Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask3_holistic

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: 11.2333
• Qwk: 0.7378
• Mse: 11.2333
• Rmse: 3.3516

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	0.0194	2	307.2705	-0.0014	307.2706	17.5291
No log	0.0388	4	290.2971	0.0090	290.2971	17.0381
No log	0.0583	6	273.2317	0.0026	273.2318	16.5297
No log	0.0777	8	252.2014	0.0071	252.2014	15.8809
No log	0.0971	10	237.0011	0.0021	237.0011	15.3948
No log	0.1165	12	225.7587	0.0106	225.7587	15.0253
No log	0.1359	14	225.4517	0.0075	225.4518	15.0151
No log	0.1553	16	207.7149	0.0036	207.7149	14.4123
No log	0.1748	18	193.7657	0.0098	193.7657	13.9200
No log	0.1942	20	185.2715	0.0035	185.2715	13.6114
No log	0.2136	22	189.4710	0.0076	189.4710	13.7648
No log	0.2330	24	184.4660	0.0084	184.4660	13.5818
No log	0.2524	26	165.7498	0.0049	165.7498	12.8744
No log	0.2718	28	160.7747	0.0015	160.7747	12.6797
No log	0.2913	30	156.6756	0.0020	156.6756	12.5170
No log	0.3107	32	152.3647	0.0119	152.3647	12.3436
No log	0.3301	34	147.2544	0.0128	147.2544	12.1348
No log	0.3495	36	142.4896	0.0023	142.4896	11.9369
No log	0.3689	38	138.5722	0.0	138.5721	11.7717
No log	0.3883	40	134.8404	0.0	134.8404	11.6121
No log	0.4078	42	130.6555	0.0019	130.6555	11.4305
No log	0.4272	44	127.2963	0.0111	127.2963	11.2826
No log	0.4466	46	126.4640	0.0075	126.4640	11.2456
No log	0.4660	48	125.0957	0.0063	125.0957	11.1846
No log	0.4854	50	119.3176	0.0	119.3176	10.9233
No log	0.5049	52	116.9339	0.0	116.9339	10.8136
No log	0.5243	54	119.7624	0.0018	119.7624	10.9436
No log	0.5437	56	115.8497	0.0006	115.8497	10.7634
No log	0.5631	58	110.9311	0.0085	110.9311	10.5324
No log	0.5825	60	108.9995	0.0154	108.9995	10.4403
No log	0.6019	62	109.6145	0.0090	109.6145	10.4697
No log	0.6214	64	106.1727	0.0025	106.1727	10.3040
No log	0.6408	66	103.9132	0.0007	103.9133	10.1938
No log	0.6602	68	102.7603	0.0007	102.7603	10.1371
No log	0.6796	70	102.2701	0.0	102.2702	10.1129
No log	0.6990	72	99.9941	0.0	99.9941	9.9997
No log	0.7184	74	97.8834	0.0	97.8835	9.8936
No log	0.7379	76	95.2971	0.0	95.2971	9.7620
No log	0.7573	78	94.2125	0.0005	94.2124	9.7063
No log	0.7767	80	92.5416	0.0174	92.5416	9.6199
No log	0.7961	82	90.8345	0.0021	90.8345	9.5307
No log	0.8155	84	89.1701	0.0009	89.1701	9.4430
No log	0.8350	86	89.7557	0.0030	89.7557	9.4739
No log	0.8544	88	87.2123	0.0	87.2123	9.3388
No log	0.8738	90	84.1282	0.0	84.1282	9.1721
No log	0.8932	92	82.6358	0.0	82.6357	9.0904
No log	0.9126	94	82.8648	0.0	82.8648	9.1030
No log	0.9320	96	80.2950	0.0	80.2950	8.9607
No log	0.9515	98	79.6022	0.0	79.6022	8.9220
No log	0.9709	100	78.5042	0.0149	78.5042	8.8603
No log	0.9903	102	78.6924	0.0119	78.6924	8.8709
No log	1.0097	104	76.4694	0.0046	76.4694	8.7447
No log	1.0291	106	75.2394	0.0010	75.2394	8.6741
No log	1.0485	108	74.2795	0.0010	74.2795	8.6186
No log	1.0680	110	73.4187	0.0	73.4188	8.5685
No log	1.0874	112	72.8093	0.0	72.8093	8.5328
No log	1.1068	114	71.2683	0.0	71.2683	8.4421
No log	1.1262	116	70.1169	0.0	70.1169	8.3736
No log	1.1456	118	69.2229	0.0	69.2229	8.3200
No log	1.1650	120	70.4776	0.0	70.4776	8.3951
No log	1.1845	122	68.6303	0.0	68.6303	8.2843
No log	1.2039	124	67.0043	0.0	67.0043	8.1856
No log	1.2233	126	66.1627	0.0	66.1627	8.1340
No log	1.2427	128	65.6296	0.0	65.6296	8.1012
No log	1.2621	130	64.9225	0.0248	64.9225	8.0574
No log	1.2816	132	64.0178	0.0113	64.0178	8.0011
No log	1.3010	134	63.2707	0.0053	63.2707	7.9543
No log	1.3204	136	62.7628	0.0012	62.7628	7.9223
No log	1.3398	138	62.4583	0.0012	62.4583	7.9031
No log	1.3592	140	61.4308	0.0012	61.4308	7.8378
No log	1.3786	142	61.0223	0.0012	61.0223	7.8117
No log	1.3981	144	60.2528	0.0012	60.2528	7.7623
No log	1.4175	146	59.8745	0.0	59.8745	7.7379
No log	1.4369	148	59.2949	0.0	59.2949	7.7003
No log	1.4563	150	58.5726	0.0012	58.5726	7.6533
No log	1.4757	152	58.1024	0.0012	58.1024	7.6225
No log	1.4951	154	57.2850	0.0	57.2850	7.5687
No log	1.5146	156	56.9495	0.0	56.9495	7.5465
No log	1.5340	158	56.3441	0.0	56.3441	7.5063
No log	1.5534	160	55.6042	0.0012	55.6042	7.4568
No log	1.5728	162	55.2354	0.0012	55.2354	7.4321
No log	1.5922	164	54.5268	0.0	54.5267	7.3842
No log	1.6117	166	54.7110	0.0	54.7110	7.3967
No log	1.6311	168	54.2056	-0.0106	54.2056	7.3624
No log	1.6505	170	53.1709	0.0381	53.1709	7.2918
No log	1.6699	172	52.8957	0.0403	52.8957	7.2729
No log	1.6893	174	52.4896	0.0395	52.4896	7.2450
No log	1.7087	176	51.9928	0.0276	51.9928	7.2106
No log	1.7282	178	51.6148	0.0350	51.6148	7.1843
No log	1.7476	180	51.3711	0.0610	51.3711	7.1674
No log	1.7670	182	50.9175	0.0515	50.9175	7.1356
No log	1.7864	184	50.4863	0.0603	50.4863	7.1054
No log	1.8058	186	49.9743	0.0912	49.9743	7.0693
No log	1.8252	188	49.5554	0.0951	49.5554	7.0396
No log	1.8447	190	49.1220	0.1048	49.1220	7.0087
No log	1.8641	192	48.7960	0.1336	48.7960	6.9854
No log	1.8835	194	48.7644	0.1594	48.7644	6.9831
No log	1.9029	196	47.6720	0.1021	47.6720	6.9045
No log	1.9223	198	47.2396	0.0788	47.2396	6.8731
No log	1.9417	200	46.7138	0.0919	46.7138	6.8347
No log	1.9612	202	46.4060	0.0896	46.4061	6.8122
No log	1.9806	204	46.2002	0.1296	46.2002	6.7971
No log	2.0	206	48.3291	0.1996	48.3291	6.9519
No log	2.0194	208	46.0243	0.1628	46.0243	6.7841
No log	2.0388	210	49.0575	0.0611	49.0575	7.0041
No log	2.0583	212	47.0377	0.0356	47.0377	6.8584
No log	2.0777	214	44.5176	0.0538	44.5176	6.6722
No log	2.0971	216	44.8014	0.0521	44.8014	6.6934
No log	2.1165	218	44.1897	0.0295	44.1897	6.6475
No log	2.1359	220	44.5199	-0.0087	44.5198	6.6723
No log	2.1553	222	44.5028	-0.0059	44.5028	6.6710
No log	2.1748	224	43.0899	0.0932	43.0898	6.5643
No log	2.1942	226	43.7934	0.1658	43.7934	6.6177
No log	2.2136	228	44.0291	0.1925	44.0291	6.6354
No log	2.2330	230	41.7770	0.1672	41.7770	6.4635
No log	2.2524	232	42.2956	0.1282	42.2956	6.5035
No log	2.2718	234	41.5889	0.1610	41.5889	6.4489
No log	2.2913	236	41.0345	0.1964	41.0345	6.4058
No log	2.3107	238	40.8466	0.2122	40.8466	6.3911
No log	2.3301	240	40.3404	0.1968	40.3404	6.3514
No log	2.3495	242	40.7953	0.0738	40.7952	6.3871
No log	2.3689	244	42.0002	0.0172	42.0002	6.4808
No log	2.3883	246	41.2866	0.0076	41.2866	6.4255
No log	2.4078	248	40.8004	0.0076	40.8004	6.3875
No log	2.4272	250	41.0063	0.0076	41.0063	6.4036
No log	2.4466	252	40.2661	0.0	40.2661	6.3456
No log	2.4660	254	40.4175	0.0	40.4175	6.3575
No log	2.4854	256	40.1888	0.0	40.1888	6.3395
No log	2.5049	258	39.4705	0.0076	39.4705	6.2826
No log	2.5243	260	38.9258	0.0245	38.9258	6.2391
No log	2.5437	262	38.8956	0.0746	38.8956	6.2366
No log	2.5631	264	38.1335	0.1044	38.1335	6.1752
No log	2.5825	266	37.1778	0.1112	37.1778	6.0974
No log	2.6019	268	36.6005	0.1146	36.6006	6.0498
No log	2.6214	270	36.2228	0.1728	36.2228	6.0185
No log	2.6408	272	36.7196	0.2321	36.7195	6.0597
No log	2.6602	274	35.6893	0.2255	35.6893	5.9741
No log	2.6796	276	36.0073	0.1483	36.0073	6.0006
No log	2.6990	278	35.8864	0.1322	35.8864	5.9905
No log	2.7184	280	34.3325	0.3146	34.3325	5.8594
No log	2.7379	282	34.4917	0.3365	34.4917	5.8730
No log	2.7573	284	34.5749	0.3453	34.5749	5.8800
No log	2.7767	286	33.6565	0.3209	33.6565	5.8014
No log	2.7961	288	33.2833	0.2364	33.2833	5.7692
No log	2.8155	290	33.2765	0.2148	33.2765	5.7686
No log	2.8350	292	32.9439	0.2237	32.9439	5.7397
No log	2.8544	294	32.5956	0.2503	32.5956	5.7093
No log	2.8738	296	32.5419	0.2953	32.5419	5.7045
No log	2.8932	298	32.4198	0.3059	32.4198	5.6938
No log	2.9126	300	32.1227	0.2292	32.1227	5.6677
No log	2.9320	302	32.2715	0.2056	32.2715	5.6808
No log	2.9515	304	31.5275	0.2475	31.5275	5.6149
No log	2.9709	306	31.5183	0.3291	31.5183	5.6141
No log	2.9903	308	31.0897	0.3192	31.0897	5.5758
No log	3.0097	310	30.6437	0.3026	30.6437	5.5357
No log	3.0291	312	30.5813	0.2617	30.5813	5.5300
No log	3.0485	314	30.4026	0.2564	30.4026	5.5139
No log	3.0680	316	29.9343	0.3103	29.9343	5.4712
No log	3.0874	318	31.8788	0.3744	31.8788	5.6461
No log	3.1068	320	30.8061	0.3642	30.8061	5.5503
No log	3.1262	322	29.9515	0.3489	29.9515	5.4728
No log	3.1456	324	31.1055	0.3790	31.1055	5.5772
No log	3.1650	326	33.3607	0.3938	33.3607	5.7759
No log	3.1845	328	30.2044	0.3685	30.2044	5.4959
No log	3.2039	330	28.9799	0.2950	28.9799	5.3833
No log	3.2233	332	29.3874	0.2197	29.3874	5.4210
No log	3.2427	334	29.0873	0.1882	29.0873	5.3933
No log	3.2621	336	28.4491	0.2107	28.4491	5.3338
No log	3.2816	338	28.0292	0.2549	28.0292	5.2943
No log	3.3010	340	27.7399	0.3223	27.7398	5.2669
No log	3.3204	342	28.1588	0.2872	28.1588	5.3065
No log	3.3398	344	29.5444	0.1851	29.5444	5.4355
No log	3.3592	346	30.1188	0.1487	30.1188	5.4881
No log	3.3786	348	30.0727	0.1252	30.0727	5.4839
No log	3.3981	350	29.0895	0.1702	29.0895	5.3935
No log	3.4175	352	27.5648	0.2608	27.5648	5.2502
No log	3.4369	354	28.4496	0.3887	28.4496	5.3338
No log	3.4563	356	32.0362	0.3898	32.0362	5.6601
No log	3.4757	358	28.1494	0.4339	28.1494	5.3056
No log	3.4951	360	26.1882	0.3681	26.1882	5.1174
No log	3.5146	362	28.0148	0.2439	28.0148	5.2929
No log	3.5340	364	28.4958	0.2035	28.4958	5.3381
No log	3.5534	366	27.6793	0.2035	27.6793	5.2611
No log	3.5728	368	27.0939	0.2253	27.0939	5.2052
No log	3.5922	370	27.0670	0.2300	27.0670	5.2026
No log	3.6117	372	26.4999	0.2753	26.4999	5.1478
No log	3.6311	374	25.6276	0.3362	25.6276	5.0624
No log	3.6505	376	25.9383	0.3887	25.9384	5.0930
No log	3.6699	378	26.2568	0.4181	26.2568	5.1241
No log	3.6893	380	25.3841	0.3881	25.3841	5.0383
No log	3.7087	382	25.2060	0.3865	25.2060	5.0206
No log	3.7282	384	25.0914	0.3396	25.0914	5.0091
No log	3.7476	386	24.4161	0.3742	24.4161	4.9413
No log	3.7670	388	24.0989	0.3953	24.0989	4.9091
No log	3.7864	390	23.9902	0.4091	23.9902	4.8980
No log	3.8058	392	23.9019	0.3536	23.9019	4.8890
No log	3.8252	394	24.0596	0.3192	24.0596	4.9051
No log	3.8447	396	23.8334	0.3260	23.8334	4.8819
No log	3.8641	398	23.5849	0.4153	23.5849	4.8564
No log	3.8835	400	24.6140	0.4584	24.6140	4.9612
No log	3.9029	402	23.3510	0.4357	23.3510	4.8323
No log	3.9223	404	23.5520	0.3290	23.5520	4.8530
No log	3.9417	406	25.6806	0.2112	25.6806	5.0676
No log	3.9612	408	25.6909	0.1943	25.6909	5.0686
No log	3.9806	410	24.5026	0.2516	24.5026	4.9500
No log	4.0	412	22.5057	0.4018	22.5058	4.7440
No log	4.0194	414	25.4677	0.4851	25.4677	5.0466
No log	4.0388	416	30.8417	0.4802	30.8417	5.5535
No log	4.0583	418	26.2992	0.4827	26.2992	5.1283
No log	4.0777	420	22.2974	0.4117	22.2974	4.7220
No log	4.0971	422	23.8424	0.2666	23.8424	4.8829
No log	4.1165	424	25.7729	0.1698	25.7729	5.0767
No log	4.1359	426	26.5086	0.1565	26.5086	5.1487
No log	4.1553	428	25.9937	0.2058	25.9937	5.0984
No log	4.1748	430	24.7014	0.2780	24.7014	4.9701
No log	4.1942	432	23.9613	0.3178	23.9613	4.8950
No log	4.2136	434	22.9393	0.3796	22.9393	4.7895
No log	4.2330	436	22.1964	0.4256	22.1964	4.7113
No log	4.2524	438	21.7922	0.4750	21.7922	4.6682
No log	4.2718	440	21.7137	0.4811	21.7136	4.6598
No log	4.2913	442	21.7579	0.4695	21.7579	4.6645
No log	4.3107	444	21.6282	0.4688	21.6282	4.6506
No log	4.3301	446	21.4462	0.4846	21.4462	4.6310
No log	4.3495	448	21.2439	0.4991	21.2439	4.6091
No log	4.3689	450	21.2709	0.5114	21.2709	4.6120
No log	4.3883	452	21.1484	0.5133	21.1484	4.5987
No log	4.4078	454	20.7193	0.4796	20.7193	4.5518
No log	4.4272	456	20.6223	0.4620	20.6223	4.5412
No log	4.4466	458	20.4559	0.4877	20.4559	4.5228
No log	4.4660	460	20.3131	0.4773	20.3131	4.5070
No log	4.4854	462	20.2859	0.4529	20.2859	4.5040
No log	4.5049	464	20.6257	0.4112	20.6257	4.5416
No log	4.5243	466	20.6108	0.3984	20.6108	4.5399
No log	4.5437	468	19.9381	0.4514	19.9381	4.4652
No log	4.5631	470	19.8302	0.4758	19.8302	4.4531
No log	4.5825	472	19.8329	0.4886	19.8329	4.4534
No log	4.6019	474	19.8375	0.4938	19.8375	4.4539
No log	4.6214	476	20.2462	0.5120	20.2462	4.4996
No log	4.6408	478	21.1247	0.5245	21.1247	4.5962
No log	4.6602	480	20.2343	0.5253	20.2343	4.4983
No log	4.6796	482	19.4530	0.5215	19.4530	4.4106
No log	4.6990	484	19.2974	0.5124	19.2974	4.3929
No log	4.7184	486	19.8282	0.5173	19.8282	4.4529
No log	4.7379	488	19.9836	0.5138	19.9836	4.4703
No log	4.7573	490	19.2252	0.5119	19.2252	4.3847
No log	4.7767	492	19.3690	0.5154	19.3690	4.4010
No log	4.7961	494	18.8149	0.5153	18.8149	4.3376
No log	4.8155	496	18.5183	0.5147	18.5183	4.3033
No log	4.8350	498	18.9245	0.5325	18.9245	4.3502
62.0937	4.8544	500	18.4024	0.5221	18.4024	4.2898
62.0937	4.8738	502	18.2831	0.4790	18.2831	4.2759
62.0937	4.8932	504	19.2831	0.4033	19.2831	4.3913
62.0937	4.9126	506	19.4948	0.3907	19.4948	4.4153
62.0937	4.9320	508	18.9932	0.4480	18.9932	4.3581
62.0937	4.9515	510	18.0895	0.5739	18.0895	4.2532
62.0937	4.9709	512	19.5129	0.6071	19.5129	4.4173
62.0937	4.9903	514	21.5647	0.5942	21.5647	4.6438
62.0937	5.0097	516	19.4408	0.6110	19.4408	4.4092
62.0937	5.0291	518	17.8580	0.6115	17.8580	4.2259
62.0937	5.0485	520	17.8318	0.6048	17.8318	4.2228
62.0937	5.0680	522	17.7352	0.5983	17.7352	4.2113
62.0937	5.0874	524	17.5808	0.5877	17.5808	4.1930
62.0937	5.1068	526	17.7235	0.5514	17.7235	4.2099
62.0937	5.1262	528	17.5818	0.5632	17.5818	4.1931
62.0937	5.1456	530	17.5962	0.5906	17.5962	4.1948
62.0937	5.1650	532	17.4921	0.5818	17.4921	4.1824
62.0937	5.1845	534	17.6403	0.5930	17.6403	4.2000
62.0937	5.2039	536	18.2499	0.6000	18.2499	4.2720
62.0937	5.2233	538	17.9473	0.5997	17.9473	4.2364
62.0937	5.2427	540	17.2294	0.5677	17.2294	4.1508
62.0937	5.2621	542	17.3250	0.5521	17.3250	4.1623
62.0937	5.2816	544	17.2808	0.5447	17.2808	4.1570
62.0937	5.3010	546	17.6607	0.5081	17.6607	4.2025
62.0937	5.3204	548	17.8621	0.4935	17.8621	4.2264
62.0937	5.3398	550	17.3192	0.5233	17.3192	4.1616
62.0937	5.3592	552	16.8386	0.5520	16.8386	4.1035
62.0937	5.3786	554	16.7131	0.5679	16.7131	4.0882
62.0937	5.3981	556	16.9434	0.5954	16.9434	4.1162
62.0937	5.4175	558	16.9730	0.6008	16.9730	4.1198
62.0937	5.4369	560	18.4736	0.6049	18.4736	4.2981
62.0937	5.4563	562	17.7459	0.6106	17.7459	4.2126
62.0937	5.4757	564	16.1683	0.5776	16.1683	4.0210
62.0937	5.4951	566	16.9066	0.5122	16.9066	4.1118
62.0937	5.5146	568	16.6537	0.5225	16.6537	4.0809
62.0937	5.5340	570	16.3533	0.5429	16.3533	4.0439
62.0937	5.5534	572	16.0286	0.5870	16.0286	4.0036
62.0937	5.5728	574	16.4070	0.5966	16.4070	4.0506
62.0937	5.5922	576	16.4002	0.5844	16.4002	4.0497
62.0937	5.6117	578	16.2595	0.5803	16.2595	4.0323
62.0937	5.6311	580	15.9617	0.5698	15.9617	3.9952
62.0937	5.6505	582	15.9099	0.5509	15.9099	3.9887
62.0937	5.6699	584	16.1549	0.5303	16.1549	4.0193
62.0937	5.6893	586	15.8336	0.5574	15.8336	3.9792
62.0937	5.7087	588	15.6978	0.5804	15.6978	3.9620
62.0937	5.7282	590	16.3153	0.6050	16.3153	4.0392
62.0937	5.7476	592	16.3370	0.6038	16.3370	4.0419
62.0937	5.7670	594	15.6331	0.5883	15.6331	3.9539
62.0937	5.7864	596	15.4231	0.5459	15.4231	3.9272
62.0937	5.8058	598	15.3658	0.5772	15.3658	3.9199
62.0937	5.8252	600	15.2997	0.6339	15.2997	3.9115
62.0937	5.8447	602	15.3997	0.6604	15.3997	3.9242
62.0937	5.8641	604	17.7089	0.6446	17.7089	4.2082
62.0937	5.8835	606	17.0378	0.6516	17.0378	4.1277
62.0937	5.9029	608	15.0708	0.6709	15.0708	3.8821
62.0937	5.9223	610	14.8003	0.6410	14.8003	3.8471
62.0937	5.9417	612	15.1154	0.6293	15.1154	3.8878
62.0937	5.9612	614	15.1284	0.6265	15.1284	3.8895
62.0937	5.9806	616	14.7684	0.6470	14.7684	3.8430
62.0937	6.0	618	14.7813	0.6713	14.7813	3.8446
62.0937	6.0194	620	14.9886	0.6789	14.9886	3.8715
62.0937	6.0388	622	14.9731	0.6750	14.9731	3.8695
62.0937	6.0583	624	15.2764	0.6446	15.2764	3.9085
62.0937	6.0777	626	15.1763	0.6480	15.1763	3.8957
62.0937	6.0971	628	15.2600	0.6798	15.2600	3.9064
62.0937	6.1165	630	15.9378	0.6798	15.9378	3.9922
62.0937	6.1359	632	15.5780	0.6743	15.5780	3.9469
62.0937	6.1553	634	14.7500	0.6590	14.7500	3.8406
62.0937	6.1748	636	15.6254	0.5746	15.6254	3.9529
62.0937	6.1942	638	16.3007	0.5486	16.3007	4.0374
62.0937	6.2136	640	15.7911	0.5663	15.7911	3.9738
62.0937	6.2330	642	14.5989	0.6357	14.5989	3.8209
62.0937	6.2524	644	14.7288	0.6631	14.7288	3.8378
62.0937	6.2718	646	15.5736	0.6736	15.5736	3.9463
62.0937	6.2913	648	14.7409	0.6656	14.7409	3.8394
62.0937	6.3107	650	14.6356	0.6335	14.6356	3.8256
62.0937	6.3301	652	14.6657	0.6292	14.6657	3.8296
62.0937	6.3495	654	14.2233	0.6613	14.2233	3.7714
62.0937	6.3689	656	14.4553	0.6764	14.4553	3.8020
62.0937	6.3883	658	14.2211	0.6781	14.2211	3.7711
62.0937	6.4078	660	13.8399	0.6578	13.8399	3.7202
62.0937	6.4272	662	14.5400	0.6128	14.5400	3.8131
62.0937	6.4466	664	15.2105	0.5776	15.2105	3.9001
62.0937	6.4660	666	14.9668	0.5893	14.9668	3.8687
62.0937	6.4854	668	13.5492	0.6505	13.5492	3.6809
62.0937	6.5049	670	13.5636	0.6716	13.5636	3.6829
62.0937	6.5243	672	13.3849	0.6665	13.3849	3.6585
62.0937	6.5437	674	13.2585	0.6502	13.2585	3.6412
62.0937	6.5631	676	13.1837	0.6586	13.1837	3.6309
62.0937	6.5825	678	13.1617	0.6746	13.1617	3.6279
62.0937	6.6019	680	13.0364	0.6738	13.0364	3.6106
62.0937	6.6214	682	13.3963	0.6524	13.3963	3.6601
62.0937	6.6408	684	13.5395	0.6517	13.5394	3.6796
62.0937	6.6602	686	13.2405	0.6670	13.2405	3.6387
62.0937	6.6796	688	13.1006	0.6813	13.1006	3.6195
62.0937	6.6990	690	12.9695	0.6779	12.9695	3.6013
62.0937	6.7184	692	13.0583	0.6847	13.0583	3.6136
62.0937	6.7379	694	12.9528	0.6685	12.9528	3.5990
62.0937	6.7573	696	13.0835	0.6503	13.0835	3.6171
62.0937	6.7767	698	13.3453	0.6377	13.3453	3.6531
62.0937	6.7961	700	13.1465	0.6421	13.1465	3.6258
62.0937	6.8155	702	13.3794	0.6163	13.3794	3.6578
62.0937	6.8350	704	13.3934	0.6283	13.3934	3.6597
62.0937	6.8544	706	13.0602	0.6739	13.0602	3.6139
62.0937	6.8738	708	14.3261	0.6935	14.3261	3.7850
62.0937	6.8932	710	14.7376	0.6932	14.7376	3.8390
62.0937	6.9126	712	14.0848	0.6873	14.0848	3.7530
62.0937	6.9320	714	13.7631	0.6831	13.7631	3.7099
62.0937	6.9515	716	13.5064	0.6597	13.5064	3.6751
62.0937	6.9709	718	13.0870	0.6648	13.0870	3.6176
62.0937	6.9903	720	13.0134	0.6795	13.0134	3.6074
62.0937	7.0097	722	12.9668	0.6718	12.9668	3.6009
62.0937	7.0291	724	12.8689	0.6454	12.8689	3.5873
62.0937	7.0485	726	13.3352	0.6143	13.3352	3.6517
62.0937	7.0680	728	13.6343	0.6056	13.6343	3.6925
62.0937	7.0874	730	13.6142	0.6362	13.6142	3.6897
62.0937	7.1068	732	13.0996	0.6846	13.0996	3.6193
62.0937	7.1262	734	12.9084	0.7092	12.9084	3.5928
62.0937	7.1456	736	13.1595	0.7226	13.1595	3.6276
62.0937	7.1650	738	12.9489	0.7249	12.9489	3.5985
62.0937	7.1845	740	13.0006	0.7260	13.0006	3.6056
62.0937	7.2039	742	12.9739	0.7229	12.9739	3.6019
62.0937	7.2233	744	12.9995	0.7160	12.9995	3.6055
62.0937	7.2427	746	12.8503	0.7095	12.8503	3.5847
62.0937	7.2621	748	13.2092	0.6798	13.2092	3.6344
62.0937	7.2816	750	13.8130	0.6508	13.8130	3.7166
62.0937	7.3010	752	13.6000	0.6584	13.6000	3.6878
62.0937	7.3204	754	12.9230	0.6821	12.9230	3.5949
62.0937	7.3398	756	12.2035	0.7079	12.2035	3.4934
62.0937	7.3592	758	12.7473	0.7057	12.7473	3.5703
62.0937	7.3786	760	14.0608	0.6868	14.0608	3.7498
62.0937	7.3981	762	12.0955	0.7185	12.0955	3.4779
62.0937	7.4175	764	13.0330	0.6751	13.0330	3.6101
62.0937	7.4369	766	13.8282	0.6551	13.8282	3.7186
62.0937	7.4563	768	13.1808	0.6839	13.1808	3.6305
62.0937	7.4757	770	12.3787	0.7317	12.3787	3.5183
62.0937	7.4951	772	12.5682	0.7404	12.5682	3.5452
62.0937	7.5146	774	12.5849	0.7366	12.5849	3.5475
62.0937	7.5340	776	12.5111	0.7244	12.5111	3.5371
62.0937	7.5534	778	13.3166	0.6780	13.3166	3.6492
62.0937	7.5728	780	13.5110	0.6649	13.5110	3.6757
62.0937	7.5922	782	12.4096	0.6972	12.4096	3.5227
62.0937	7.6117	784	11.7674	0.7284	11.7674	3.4304
62.0937	7.6311	786	11.7234	0.7166	11.7234	3.4239
62.0937	7.6505	788	11.8334	0.7077	11.8334	3.4400
62.0937	7.6699	790	11.6797	0.7144	11.6797	3.4176
62.0937	7.6893	792	11.6807	0.7187	11.6807	3.4177
62.0937	7.7087	794	11.6362	0.7217	11.6362	3.4112
62.0937	7.7282	796	11.9579	0.7096	11.9579	3.4580
62.0937	7.7476	798	12.3144	0.7039	12.3144	3.5092
62.0937	7.7670	800	11.9766	0.7213	11.9766	3.4607
62.0937	7.7864	802	11.8280	0.7335	11.8280	3.4392
62.0937	7.8058	804	12.1157	0.7331	12.1157	3.4808
62.0937	7.8252	806	11.8239	0.7307	11.8239	3.4386
62.0937	7.8447	808	12.1369	0.7118	12.1369	3.4838
62.0937	7.8641	810	11.9057	0.7201	11.9057	3.4505
62.0937	7.8835	812	11.7076	0.7218	11.7076	3.4216
62.0937	7.9029	814	11.7185	0.7092	11.7185	3.4232
62.0937	7.9223	816	12.8705	0.6602	12.8705	3.5876
62.0937	7.9417	818	12.7019	0.6714	12.7019	3.5640
62.0937	7.9612	820	11.5836	0.7215	11.5836	3.4035
62.0937	7.9806	822	11.6176	0.7197	11.6176	3.4085
62.0937	8.0	824	11.6084	0.7180	11.6084	3.4071
62.0937	8.0194	826	12.0342	0.6951	12.0342	3.4690
62.0937	8.0388	828	12.0678	0.6972	12.0678	3.4739
62.0937	8.0583	830	11.6474	0.7162	11.6474	3.4128
62.0937	8.0777	832	11.5776	0.7309	11.5776	3.4026
62.0937	8.0971	834	13.7218	0.7130	13.7218	3.7043
62.0937	8.1165	836	13.6590	0.7109	13.6590	3.6958
62.0937	8.1359	838	12.0925	0.7273	12.0925	3.4774
62.0937	8.1553	840	11.8106	0.7156	11.8106	3.4367
62.0937	8.1748	842	11.8366	0.7187	11.8366	3.4404
62.0937	8.1942	844	11.9021	0.7153	11.9021	3.4499
62.0937	8.2136	846	11.9447	0.7083	11.9447	3.4561
62.0937	8.2330	848	11.8278	0.7060	11.8278	3.4392
62.0937	8.2524	850	11.6095	0.7148	11.6095	3.4073
62.0937	8.2718	852	11.4753	0.7187	11.4753	3.3875
62.0937	8.2913	854	11.3278	0.7313	11.3278	3.3657
62.0937	8.3107	856	11.3894	0.7116	11.3894	3.3748
62.0937	8.3301	858	11.2549	0.7185	11.2549	3.3548
62.0937	8.3495	860	11.6872	0.7173	11.6872	3.4187
62.0937	8.3689	862	11.5296	0.7145	11.5296	3.3955
62.0937	8.3883	864	11.1706	0.7273	11.1706	3.3422
62.0937	8.4078	866	11.7934	0.7150	11.7934	3.4342
62.0937	8.4272	868	12.2236	0.7116	12.2236	3.4962
62.0937	8.4466	870	11.2956	0.7415	11.2956	3.3609
62.0937	8.4660	872	11.6041	0.7602	11.6041	3.4065
62.0937	8.4854	874	11.9644	0.7605	11.9644	3.4590
62.0937	8.5049	876	11.9250	0.7653	11.9250	3.4533
62.0937	8.5243	878	12.3022	0.7480	12.3022	3.5074
62.0937	8.5437	880	13.0542	0.7128	13.0542	3.6131
62.0937	8.5631	882	13.1817	0.7077	13.1817	3.6307
62.0937	8.5825	884	12.2321	0.7378	12.2321	3.4974
62.0937	8.6019	886	11.6663	0.7642	11.6663	3.4156
62.0937	8.6214	888	14.2259	0.7227	14.2259	3.7717
62.0937	8.6408	890	14.1679	0.7235	14.1679	3.7640
62.0937	8.6602	892	11.9348	0.7534	11.9348	3.4547
62.0937	8.6796	894	11.4699	0.7523	11.4699	3.3867
62.0937	8.6990	896	11.8979	0.7389	11.8979	3.4493
62.0937	8.7184	898	11.6117	0.7467	11.6117	3.4076
62.0937	8.7379	900	11.2247	0.7614	11.2247	3.3503
62.0937	8.7573	902	12.3949	0.7425	12.3949	3.5206
62.0937	8.7767	904	12.2162	0.7382	12.2162	3.4952
62.0937	8.7961	906	11.0979	0.7539	11.0979	3.3314
62.0937	8.8155	908	12.1667	0.7202	12.1667	3.4881
62.0937	8.8350	910	13.0526	0.6879	13.0526	3.6128
62.0937	8.8544	912	12.5459	0.7065	12.5459	3.5420
62.0937	8.8738	914	11.7493	0.7363	11.7493	3.4277
62.0937	8.8932	916	11.1089	0.7602	11.1089	3.3330
62.0937	8.9126	918	12.2496	0.7501	12.2496	3.4999
62.0937	8.9320	920	11.9740	0.7542	11.9740	3.4604
62.0937	8.9515	922	11.5032	0.7584	11.5032	3.3916
62.0937	8.9709	924	11.2168	0.7614	11.2168	3.3491
62.0937	8.9903	926	12.0235	0.7275	12.0235	3.4675
62.0937	9.0097	928	12.5820	0.7109	12.5820	3.5471
62.0937	9.0291	930	11.9704	0.7434	11.9704	3.4598
62.0937	9.0485	932	11.7483	0.7495	11.7483	3.4276
62.0937	9.0680	934	11.7658	0.7484	11.7658	3.4301
62.0937	9.0874	936	11.6792	0.7484	11.6792	3.4175
62.0937	9.1068	938	11.3013	0.7516	11.3013	3.3617
62.0937	9.1262	940	11.1275	0.7550	11.1275	3.3358
62.0937	9.1456	942	11.1696	0.7494	11.1696	3.3421
62.0937	9.1650	944	11.2267	0.7406	11.2267	3.3506
62.0937	9.1845	946	11.7538	0.7173	11.7538	3.4284
62.0937	9.2039	948	11.4498	0.7271	11.4498	3.3837
62.0937	9.2233	950	11.2974	0.7455	11.2974	3.3612
62.0937	9.2427	952	13.8354	0.7090	13.8354	3.7196
62.0937	9.2621	954	14.2989	0.7048	14.2989	3.7814
62.0937	9.2816	956	12.1335	0.7320	12.1335	3.4833
62.0937	9.3010	958	11.2546	0.7318	11.2546	3.3548
62.0937	9.3204	960	12.5518	0.6986	12.5518	3.5428
62.0937	9.3398	962	12.7794	0.7006	12.7794	3.5748
62.0937	9.3592	964	11.8585	0.7435	11.8585	3.4436
62.0937	9.3786	966	11.4235	0.7564	11.4235	3.3799
62.0937	9.3981	968	11.3151	0.7556	11.3151	3.3638
62.0937	9.4175	970	11.1212	0.7495	11.1212	3.3349
62.0937	9.4369	972	11.1015	0.7410	11.1015	3.3319
62.0937	9.4563	974	11.1055	0.7403	11.1055	3.3325
62.0937	9.4757	976	11.1092	0.7372	11.1092	3.3330
62.0937	9.4951	978	11.4307	0.7156	11.4307	3.3809
62.0937	9.5146	980	11.8020	0.7106	11.8020	3.4354
62.0937	9.5340	982	11.0326	0.7327	11.0326	3.3215
62.0937	9.5534	984	10.7996	0.7491	10.7996	3.2863
62.0937	9.5728	986	10.7972	0.7579	10.7972	3.2859
62.0937	9.5922	988	10.8731	0.7613	10.8731	3.2974
62.0937	9.6117	990	11.0767	0.7588	11.0767	3.3282
62.0937	9.6311	992	11.3635	0.7482	11.3635	3.3710
62.0937	9.6505	994	11.2277	0.7515	11.2277	3.3508
62.0937	9.6699	996	11.1468	0.7578	11.1468	3.3387
62.0937	9.6893	998	11.0913	0.7576	11.0913	3.3304
11.6965	9.7087	1000	10.9545	0.7596	10.9545	3.3098
11.6965	9.7282	1002	10.9670	0.7506	10.9670	3.3116
11.6965	9.7476	1004	10.9302	0.7486	10.9302	3.3061
11.6965	9.7670	1006	10.9713	0.7415	10.9713	3.3123
11.6965	9.7864	1008	10.8962	0.7441	10.8963	3.3009
11.6965	9.8058	1010	11.2333	0.7378	11.2333	3.3516

Framework versions

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