	2.8741	0.1346	2.8741	1.6953
No log	4.1081	152	2.3856	0.0947	2.3856	1.5445
No log	4.1622	154	1.5389	0.1807	1.5389	1.2405
No log	4.2162	156	1.1135	0.3433	1.1135	1.0552
No log	4.2703	158	1.1384	0.2145	1.1384	1.0669
No log	4.3243	160	1.0822	0.2877	1.0822	1.0403
No log	4.3784	162	1.0642	0.2712	1.0642	1.0316
No log	4.4324	164	1.4224	0.2250	1.4224	1.1927
No log	4.4865	166	1.7683	0.2048	1.7683	1.3298
No log	4.5405	168	1.7250	0.2048	1.7250	1.3134
No log	4.5946	170	1.3952	0.2337	1.3952	1.1812
No log	4.6486	172	1.1254	0.2942	1.1254	1.0609
No log	4.7027	174	1.0776	0.2438	1.0776	1.0381
No log	4.7568	176	1.1164	0.2947	1.1164	1.0566
No log	4.8108	178	1.2416	0.3431	1.2416	1.1143
No log	4.8649	180	1.2346	0.3254	1.2346	1.1111
No log	4.9189	182	1.1218	0.3636	1.1218	1.0591
No log	4.9730	184	1.0582	0.4668	1.0582	1.0287
No log	5.0270	186	1.0708	0.3897	1.0708	1.0348
No log	5.0811	188	1.1589	0.3232	1.1589	1.0765
No log	5.1351	190	1.2259	0.3029	1.2259	1.1072
No log	5.1892	192	1.1312	0.2284	1.1312	1.0636
No log	5.2432	194	1.0929	0.2561	1.0929	1.0454
No log	5.2973	196	1.1246	0.3162	1.1246	1.0605
No log	5.3514	198	1.2822	0.2943	1.2822	1.1324
No log	5.4054	200	1.3931	0.3220	1.3931	1.1803
No log	5.4595	202	1.2902	0.2418	1.2902	1.1359
No log	5.5135	204	1.2107	0.2620	1.2107	1.1003
No log	5.5676	206	1.2193	0.2537	1.2193	1.1042
No log	5.6216	208	1.2403	0.1837	1.2403	1.1137
No log	5.6757	210	1.3714	0.3160	1.3714	1.1711
No log	5.7297	212	1.4010	0.3140	1.4010	1.1836
No log	5.7838	214	1.3662	0.3140	1.3662	1.1688
No log	5.8378	216	1.1923	0.2261	1.1923	1.0919
No log	5.8919	218	1.1181	0.1302	1.1181	1.0574
No log	5.9459	220	1.1048	0.1302	1.1048	1.0511
No log	6.0	222	1.1027	0.2728	1.1027	1.0501
No log	6.0541	224	1.0931	0.1531	1.0931	1.0455
No log	6.1081	226	1.1031	0.2188	1.1031	1.0503
No log	6.1622	228	1.1806	0.2896	1.1806	1.0866
No log	6.2162	230	1.2703	0.3075	1.2703	1.1271
No log	6.2703	232	1.1835	0.3330	1.1835	1.0879
No log	6.3243	234	1.0876	0.3056	1.0876	1.0429
No log	6.3784	236	1.0690	0.2618	1.0690	1.0339
No log	6.4324	238	1.0825	0.3013	1.0825	1.0404
No log	6.4865	240	1.1106	0.3097	1.1106	1.0538
No log	6.5405	242	1.2325	0.3095	1.2325	1.1102
No log	6.5946	244	1.2752	0.2788	1.2752	1.1293
No log	6.6486	246	1.1628	0.2805	1.1628	1.0783
No log	6.7027	248	1.1206	0.2236	1.1206	1.0586
No log	6.7568	250	1.1384	0.2424	1.1384	1.0670
No log	6.8108	252	1.1521	0.2159	1.1521	1.0733
No log	6.8649	254	1.1324	0.2009	1.1324	1.0641
No log	6.9189	256	1.1215	0.1356	1.1215	1.0590
No log	6.9730	258	1.1345	0.1356	1.1345	1.0651
No log	7.0270	260	1.1677	0.2148	1.1677	1.0806
No log	7.0811	262	1.2639	0.1988	1.2639	1.1242
No log	7.1351	264	1.2707	0.1891	1.2707	1.1272
No log	7.1892	266	1.1850	0.3123	1.1850	1.0886
No log	7.2432	268	1.1836	0.2268	1.1836	1.0880
No log	7.2973	270	1.1907	0.3131	1.1907	1.0912
No log	7.3514	272	1.1479	0.2417	1.1479	1.0714
No log	7.4054	274	1.1451	0.1355	1.1451	1.0701
No log	7.4595	276	1.1680	0.2759	1.1680	1.0808
No log	7.5135	278	1.2643	0.2170	1.2643	1.1244
No log	7.5676	280	1.2994	0.1814	1.2994	1.1399
No log	7.6216	282	1.3319	0.1915	1.3319	1.1541
No log	7.6757	284	1.2324	0.2170	1.2324	1.1101
No log	7.7297	286	1.1537	0.3167	1.1537	1.0741
No log	7.7838	288	1.1433	0.3473	1.1433	1.0693
No log	7.8378	290	1.1516	0.2989	1.1516	1.0731
No log	7.8919	292	1.2772	0.1785	1.2773	1.1302
No log	7.9459	294	1.3933	0.2437	1.3933	1.1804
No log	8.0	296	1.3825	0.2343	1.3825	1.1758
No log	8.0541	298	1.2720	0.2540	1.2720	1.1278
No log	8.1081	300	1.1993	0.2975	1.1993	1.0951
No log	8.1622	302	1.2010	0.2975	1.2010	1.0959
No log	8.2162	304	1.2524	0.1887	1.2524	1.1191
No log	8.2703	306	1.4860	0.2014	1.4860	1.2190
No log	8.3243	308	1.6148	0.1924	1.6148	1.2707
No log	8.3784	310	1.4545	0.2272	1.4545	1.2060
No log	8.4324	312	1.2368	0.1996	1.2368	1.1121
No log	8.4865	314	1.1614	0.2199	1.1614	1.0777
No log	8.5405	316	1.1570	0.1695	1.1570	1.0756
No log	8.5946	318	1.1484	0.1989	1.1484	1.0716
No log	8.6486	320	1.1578	0.2340	1.1578	1.0760
No log	8.7027	322	1.1807	0.3059	1.1807	1.0866
No log	8.7568	324	1.2224	0.3008	1.2224	1.1056
No log	8.8108	326	1.1813	0.3121	1.1813	1.0869
No log	8.8649	328	1.0687	0.3289	1.0687	1.0338
No log	8.9189	330	1.0304	0.3399	1.0304	1.0151
No log	8.9730	332	1.0374	0.3463	1.0374	1.0185
No log	9.0270	334	1.1781	0.3226	1.1781	1.0854
No log	9.0811	336	1.2858	0.3562	1.2858	1.1339
No log	9.1351	338	1.2002	0.3249	1.2002	1.0955
No log	9.1892	340	1.0516	0.3567	1.0516	1.0255
No log	9.2432	342	1.0330	0.4055	1.0330	1.0164
No log	9.2973	344	1.0584	0.3367	1.0584	1.0288
No log	9.3514	346	1.0488	0.3712	1.0488	1.0241
No log	9.4054	348	1.0707	0.3171	1.0707	1.0347
No log	9.4595	350	1.1726	0.3010	1.1726	1.0829
No log	9.5135	352	1.2587	0.2417	1.2587	1.1219
No log	9.5676	354	1.2433	0.2716	1.2433	1.1150
No log	9.6216	356	1.1539	0.2922	1.1539	1.0742
No log	9.6757	358	1.1461	0.3219	1.1461	1.0706
No log	9.7297	360	1.1848	0.2159	1.1848	1.0885
No log	9.7838	362	1.3272	0.2048	1.3272	1.1520
No log	9.8378	364	1.3852	0.2392	1.3852	1.1769
No log	9.8919	366	1.2624	0.2744	1.2624	1.1236
No log	9.9459	368	1.2144	0.3121	1.2144	1.1020
No log	10.0	370	1.1341	0.2588	1.1341	1.0649
No log	10.0541	372	1.0999	0.2489	1.0999	1.0488
No log	10.1081	374	1.1132	0.3010	1.1132	1.0551
No log	10.1622	376	1.2074	0.3430	1.2074	1.0988
No log	10.2162	378	1.2739	0.3005	1.2739	1.1287
No log	10.2703	380	1.1765	0.3430	1.1765	1.0847
No log	10.3243	382	1.0355	0.3636	1.0355	1.0176
No log	10.3784	384	0.9845	0.3612	0.9845	0.9922
No log	10.4324	386	0.9754	0.3902	0.9754	0.9876
No log	10.4865	388	0.9733	0.3842	0.9733	0.9865
No log	10.5405	390	1.0115	0.3636	1.0115	1.0057
No log	10.5946	392	1.1490	0.3144	1.1490	1.0719
No log	10.6486	394	1.2454	0.3202	1.2454	1.1160
No log	10.7027	396	1.1654	0.3494	1.1654	1.0795
No log	10.7568	398	1.0290	0.3773	1.0290	1.0144
No log	10.8108	400	1.0190	0.2528	1.0190	1.0094
No log	10.8649	402	1.0412	0.3335	1.0412	1.0204
No log	10.9189	404	1.0266	0.2970	1.0266	1.0132
No log	10.9730	406	1.0070	0.3085	1.0070	1.0035
No log	11.0270	408	1.0396	0.3104	1.0396	1.0196
No log	11.0811	410	1.1097	0.3549	1.1097	1.0534
No log	11.1351	412	1.0985	0.3642	1.0985	1.0481
No log	11.1892	414	1.0283	0.3104	1.0283	1.0141
No log	11.2432	416	0.9738	0.4064	0.9738	0.9868
No log	11.2973	418	0.9822	0.4273	0.9822	0.9911
No log	11.3514	420	0.9747	0.4273	0.9747	0.9873
No log	11.4054	422	0.9614	0.4064	0.9614	0.9805
No log	11.4595	424	1.0072	0.3625	1.0072	1.0036
No log	11.5135	426	1.0300	0.3759	1.0300	1.0149
No log	11.5676	428	1.0072	0.3262	1.0072	1.0036
No log	11.6216	430	1.0087	0.3262	1.0087	1.0043
No log	11.6757	432	0.9872	0.3268	0.9872	0.9936
No log	11.7297	434	0.9821	0.3107	0.9821	0.9910
No log	11.7838	436	0.9930	0.2966	0.9930	0.9965
No log	11.8378	438	1.0408	0.2700	1.0408	1.0202
No log	11.8919	440	1.0650	0.3173	1.0650	1.0320
No log	11.9459	442	1.0651	0.3173	1.0651	1.0320
No log	12.0	444	1.0581	0.2605	1.0581	1.0286
No log	12.0541	446	1.0857	0.2986	1.0857	1.0420
No log	12.1081	448	1.1357	0.2864	1.1357	1.0657
No log	12.1622	450	1.1404	0.2864	1.1404	1.0679
No log	12.2162	452	1.1026	0.2222	1.1026	1.0500
No log	12.2703	454	1.0611	0.2168	1.0611	1.0301
No log	12.3243	456	1.0427	0.3476	1.0427	1.0211
No log	12.3784	458	1.0208	0.3390	1.0208	1.0104
No log	12.4324	460	0.9959	0.3418	0.9959	0.9979
No log	12.4865	462	0.9965	0.3418	0.9965	0.9982
No log	12.5405	464	0.9968	0.3319	0.9968	0.9984
No log	12.5946	466	1.0267	0.3294	1.0267	1.0133
No log	12.6486	468	1.1235	0.3400	1.1235	1.0600
No log	12.7027	470	1.1802	0.2982	1.1802	1.0864
No log	12.7568	472	1.1770	0.3049	1.1770	1.0849
No log	12.8108	474	1.0895	0.3452	1.0895	1.0438
No log	12.8649	476	1.0578	0.4175	1.0578	1.0285
No log	12.9189	478	1.0520	0.3418	1.0520	1.0257
No log	12.9730	480	1.0487	0.3059	1.0487	1.0241
No log	13.0270	482	1.0518	0.3355	1.0518	1.0256
No log	13.0811	484	1.0396	0.2989	1.0396	1.0196
No log	13.1351	486	1.0362	0.3062	1.0362	1.0180
No log	13.1892	488	1.0556	0.3205	1.0556	1.0274
No log	13.2432	490	1.0642	0.3014	1.0642	1.0316
No log	13.2973	492	1.1258	0.3121	1.1258	1.0611
No log	13.3514	494	1.2182	0.2411	1.2182	1.1037
No log	13.4054	496	1.1997	0.2473	1.1997	1.0953
No log	13.4595	498	1.1339	0.2622	1.1339	1.0648
0.3647	13.5135	500	1.1023	0.2263	1.1023	1.0499
0.3647	13.5676	502	1.0844	0.2062	1.0844	1.0413
0.3647	13.6216	504	1.0630	0.2157	1.0630	1.0310
0.3647	13.6757	506	1.0556	0.2544	1.0556	1.0274
0.3647	13.7297	508	1.0449	0.2544	1.0449	1.0222
0.3647	13.7838	510	1.0380	0.2544	1.0380	1.0188
0.3647	13.8378	512	1.0090	0.2495	1.0090	1.0045
0.3647	13.8919	514	0.9977	0.3174	0.9977	0.9988
0.3647	13.9459	516	0.9977	0.2505	0.9977	0.9989
0.3647	14.0	518	1.0120	0.2824	1.0120	1.0060
0.3647	14.0541	520	1.0469	0.3686	1.0469	1.0232
0.3647	14.1081	522	1.1077	0.3262	1.1077	1.0525
0.3647	14.1622	524	1.2366	0.3274	1.2366	1.1120
0.3647	14.2162	526	1.2103	0.3168	1.2103	1.1001
0.3647	14.2703	528	1.1011	0.3357	1.1011	1.0493
0.3647	14.3243	530	1.0209	0.2637	1.0209	1.0104
0.3647	14.3784	532	1.0263	0.2417	1.0263	1.0131
0.3647	14.4324	534	1.0379	0.3019	1.0379	1.0188
0.3647	14.4865	536	1.0361	0.2850	1.0361	1.0179
0.3647	14.5405	538	1.0646	0.3243	1.0646	1.0318
0.3647	14.5946	540	1.1109	0.2687	1.1109	1.0540
0.3647	14.6486	542	1.1763	0.2937	1.1763	1.0846
0.3647	14.7027	544	1.1697	0.3030	1.1697	1.0815
0.3647	14.7568	546	1.0982	0.3010	1.0982	1.0479
0.3647	14.8108	548	1.0540	0.3406	1.0540	1.0267
0.3647	14.8649	550	1.0423	0.3406	1.0423	1.0209
0.3647	14.9189	552	1.0479	0.3262	1.0479	1.0237
0.3647	14.9730	554	1.0820	0.3439	1.0820	1.0402
0.3647	15.0270	556	1.1115	0.2916	1.1115	1.0543
0.3647	15.0811	558	1.0902	0.2779	1.0902	1.0441
0.3647	15.1351	560	1.0266	0.3355	1.0266	1.0132
0.3647	15.1892	562	0.9989	0.3159	0.9989	0.9994
0.3647	15.2432	564	1.0035	0.4373	1.0035	1.0018
0.3647	15.2973	566	1.0062	0.3771	1.0062	1.0031
0.3647	15.3514	568	1.0052	0.2679	1.0052	1.0026
0.3647	15.4054	570	1.0502	0.3381	1.0502	1.0248
0.3647	15.4595	572	1.1507	0.3168	1.1507	1.0727
0.3647	15.5135	574	1.2322	0.2825	1.2322	1.1100
0.3647	15.5676	576	1.2540	0.2457	1.2540	1.1198
0.3647	15.6216	578	1.1535	0.3168	1.1535	1.0740
0.3647	15.6757	580	1.0443	0.3852	1.0443	1.0219
0.3647	15.7297	582	1.0116	0.4007	1.0116	1.0058
0.3647	15.7838	584	1.0054	0.3820	1.0054	1.0027
0.3647	15.8378	586	1.0192	0.4030	1.0192	1.0096
0.3647	15.8919	588	1.0148	0.3850	1.0148	1.0074
0.3647	15.9459	590	0.9881	0.4335	0.9881	0.9940
0.3647	16.0	592	0.9770	0.3993	0.9770	0.9884
0.3647	16.0541	594	0.9455	0.4139	0.9455	0.9724
0.3647	16.1081	596	0.9608	0.3636	0.9608	0.9802
0.3647	16.1622	598	1.0019	0.3466	1.0019	1.0009
0.3647	16.2162	600	1.0702	0.3511	1.0702	1.0345
0.3647	16.2703	602	1.0605	0.3457	1.0605	1.0298
0.3647	16.3243	604	1.0511	0.3168	1.0511	1.0252
0.3647	16.3784	606	1.0261	0.3393	1.0261	1.0130
0.3647	16.4324	608	1.0131	0.3977	1.0131	1.0065
0.3647	16.4865	610	1.0487	0.3822	1.0487	1.0241
0.3647	16.5405	612	1.0647	0.3822	1.0647	1.0318
0.3647	16.5946	614	1.0341	0.4005	1.0341	1.0169
0.3647	16.6486	616	1.0112	0.4005	1.0112	1.0056
0.3647	16.7027	618	0.9919	0.3602	0.9919	0.9960
0.3647	16.7568	620	0.9847	0.3646	0.9847	0.9923
0.3647	16.8108	622	0.9824	0.3276	0.9824	0.9912
0.3647	16.8649	624	0.9886	0.3128	0.9886	0.9943
0.3647	16.9189	626	0.9925	0.3128	0.9925	0.9962
0.3647	16.9730	628	1.0185	0.3393	1.0185	1.0092
0.3647	17.0270	630	0.9856	0.3128	0.9856	0.9927
0.3647	17.0811	632	0.9735	0.2986	0.9735	0.9867
0.3647	17.1351	634	0.9920	0.3491	0.9920	0.9960
0.3647	17.1892	636	0.9932	0.3491	0.9932	0.9966
0.3647	17.2432	638	0.9585	0.3902	0.9585	0.9790
0.3647	17.2973	640	0.9520	0.3497	0.9520	0.9757
0.3647	17.3514	642	0.9601	0.3159	0.9601	0.9798
0.3647	17.4054	644	0.9789	0.3243	0.9789	0.9894
0.3647	17.4595	646	1.0124	0.3409	1.0124	1.0062
0.3647	17.5135	648	1.0306	0.3106	1.0306	1.0152
0.3647	17.5676	650	1.0492	0.3009	1.0492	1.0243
0.3647	17.6216	652	1.0571	0.2912	1.0571	1.0281
0.3647	17.6757	654	1.0614	0.3218	1.0614	1.0302
0.3647	17.7297	656	1.0280	0.2718	1.0280	1.0139
0.3647	17.7838	658	1.0152	0.2700	1.0152	1.0076
0.3647	17.8378	660	1.0174	0.2844	1.0174	1.0087
0.3647	17.8919	662	1.0205	0.2844	1.0205	1.0102
0.3647	17.9459	664	1.0591	0.2912	1.0591	1.0291
0.3647	18.0	666	1.1235	0.2769	1.1235	1.0600
0.3647	18.0541	668	1.1484	0.3075	1.1484	1.0716
0.3647	18.1081	670	1.1380	0.3075	1.1380	1.0668
0.3647	18.1622	672	1.1042	0.3168	1.1042	1.0508
0.3647	18.2162	674	1.0599	0.2328	1.0599	1.0295
0.3647	18.2703	676	1.0258	0.2714	1.0258	1.0128
0.3647	18.3243	678	1.0239	0.2714	1.0239	1.0119
0.3647	18.3784	680	1.0304	0.2071	1.0304	1.0151
0.3647	18.4324	682	1.0359	0.2030	1.0359	1.0178
0.3647	18.4865	684	1.0173	0.2071	1.0173	1.0086
0.3647	18.5405	686	0.9999	0.3756	0.9999	0.9999
0.3647	18.5946	688	1.0016	0.3756	1.0016	1.0008
0.3647	18.6486	690	1.0156	0.3286	1.0156	1.0078
0.3647	18.7027	692	1.0738	0.2380	1.0738	1.0363
0.3647	18.7568	694	1.1255	0.3102	1.1255	1.0609
0.3647	18.8108	696	1.1121	0.2577	1.1121	1.0546
0.3647	18.8649	698	1.0570	0.2276	1.0570	1.0281
0.3647	18.9189	700	1.0337	0.2567	1.0337	1.0167
0.3647	18.9730	702	1.0215	0.2966	1.0215	1.0107
0.3647	19.0270	704	1.0158	0.3406	1.0158	1.0079
0.3647	19.0811	706	1.0294	0.3010	1.0294	1.0146
0.3647	19.1351	708	1.0380	0.3010	1.0380	1.0188
0.3647	19.1892	710	1.0495	0.2917	1.0495	1.0245
0.3647	19.2432	712	1.0519	0.2917	1.0519	1.0256
0.3647	19.2973	714	1.0723	0.3560	1.0723	1.0355
0.3647	19.3514	716	1.0644	0.3287	1.0644	1.0317
0.3647	19.4054	718	1.0286	0.2871	1.0286	1.0142
0.3647	19.4595	720	1.0294	0.2917	1.0294	1.0146
0.3647	19.5135	722	1.0482	0.3193	1.0482	1.0238
0.3647	19.5676	724	1.0478	0.3466	1.0478	1.0236
0.3647	19.6216	726	1.0429	0.3100	1.0429	1.0212
0.3647	19.6757	728	1.0173	0.2824	1.0173	1.0086
0.3647	19.7297	730	0.9847	0.3371	0.9847	0.9923
0.3647	19.7838	732	0.9748	0.3458	0.9748	0.9873
0.3647	19.8378	734	0.9757	0.3458	0.9757	0.9878
0.3647	19.8919	736	0.9911	0.2851	0.9911	0.9955
0.3647	19.9459	738	1.0234	0.2777	1.0234	1.0116
0.3647	20.0	740	1.0486	0.3655	1.0486	1.0240
0.3647	20.0541	742	1.0763	0.3601	1.0763	1.0375
0.3647	20.1081	744	1.0759	0.3508	1.0759	1.0373
0.3647	20.1622	746	1.0519	0.3560	1.0519	1.0256
0.3647	20.2162	748	1.0042	0.3280	1.0042	1.0021
0.3647	20.2703	750	0.9981	0.3280	0.9981	0.9991
0.3647	20.3243	752	1.0145	0.3280	1.0145	1.0072
0.3647	20.3784	754	1.0286	0.3189	1.0286	1.0142
0.3647	20.4324	756	1.0029	0.2682	1.0029	1.0014
0.3647	20.4865	758	0.9922	0.2776	0.9922	0.9961
0.3647	20.5405	760	0.9847	0.2966	0.9847	0.9923
0.3647	20.5946	762	0.9914	0.3788	0.9914	0.9957
0.3647	20.6486	764	0.9907	0.2966	0.9907	0.9953
0.3647	20.7027	766	0.9988	0.2539	0.9988	0.9994
0.3647	20.7568	768	1.0034	0.2539	1.0034	1.0017
0.3647	20.8108	770	1.0233	0.2276	1.0233	1.0116
0.3647	20.8649	772	1.0367	0.2669	1.0367	1.0182
0.3647	20.9189	774	1.0096	0.2410	1.0096	1.0048
0.3647	20.9730	776	0.9954	0.2966	0.9954	0.9977
0.3647	21.0270	778	1.0024	0.2439	1.0024	1.0012
0.3647	21.0811	780	1.0042	0.2293	1.0042	1.0021
0.3647	21.1351	782	1.0029	0.2823	1.0029	1.0014
0.3647	21.1892	784	1.0059	0.2871	1.0059	1.0030
0.3647	21.2432	786	1.0620	0.3393	1.0620	1.0306
0.3647	21.2973	788	1.1287	0.3262	1.1287	1.0624
0.3647	21.3514	790	1.1343	0.3262	1.1343	1.0650
0.3647	21.4054	792	1.1068	0.3262	1.1068	1.0520
0.3647	21.4595	794	1.0515	0.2424	1.0515	1.0254
0.3647	21.5135	796	1.0241	0.2871	1.0241	1.0120
0.3647	21.5676	798	1.0326	0.2823	1.0326	1.0162
0.3647	21.6216	800	1.0550	0.2555	1.0550	1.0271
0.3647	21.6757	802	1.0813	0.2511	1.0813	1.0398
0.3647	21.7297	804	1.0952	0.2891	1.0952	1.0465
0.3647	21.7838	806	1.0954	0.2461	1.0954	1.0466
0.3647	21.8378	808	1.0903	0.2555	1.0903	1.0442
0.3647	21.8919	810	1.1135	0.2461	1.1135	1.0552
0.3647	21.9459	812	1.1527	0.3050	1.1527	1.0736
0.3647	22.0	814	1.1600	0.2781	1.1600	1.0770
0.3647	22.0541	816	1.1136	0.3146	1.1136	1.0553
0.3647	22.1081	818	1.0779	0.2897	1.0779	1.0382
0.3647	22.1622	820	1.0728	0.2897	1.0728	1.0358
0.3647	22.2162	822	1.1218	0.2588	1.1218	1.0591
0.3647	22.2703	824	1.1561	0.3173	1.1561	1.0752
0.3647	22.3243	826	1.2161	0.2937	1.2161	1.1028
0.3647	22.3784	828	1.2361	0.2752	1.2361	1.1118
0.3647	22.4324	830	1.1837	0.3030	1.1837	1.0880
0.3647	22.4865	832	1.1183	0.2222	1.1183	1.0575
0.3647	22.5405	834	1.1027	0.2222	1.1027	1.0501
0.3647	22.5946	836	1.0752	0.2071	1.0752	1.0369
0.3647	22.6486	838	1.0588	0.2892	1.0588	1.0290
0.3647	22.7027	840	1.0702	0.2986	1.0702	1.0345
0.3647	22.7568	842	1.0849	0.2891	1.0849	1.0416
0.3647	22.8108	844	1.0674	0.2891	1.0674	1.0332
0.3647	22.8649	846	1.0319	0.3276	1.0319	1.0158
0.3647	22.9189	848	1.0109	0.2794	1.0109	1.0054
0.3647	22.9730	850	1.0132	0.2794	1.0132	1.0066
0.3647	23.0270	852	1.0178	0.2794	1.0178	1.0089
0.3647	23.0811	854	1.0290	0.2263	1.0290	1.0144
0.3647	23.1351	856	1.0620	0.2572	1.0620	1.0305
0.3647	23.1892	858	1.0775	0.2572	1.0775	1.0380
0.3647	23.2432	860	1.0882	0.2864	1.0882	1.0432
0.3647	23.2973	862	1.0892	0.2864	1.0892	1.0437
0.3647	23.3514	864	1.0846	0.3173	1.0846	1.0414
0.3647	23.4054	866	1.0472	0.2424	1.0472	1.0233
0.3647	23.4595	868	1.0236	0.2941	1.0236	1.0117
0.3647	23.5135	870	1.0167	0.2941	1.0167	1.0083
0.3647	23.5676	872	1.0226	0.3250	1.0226	1.0112
0.3647	23.6216	874	1.0373	0.3033	1.0373	1.0185
0.3647	23.6757	876	1.0514	0.3378	1.0514	1.0254
0.3647	23.7297	878	1.0334	0.3338	1.0334	1.0166
0.3647	23.7838	880	1.0369	0.3099	1.0369	1.0183
0.3647	23.8378	882	1.0405	0.3439	1.0405	1.0200
0.3647	23.8919	884	1.0396	0.3033	1.0396	1.0196
0.3647	23.9459	886	1.0403	0.3409	1.0403	1.0200
0.3647	24.0	888	1.0362	0.2913	1.0362	1.0179
0.3647	24.0541	890	1.0266	0.2601	1.0266	1.0132
0.3647	24.1081	892	1.0233	0.2941	1.0233	1.0116
0.3647	24.1622	894	1.0300	0.2601	1.0300	1.0149
0.3647	24.2162	896	1.0361	0.3013	1.0361	1.0179
0.3647	24.2703	898	1.0614	0.2892	1.0614	1.0303
0.3647	24.3243	900	1.1126	0.3670	1.1126	1.0548
0.3647	24.3784	902	1.1618	0.3998	1.1618	1.0779
0.3647	24.4324	904	1.1431	0.3670	1.1431	1.0692
0.3647	24.4865	906	1.0732	0.3546	1.0732	1.0360
0.3647	24.5405	908	1.0560	0.3584	1.0560	1.0276
0.3647	24.5946	910	1.0411	0.3126	1.0411	1.0203
0.3647	24.6486	912	1.0458	0.2651	1.0458	1.0226
0.3647	24.7027	914	1.0453	0.2651	1.0453	1.0224
0.3647	24.7568	916	1.0415	0.2505	1.0415	1.0205
0.3647	24.8108	918	1.0361	0.2358	1.0361	1.0179
0.3647	24.8649	920	1.0464	0.2939	1.0464	1.0230
0.3647	24.9189	922	1.0519	0.2748	1.0519	1.0256
0.3647	24.9730	924	1.0375	0.2748	1.0375	1.0186
0.3647	25.0270	926	1.0159	0.3205	1.0159	1.0079
0.3647	25.0811	928	1.0065	0.3650	1.0065	1.0032
0.3647	25.1351	930	1.0017	0.3650	1.0017	1.0009
0.3647	25.1892	932	1.0139	0.3104	1.0139	1.0069
0.3647	25.2432	934	1.0738	0.3106	1.0738	1.0363
0.3647	25.2973	936	1.1449	0.2532	1.1449	1.0700
0.3647	25.3514	938	1.1469	0.2532	1.1469	1.0709
0.3647	25.4054	940	1.0909	0.2672	1.0909	1.0445
0.3647	25.4595	942	1.0209	0.2410	1.0209	1.0104
0.3647	25.5135	944	1.0005	0.3205	1.0005	1.0002
0.3647	25.5676	946	1.0198	0.3874	1.0198	1.0098
0.3647	25.6216	948	1.0213	0.3874	1.0213	1.0106
0.3647	25.6757	950	1.0065	0.3535	1.0065	1.0032
0.3647	25.7297	952	1.0150	0.2728	1.0150	1.0075
0.3647	25.7838	954	1.0960	0.3663	1.0960	1.0469
0.3647	25.8378	956	1.2118	0.3511	1.2118	1.1008
0.3647	25.8919	958	1.2438	0.3202	1.2438	1.1152
0.3647	25.9459	960	1.1831	0.3168	1.1831	1.0877
0.3647	26.0	962	1.0993	0.3009	1.0993	1.0485
0.3647	26.0541	964	1.0612	0.2319	1.0612	1.0301
0.3647	26.1081	966	1.0431	0.2394	1.0431	1.0213
0.3647	26.1622	968	1.0400	0.2592	1.0400	1.0198
0.3647	26.2162	970	1.0288	0.3018	1.0288	1.0143
0.3647	26.2703	972	1.0160	0.3066	1.0160	1.0080
0.3647	26.3243	974	1.0437	0.3199	1.0437	1.0216
0.3647	26.3784	976	1.1136	0.3663	1.1136	1.0553
0.3647	26.4324	978	1.1232	0.3179	1.1232	1.0598
0.3647	26.4865	980	1.1009	0.3207	1.1009	1.0493
0.3647	26.5405	982	1.0611	0.2748	1.0611	1.0301
0.3647	26.5946	984	1.0434	0.2795	1.0434	1.0215
0.3647	26.6486	986	1.0324	0.2795	1.0324	1.0161
0.3647	26.7027	988	1.0293	0.2747	1.0293	1.0146
0.3647	26.7568	990	1.0458	0.2892	1.0458	1.0226
0.3647	26.8108	992	1.0503	0.2892	1.0503	1.0248
0.3647	26.8649	994	1.0616	0.2892	1.0616	1.0303
0.3647	26.9189	996	1.0844	0.3104	1.0844	1.0414
0.3647	26.9730	998	1.0967	0.3078	1.0967	1.0472
0.0614	27.0270	1000	1.1093	0.2963	1.1093	1.0533
0.0614	27.0811	1002	1.0801	0.3010	1.0801	1.0393
0.0614	27.1351	1004	1.0586	0.2358	1.0586	1.0289
0.0614	27.1892	1006	1.0454	0.2210	1.0454	1.0225
0.0614	27.2432	1008	1.0510	0.2358	1.0510	1.0252
0.0614	27.2973	1010	1.0449	0.2358	1.0449	1.0222
0.0614	27.3514	1012	1.0399	0.2747	1.0399	1.0198

Framework versions

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