ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run1_AugV5_k20_task3_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: 0.5726
• Qwk: 0.3797
• Mse: 0.5726
• Rmse: 0.7567

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: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0198	2	3.1584	-0.0014	3.1584	1.7772
No log	0.0396	4	1.5926	0.0210	1.5926	1.2620
No log	0.0594	6	1.3965	0.0632	1.3965	1.1817
No log	0.0792	8	0.8386	0.1131	0.8386	0.9157
No log	0.0990	10	0.6380	0.2298	0.6380	0.7987
No log	0.1188	12	0.5859	0.0145	0.5859	0.7654
No log	0.1386	14	0.8804	0.2203	0.8804	0.9383
No log	0.1584	16	0.5614	0.0725	0.5614	0.7493
No log	0.1782	18	0.5512	0.1008	0.5512	0.7425
No log	0.1980	20	0.6219	0.125	0.6219	0.7886
No log	0.2178	22	0.5693	0.2090	0.5693	0.7545
No log	0.2376	24	0.7927	0.2803	0.7927	0.8903
No log	0.2574	26	0.6235	0.2709	0.6235	0.7896
No log	0.2772	28	0.6557	0.2217	0.6557	0.8098
No log	0.2970	30	0.6182	0.3862	0.6182	0.7863
No log	0.3168	32	0.5642	0.3407	0.5642	0.7511
No log	0.3366	34	0.6575	0.2523	0.6575	0.8109
No log	0.3564	36	0.9961	0.1128	0.9961	0.9981
No log	0.3762	38	0.6429	0.2233	0.6429	0.8018
No log	0.3960	40	0.5458	0.3446	0.5458	0.7388
No log	0.4158	42	0.5531	0.3730	0.5531	0.7437
No log	0.4356	44	0.5475	0.3661	0.5475	0.7400
No log	0.4554	46	0.6075	0.3118	0.6075	0.7794
No log	0.4752	48	0.7936	0.2661	0.7936	0.8909
No log	0.4950	50	1.8293	0.0732	1.8293	1.3525
No log	0.5149	52	1.7696	0.0523	1.7696	1.3303
No log	0.5347	54	0.6737	0.2762	0.6737	0.8208
No log	0.5545	56	0.6950	0.2775	0.6950	0.8337
No log	0.5743	58	0.5569	0.2332	0.5569	0.7463
No log	0.5941	60	0.6646	0.3617	0.6646	0.8152
No log	0.6139	62	0.6526	0.3333	0.6526	0.8078
No log	0.6337	64	0.5326	0.2832	0.5326	0.7298
No log	0.6535	66	0.9591	0.1333	0.9591	0.9793
No log	0.6733	68	0.8037	0.1861	0.8037	0.8965
No log	0.6931	70	0.5334	0.1329	0.5334	0.7304
No log	0.7129	72	1.0765	0.1831	1.0765	1.0375
No log	0.7327	74	1.0625	0.2741	1.0625	1.0308
No log	0.7525	76	0.5710	0.2644	0.5710	0.7557
No log	0.7723	78	0.6734	0.3091	0.6734	0.8206
No log	0.7921	80	0.6519	0.2941	0.6519	0.8074
No log	0.8119	82	0.6293	0.3208	0.6293	0.7933
No log	0.8317	84	0.5853	0.2746	0.5853	0.7650
No log	0.8515	86	0.8810	0.2698	0.8810	0.9386
No log	0.8713	88	1.3186	0.0833	1.3186	1.1483
No log	0.8911	90	0.7310	0.3439	0.7310	0.8550
No log	0.9109	92	0.6677	0.2000	0.6677	0.8171
No log	0.9307	94	0.6959	0.2661	0.6959	0.8342
No log	0.9505	96	0.5301	0.3369	0.5301	0.7281
No log	0.9703	98	0.7528	0.2323	0.7528	0.8677
No log	0.9901	100	1.5946	0.1643	1.5946	1.2628
No log	1.0099	102	1.4079	0.1628	1.4079	1.1865
No log	1.0297	104	0.6211	0.2360	0.6211	0.7881
No log	1.0495	106	0.6412	0.2821	0.6412	0.8008
No log	1.0693	108	0.7703	0.2072	0.7703	0.8777
No log	1.0891	110	0.6187	0.2184	0.6187	0.7866
No log	1.1089	112	0.5251	0.1579	0.5251	0.7246
No log	1.1287	114	0.7450	0.2787	0.7450	0.8631
No log	1.1485	116	1.0518	0.1378	1.0518	1.0256
No log	1.1683	118	0.9685	0.1939	0.9685	0.9841
No log	1.1881	120	0.5724	0.3446	0.5724	0.7566
No log	1.2079	122	0.6407	0.1837	0.6407	0.8004
No log	1.2277	124	0.5819	0.2663	0.5819	0.7628
No log	1.2475	126	0.8801	0.3231	0.8801	0.9381
No log	1.2673	128	1.3576	0.1098	1.3576	1.1652
No log	1.2871	130	0.8586	0.3716	0.8586	0.9266
No log	1.3069	132	0.5661	0.2727	0.5661	0.7524
No log	1.3267	134	0.5553	0.2727	0.5553	0.7452
No log	1.3465	136	0.7196	0.2453	0.7196	0.8483
No log	1.3663	138	1.5475	0.1597	1.5475	1.2440
No log	1.3861	140	1.4422	0.1597	1.4422	1.2009
No log	1.4059	142	0.6368	0.2663	0.6368	0.7980
No log	1.4257	144	0.5903	0.2558	0.5903	0.7683
No log	1.4455	146	0.6255	0.2577	0.6255	0.7909
No log	1.4653	148	0.5335	0.3086	0.5335	0.7304
No log	1.4851	150	0.5836	0.3708	0.5836	0.7639
No log	1.5050	152	0.7616	0.3043	0.7616	0.8727
No log	1.5248	154	0.7091	0.3704	0.7091	0.8421
No log	1.5446	156	0.5628	0.3661	0.5628	0.7502
No log	1.5644	158	0.5735	0.3684	0.5735	0.7573
No log	1.5842	160	0.5672	0.3446	0.5672	0.7531
No log	1.6040	162	0.7446	0.2965	0.7446	0.8629
No log	1.6238	164	0.9419	0.1815	0.9419	0.9705
No log	1.6436	166	1.1488	0.1845	1.1488	1.0718
No log	1.6634	168	0.6988	0.2965	0.6988	0.8360
No log	1.6832	170	0.5692	0.2471	0.5692	0.7544
No log	1.7030	172	0.5646	0.25	0.5646	0.7514
No log	1.7228	174	0.5785	0.2611	0.5785	0.7606
No log	1.7426	176	0.5982	0.2099	0.5982	0.7734
No log	1.7624	178	0.6232	0.2889	0.6232	0.7894
No log	1.7822	180	0.6473	0.2865	0.6473	0.8046
No log	1.8020	182	0.6749	0.2513	0.6749	0.8215
No log	1.8218	184	0.9185	0.1186	0.9185	0.9584
No log	1.8416	186	0.9270	0.0823	0.9270	0.9628
No log	1.8614	188	0.6562	0.3609	0.6562	0.8101
No log	1.8812	190	0.6856	0.0968	0.6856	0.8280
No log	1.9010	192	0.7396	0.2893	0.7396	0.8600
No log	1.9208	194	0.8884	0.1071	0.8884	0.9425
No log	1.9406	196	0.7226	0.375	0.7226	0.8501
No log	1.9604	198	0.6666	0.3898	0.6666	0.8165
No log	1.9802	200	0.8156	0.1781	0.8156	0.9031
No log	2.0	202	0.7435	0.2549	0.7435	0.8623
No log	2.0198	204	0.6059	0.3333	0.6059	0.7784
No log	2.0396	206	0.6157	0.3684	0.6157	0.7846
No log	2.0594	208	0.7274	0.3427	0.7274	0.8529
No log	2.0792	210	1.2163	0.2000	1.2163	1.1028
No log	2.0990	212	1.2540	0.1778	1.2540	1.1198
No log	2.1188	214	0.7381	0.2593	0.7381	0.8591
No log	2.1386	216	0.5600	0.3295	0.5600	0.7484
No log	2.1584	218	0.5558	0.3295	0.5558	0.7455
No log	2.1782	220	0.6098	0.3253	0.6098	0.7809
No log	2.1980	222	0.6554	0.2809	0.6554	0.8096
No log	2.2178	224	0.5817	0.4424	0.5817	0.7627
No log	2.2376	226	0.6735	0.3258	0.6735	0.8207
No log	2.2574	228	0.7005	0.3131	0.7005	0.8370
No log	2.2772	230	0.5635	0.3374	0.5635	0.7506
No log	2.2970	232	0.5582	0.3054	0.5582	0.7471
No log	2.3168	234	0.5966	0.4220	0.5966	0.7724
No log	2.3366	236	0.6693	0.4286	0.6693	0.8181
No log	2.3564	238	1.1376	0.1801	1.1376	1.0666
No log	2.3762	240	1.2374	0.1556	1.2374	1.1124
No log	2.3960	242	0.8096	0.1935	0.8096	0.8998
No log	2.4158	244	0.5420	0.3054	0.5420	0.7362
No log	2.4356	246	0.5532	0.2967	0.5532	0.7438
No log	2.4554	248	0.5544	0.4682	0.5544	0.7446
No log	2.4752	250	0.7979	0.2269	0.7979	0.8933
No log	2.4950	252	0.9885	0.2234	0.9885	0.9943
No log	2.5149	254	0.8470	0.2569	0.8470	0.9203
No log	2.5347	256	0.5404	0.4214	0.5404	0.7352
No log	2.5545	258	0.4852	0.3333	0.4852	0.6966
No log	2.5743	260	0.4843	0.3548	0.4843	0.6959
No log	2.5941	262	0.5920	0.3333	0.5920	0.7694
No log	2.6139	264	0.7765	0.2744	0.7765	0.8812
No log	2.6337	266	0.7277	0.3778	0.7277	0.8530
No log	2.6535	268	0.6048	0.2857	0.6048	0.7777
No log	2.6733	270	0.6649	0.3295	0.6649	0.8154
No log	2.6931	272	0.6176	0.3295	0.6176	0.7859
No log	2.7129	274	0.5247	0.3882	0.5247	0.7244
No log	2.7327	276	0.5460	0.3292	0.5460	0.7389
No log	2.7525	278	0.5175	0.3939	0.5175	0.7194
No log	2.7723	280	0.5632	0.3136	0.5632	0.7504
No log	2.7921	282	0.7642	0.2287	0.7642	0.8742
No log	2.8119	284	0.6934	0.2727	0.6934	0.8327
No log	2.8317	286	0.5023	0.2418	0.5023	0.7087
No log	2.8515	288	0.5277	0.3292	0.5277	0.7264
No log	2.8713	290	0.5002	0.2329	0.5002	0.7072
No log	2.8911	292	0.5081	0.2418	0.5081	0.7128
No log	2.9109	294	0.5421	0.2405	0.5421	0.7363
No log	2.9307	296	0.5303	0.2632	0.5303	0.7282
No log	2.9505	298	0.5451	0.3333	0.5451	0.7383
No log	2.9703	300	0.8239	0.2000	0.8239	0.9077
No log	2.9901	302	0.8034	0.2000	0.8034	0.8963
No log	3.0099	304	0.5636	0.3684	0.5636	0.7507
No log	3.0297	306	0.5827	0.2663	0.5827	0.7634
No log	3.0495	308	0.6363	0.2842	0.6363	0.7977
No log	3.0693	310	0.5465	0.3533	0.5465	0.7392
No log	3.0891	312	0.5528	0.3865	0.5528	0.7435
No log	3.1089	314	0.5732	0.4286	0.5732	0.7571
No log	3.1287	316	0.6600	0.2780	0.6600	0.8124
No log	3.1485	318	0.5807	0.4220	0.5807	0.7621
No log	3.1683	320	0.5792	0.4157	0.5792	0.7611
No log	3.1881	322	0.5655	0.4220	0.5655	0.7520
No log	3.2079	324	0.5767	0.4220	0.5767	0.7594
No log	3.2277	326	0.5469	0.4356	0.5469	0.7395
No log	3.2475	328	0.5346	0.4356	0.5346	0.7311
No log	3.2673	330	0.5270	0.3924	0.5270	0.7260
No log	3.2871	332	0.5327	0.3924	0.5327	0.7298
No log	3.3069	334	0.5538	0.4286	0.5538	0.7442
No log	3.3267	336	0.6574	0.2513	0.6574	0.8108
No log	3.3465	338	0.5781	0.3939	0.5781	0.7603
No log	3.3663	340	0.6660	0.2709	0.6660	0.8161
No log	3.3861	342	0.7814	0.1392	0.7814	0.8840
No log	3.4059	344	0.6053	0.2542	0.6053	0.7780
No log	3.4257	346	0.5874	0.4353	0.5874	0.7664
No log	3.4455	348	0.8184	0.1923	0.8184	0.9046
No log	3.4653	350	0.7304	0.2727	0.7304	0.8546
No log	3.4851	352	0.5383	0.3939	0.5383	0.7337
No log	3.5050	354	0.5118	0.2821	0.5118	0.7154
No log	3.5248	356	0.5189	0.3292	0.5189	0.7203
No log	3.5446	358	0.5570	0.3939	0.5570	0.7464
No log	3.5644	360	0.6804	0.2965	0.6804	0.8249
No log	3.5842	362	0.6591	0.3663	0.6591	0.8119
No log	3.6040	364	0.5405	0.3333	0.5405	0.7352
No log	3.6238	366	0.5322	0.3455	0.5322	0.7295
No log	3.6436	368	0.5231	0.3882	0.5231	0.7233
No log	3.6634	370	0.5447	0.4091	0.5447	0.7381
No log	3.6832	372	0.6354	0.28	0.6354	0.7971
No log	3.7030	374	0.5659	0.3757	0.5659	0.7523
No log	3.7228	376	0.5250	0.4023	0.5250	0.7246
No log	3.7426	378	0.5640	0.4091	0.5640	0.7510
No log	3.7624	380	0.7363	0.2727	0.7363	0.8581
No log	3.7822	382	0.7494	0.1718	0.7494	0.8657
No log	3.8020	384	0.6365	0.3730	0.6365	0.7978
No log	3.8218	386	0.5812	0.4353	0.5812	0.7623
No log	3.8416	388	0.6020	0.4286	0.6020	0.7759
No log	3.8614	390	0.5765	0.4353	0.5765	0.7593
No log	3.8812	392	0.5288	0.3865	0.5288	0.7272
No log	3.9010	394	0.5262	0.3464	0.5262	0.7254
No log	3.9208	396	0.5243	0.3464	0.5243	0.7241
No log	3.9406	398	0.5368	0.3067	0.5368	0.7326
No log	3.9604	400	0.5523	0.3086	0.5523	0.7432
No log	3.9802	402	0.5830	0.3659	0.5830	0.7635
No log	4.0	404	0.6333	0.3563	0.6333	0.7958
No log	4.0198	406	0.5701	0.4682	0.5701	0.7551
No log	4.0396	408	0.5808	0.4682	0.5808	0.7621
No log	4.0594	410	0.6126	0.4536	0.6126	0.7827
No log	4.0792	412	0.6003	0.4607	0.6003	0.7748
No log	4.0990	414	0.7007	0.2793	0.7007	0.8371
No log	4.1188	416	0.9097	0.1613	0.9097	0.9538
No log	4.1386	418	0.8143	0.1570	0.8143	0.9024
No log	4.1584	420	0.5909	0.4074	0.5909	0.7687
No log	4.1782	422	0.6297	0.1429	0.6297	0.7935
No log	4.1980	424	0.8244	0.1493	0.8244	0.9080
No log	4.2178	426	0.7906	0.1193	0.7906	0.8891
No log	4.2376	428	0.6029	0.2370	0.6029	0.7765
No log	4.2574	430	0.5538	0.3939	0.5538	0.7442
No log	4.2772	432	0.6505	0.1905	0.6505	0.8065
No log	4.2970	434	0.6066	0.3659	0.6066	0.7789
No log	4.3168	436	0.5275	0.3939	0.5275	0.7263
No log	4.3366	438	0.5085	0.3086	0.5085	0.7131
No log	4.3564	440	0.5854	0.2432	0.5854	0.7651
No log	4.3762	442	0.6123	0.2965	0.6123	0.7825
No log	4.3960	444	0.5539	0.3563	0.5539	0.7442
No log	4.4158	446	0.5303	0.3882	0.5303	0.7282
No log	4.4356	448	0.5507	0.3333	0.5507	0.7421
No log	4.4554	450	0.5319	0.2911	0.5319	0.7293
No log	4.4752	452	0.5428	0.3455	0.5428	0.7367
No log	4.4950	454	0.5846	0.3778	0.5846	0.7646
No log	4.5149	456	0.5675	0.3446	0.5675	0.7533
No log	4.5347	458	0.5883	0.3446	0.5883	0.7670
No log	4.5545	460	0.6311	0.2626	0.6311	0.7944
No log	4.5743	462	0.5828	0.3446	0.5828	0.7634
No log	4.5941	464	0.5562	0.2704	0.5562	0.7458
No log	4.6139	466	0.5576	0.2308	0.5576	0.7467
No log	4.6337	468	0.5542	0.2704	0.5542	0.7444
No log	4.6535	470	0.5726	0.3086	0.5726	0.7567
No log	4.6733	472	0.6812	0.1398	0.6812	0.8254
No log	4.6931	474	0.7285	0.1590	0.7285	0.8535
No log	4.7129	476	0.6428	0.2432	0.6428	0.8018
No log	4.7327	478	0.5578	0.3810	0.5578	0.7469
No log	4.7525	480	0.5559	0.3418	0.5559	0.7456
No log	4.7723	482	0.5791	0.2201	0.5791	0.7610
No log	4.7921	484	0.5567	0.3292	0.5567	0.7461
No log	4.8119	486	0.5636	0.3684	0.5636	0.7507
No log	4.8317	488	0.6218	0.2821	0.6218	0.7885
No log	4.8515	490	0.5934	0.2787	0.5934	0.7703
No log	4.8713	492	0.5461	0.3412	0.5461	0.7390
No log	4.8911	494	0.5592	0.4286	0.5592	0.7478
No log	4.9109	496	0.5838	0.3778	0.5838	0.7640
No log	4.9307	498	0.5938	0.3778	0.5938	0.7706
0.3981	4.9505	500	0.5695	0.4286	0.5695	0.7547
0.3981	4.9703	502	0.5625	0.3810	0.5625	0.7500
0.3981	4.9901	504	0.5925	0.3446	0.5925	0.7697
0.3981	5.0099	506	0.5910	0.3446	0.5910	0.7688
0.3981	5.0297	508	0.5651	0.3455	0.5651	0.7517
0.3981	5.0495	510	0.5768	0.3631	0.5768	0.7595
0.3981	5.0693	512	0.6232	0.2644	0.6232	0.7894
0.3981	5.0891	514	0.5957	0.2201	0.5957	0.7718
0.3981	5.1089	516	0.5713	0.2516	0.5713	0.7559
0.3981	5.1287	518	0.5916	0.3253	0.5916	0.7691
0.3981	5.1485	520	0.6591	0.1568	0.6591	0.8118
0.3981	5.1683	522	0.6434	0.1568	0.6434	0.8021
0.3981	5.1881	524	0.5815	0.3684	0.5815	0.7626
0.3981	5.2079	526	0.6046	0.3191	0.6046	0.7776
0.3981	5.2277	528	0.6624	0.2917	0.6624	0.8139
0.3981	5.2475	530	0.6191	0.2787	0.6191	0.7868
0.3981	5.2673	532	0.5831	0.4157	0.5831	0.7636
0.3981	5.2871	534	0.5906	0.3563	0.5906	0.7685
0.3981	5.3069	536	0.5954	0.3563	0.5954	0.7716
0.3981	5.3267	538	0.5846	0.3563	0.5846	0.7646
0.3981	5.3465	540	0.5601	0.3333	0.5601	0.7484
0.3981	5.3663	542	0.5479	0.3333	0.5479	0.7402
0.3981	5.3861	544	0.5398	0.2593	0.5398	0.7347
0.3981	5.4059	546	0.5390	0.2941	0.5390	0.7342
0.3981	5.4257	548	0.5427	0.3418	0.5427	0.7367
0.3981	5.4455	550	0.5455	0.3208	0.5455	0.7386
0.3981	5.4653	552	0.5534	0.3333	0.5534	0.7439
0.3981	5.4851	554	0.5638	0.3333	0.5638	0.7509
0.3981	5.5050	556	0.5646	0.4146	0.5646	0.7514
0.3981	5.5248	558	0.5913	0.3829	0.5913	0.7689
0.3981	5.5446	560	0.5888	0.3829	0.5888	0.7673
0.3981	5.5644	562	0.5807	0.4286	0.5807	0.7620
0.3981	5.5842	564	0.5877	0.4353	0.5877	0.7666
0.3981	5.6040	566	0.5855	0.4353	0.5855	0.7652
0.3981	5.6238	568	0.5875	0.3412	0.5875	0.7665
0.3981	5.6436	570	0.5992	0.3533	0.5992	0.7741
0.3981	5.6634	572	0.5899	0.3533	0.5899	0.7681
0.3981	5.6832	574	0.5677	0.4074	0.5677	0.7535
0.3981	5.7030	576	0.5583	0.2970	0.5583	0.7472
0.3981	5.7228	578	0.5763	0.3488	0.5763	0.7591
0.3981	5.7426	580	0.5863	0.3371	0.5863	0.7657
0.3981	5.7624	582	0.5753	0.3609	0.5753	0.7585
0.3981	5.7822	584	0.5665	0.3136	0.5665	0.7526
0.3981	5.8020	586	0.6110	0.3953	0.6110	0.7816
0.3981	5.8218	588	0.6026	0.3953	0.6026	0.7763
0.3981	5.8416	590	0.5936	0.3953	0.5936	0.7704
0.3981	5.8614	592	0.5762	0.3086	0.5762	0.7591
0.3981	5.8812	594	0.5480	0.3295	0.5480	0.7403
0.3981	5.9010	596	0.5608	0.3488	0.5608	0.7489
0.3981	5.9208	598	0.5628	0.3488	0.5628	0.7502
0.3981	5.9406	600	0.5384	0.3374	0.5384	0.7338
0.3981	5.9604	602	0.5454	0.3924	0.5454	0.7385
0.3981	5.9802	604	0.5597	0.3000	0.5597	0.7481
0.3981	6.0	606	0.6093	0.3446	0.6093	0.7805
0.3981	6.0198	608	0.6112	0.2889	0.6112	0.7818
0.3981	6.0396	610	0.6101	0.2889	0.6101	0.7811
0.3981	6.0594	612	0.5671	0.4091	0.5671	0.7530
0.3981	6.0792	614	0.5500	0.4699	0.5500	0.7416
0.3981	6.0990	616	0.5347	0.4012	0.5347	0.7312
0.3981	6.1188	618	0.5288	0.3882	0.5288	0.7272
0.3981	6.1386	620	0.5250	0.3757	0.5250	0.7246
0.3981	6.1584	622	0.5292	0.3735	0.5292	0.7275
0.3981	6.1782	624	0.5245	0.4220	0.5245	0.7242
0.3981	6.1980	626	0.5255	0.3829	0.5255	0.7249
0.3981	6.2178	628	0.5317	0.3488	0.5317	0.7292
0.3981	6.2376	630	0.5353	0.3898	0.5353	0.7317
0.3981	6.2574	632	0.5611	0.4348	0.5611	0.7490
0.3981	6.2772	634	0.5616	0.4348	0.5616	0.7494
0.3981	6.2970	636	0.5502	0.3978	0.5502	0.7417
0.3981	6.3168	638	0.5689	0.4225	0.5689	0.7542
0.3981	6.3366	640	0.5728	0.3684	0.5728	0.7569
0.3981	6.3564	642	0.5580	0.3978	0.5580	0.7470
0.3981	6.3762	644	0.5537	0.4468	0.5537	0.7441
0.3981	6.3960	646	0.5546	0.3990	0.5546	0.7447
0.3981	6.4158	648	0.5494	0.3990	0.5494	0.7412
0.3981	6.4356	650	0.5440	0.4157	0.5440	0.7376
0.3981	6.4554	652	0.5413	0.3757	0.5413	0.7357
0.3981	6.4752	654	0.5417	0.3913	0.5417	0.7360
0.3981	6.4950	656	0.5725	0.4475	0.5725	0.7566
0.3981	6.5149	658	0.5805	0.4286	0.5805	0.7619
0.3981	6.5347	660	0.5465	0.4475	0.5465	0.7393
0.3981	6.5545	662	0.5264	0.3533	0.5264	0.7255
0.3981	6.5743	664	0.5283	0.3735	0.5283	0.7269
0.3981	6.5941	666	0.5329	0.3735	0.5329	0.7300
0.3981	6.6139	668	0.5314	0.3735	0.5314	0.7290
0.3981	6.6337	670	0.5251	0.3735	0.5251	0.7246
0.3981	6.6535	672	0.5342	0.4350	0.5342	0.7309
0.3981	6.6733	674	0.5354	0.3829	0.5354	0.7317
0.3981	6.6931	676	0.5374	0.3563	0.5374	0.7331
0.3981	6.7129	678	0.5674	0.3488	0.5674	0.7533
0.3981	6.7327	680	0.5636	0.3488	0.5636	0.7508
0.3981	6.7525	682	0.5398	0.3563	0.5398	0.7347
0.3981	6.7723	684	0.5603	0.4225	0.5603	0.7485
0.3981	6.7921	686	0.5871	0.4098	0.5871	0.7662
0.3981	6.8119	688	0.5651	0.4225	0.5651	0.7517
0.3981	6.8317	690	0.5373	0.4286	0.5373	0.7330
0.3981	6.8515	692	0.5326	0.3563	0.5326	0.7298
0.3981	6.8713	694	0.5467	0.3488	0.5467	0.7394
0.3981	6.8911	696	0.5336	0.3609	0.5336	0.7304
0.3981	6.9109	698	0.5232	0.3810	0.5232	0.7233
0.3981	6.9307	700	0.5333	0.3898	0.5333	0.7303
0.3981	6.9505	702	0.5379	0.3898	0.5379	0.7334
0.3981	6.9703	704	0.5321	0.3898	0.5321	0.7294
0.3981	6.9901	706	0.5401	0.3407	0.5401	0.7349
0.3981	7.0099	708	0.5509	0.3407	0.5509	0.7423
0.3981	7.0297	710	0.5589	0.3407	0.5589	0.7476
0.3981	7.0495	712	0.5423	0.3898	0.5423	0.7364
0.3981	7.0693	714	0.5425	0.4222	0.5425	0.7365
0.3981	7.0891	716	0.5538	0.3730	0.5538	0.7442
0.3981	7.1089	718	0.5810	0.3913	0.5810	0.7622
0.3981	7.1287	720	0.5924	0.3978	0.5924	0.7697
0.3981	7.1485	722	0.6084	0.3508	0.6084	0.7800
0.3981	7.1683	724	0.6142	0.3508	0.6142	0.7837
0.3981	7.1881	726	0.6225	0.3191	0.6225	0.7890
0.3981	7.2079	728	0.5936	0.3913	0.5936	0.7705
0.3981	7.2277	730	0.5701	0.4105	0.5701	0.7551
0.3981	7.2475	732	0.5729	0.4105	0.5729	0.7569
0.3981	7.2673	734	0.5896	0.3913	0.5896	0.7678
0.3981	7.2871	736	0.6189	0.3118	0.6189	0.7867
0.3981	7.3069	738	0.6437	0.3575	0.6437	0.8023
0.3981	7.3267	740	0.6791	0.3267	0.6791	0.8241
0.3981	7.3465	742	0.6665	0.3267	0.6665	0.8164
0.3981	7.3663	744	0.6575	0.3299	0.6575	0.8109
0.3981	7.3861	746	0.6006	0.3757	0.6006	0.7750
0.3981	7.4059	748	0.5561	0.3407	0.5561	0.7457
0.3981	7.4257	750	0.5528	0.3829	0.5528	0.7435
0.3981	7.4455	752	0.5604	0.3412	0.5604	0.7486
0.3981	7.4653	754	0.5580	0.3412	0.5580	0.7470
0.3981	7.4851	756	0.5516	0.3829	0.5516	0.7427
0.3981	7.5050	758	0.5493	0.3953	0.5493	0.7411
0.3981	7.5248	760	0.5502	0.3898	0.5502	0.7417
0.3981	7.5446	762	0.5503	0.3898	0.5503	0.7418
0.3981	7.5644	764	0.5610	0.3797	0.5610	0.7490
0.3981	7.5842	766	0.5761	0.4157	0.5761	0.7590
0.3981	7.6040	768	0.5724	0.3591	0.5724	0.7565
0.3981	7.6238	770	0.5718	0.3913	0.5718	0.7562
0.3981	7.6436	772	0.5691	0.3913	0.5691	0.7544
0.3981	7.6634	774	0.5532	0.4286	0.5532	0.7438
0.3981	7.6832	776	0.5546	0.4286	0.5546	0.7447
0.3981	7.7030	778	0.5584	0.4595	0.5584	0.7472
0.3981	7.7228	780	0.5631	0.4595	0.5631	0.7504
0.3981	7.7426	782	0.5681	0.4595	0.5681	0.7537
0.3981	7.7624	784	0.5720	0.4105	0.5720	0.7563
0.3981	7.7822	786	0.5618	0.4595	0.5618	0.7496
0.3981	7.8020	788	0.5551	0.4667	0.5551	0.7451
0.3981	7.8218	790	0.5502	0.4286	0.5502	0.7417
0.3981	7.8416	792	0.5539	0.3913	0.5539	0.7442
0.3981	7.8614	794	0.5821	0.4286	0.5821	0.7629
0.3981	7.8812	796	0.6399	0.3299	0.6399	0.7999
0.3981	7.9010	798	0.6657	0.3299	0.6657	0.8159
0.3981	7.9208	800	0.6476	0.3299	0.6476	0.8047
0.3981	7.9406	802	0.5926	0.3778	0.5926	0.7698
0.3981	7.9604	804	0.5508	0.3913	0.5508	0.7422
0.3981	7.9802	806	0.5382	0.3533	0.5382	0.7336
0.3981	8.0	808	0.5392	0.3533	0.5392	0.7343
0.3981	8.0198	810	0.5419	0.3882	0.5419	0.7361
0.3981	8.0396	812	0.5470	0.4350	0.5470	0.7396
0.3981	8.0594	814	0.5746	0.4033	0.5746	0.7580
0.3981	8.0792	816	0.6272	0.3161	0.6272	0.7919
0.3981	8.0990	818	0.6471	0.3231	0.6471	0.8044
0.3981	8.1188	820	0.6212	0.3617	0.6212	0.7882
0.3981	8.1386	822	0.5789	0.4157	0.5789	0.7609
0.3981	8.1584	824	0.5618	0.3797	0.5618	0.7495
0.3981	8.1782	826	0.5550	0.3829	0.5550	0.7450
0.3981	8.1980	828	0.5572	0.4033	0.5572	0.7464
0.3981	8.2178	830	0.5599	0.4033	0.5599	0.7482
0.3981	8.2376	832	0.5645	0.3829	0.5645	0.7514
0.3981	8.2574	834	0.5908	0.3333	0.5908	0.7687
0.3981	8.2772	836	0.6187	0.3161	0.6187	0.7866
0.3981	8.2970	838	0.6350	0.3161	0.6350	0.7969
0.3981	8.3168	840	0.6231	0.3617	0.6231	0.7893
0.3981	8.3366	842	0.5901	0.3661	0.5901	0.7682
0.3981	8.3564	844	0.5652	0.3797	0.5652	0.7518
0.3981	8.3762	846	0.5599	0.4350	0.5599	0.7483
0.3981	8.3960	848	0.5562	0.3829	0.5562	0.7458
0.3981	8.4158	850	0.5546	0.3412	0.5546	0.7447
0.3981	8.4356	852	0.5591	0.3797	0.5591	0.7478
0.3981	8.4554	854	0.5721	0.4033	0.5721	0.7564
0.3981	8.4752	856	0.5733	0.4033	0.5733	0.7572
0.3981	8.4950	858	0.5691	0.4348	0.5691	0.7544
0.3981	8.5149	860	0.5661	0.3797	0.5661	0.7524
0.3981	8.5347	862	0.5636	0.3797	0.5636	0.7507
0.3981	8.5545	864	0.5604	0.4595	0.5604	0.7486
0.3981	8.5743	866	0.5611	0.4595	0.5611	0.7491
0.3981	8.5941	868	0.5638	0.4595	0.5638	0.7508
0.3981	8.6139	870	0.5645	0.4595	0.5645	0.7513
0.3981	8.6337	872	0.5680	0.4286	0.5680	0.7537
0.3981	8.6535	874	0.5717	0.3797	0.5717	0.7561
0.3981	8.6733	876	0.5753	0.3797	0.5753	0.7585
0.3981	8.6931	878	0.5704	0.3797	0.5704	0.7553
0.3981	8.7129	880	0.5679	0.3797	0.5679	0.7536
0.3981	8.7327	882	0.5611	0.4286	0.5611	0.7491
0.3981	8.7525	884	0.5550	0.4162	0.5550	0.7450
0.3981	8.7723	886	0.5532	0.4162	0.5532	0.7437
0.3981	8.7921	888	0.5537	0.3829	0.5537	0.7441
0.3981	8.8119	890	0.5559	0.4162	0.5559	0.7456
0.3981	8.8317	892	0.5621	0.4286	0.5621	0.7497
0.3981	8.8515	894	0.5727	0.3797	0.5727	0.7568
0.3981	8.8713	896	0.5796	0.3797	0.5796	0.7613
0.3981	8.8911	898	0.5937	0.3591	0.5937	0.7705
0.3981	8.9109	900	0.6084	0.3191	0.6084	0.7800
0.3981	8.9307	902	0.6142	0.3161	0.6142	0.7837
0.3981	8.9505	904	0.6127	0.2670	0.6127	0.7827
0.3981	8.9703	906	0.6043	0.2670	0.6043	0.7773
0.3981	8.9901	908	0.5982	0.3118	0.5982	0.7734
0.3981	9.0099	910	0.5906	0.3797	0.5906	0.7685
0.3981	9.0297	912	0.5851	0.3797	0.5851	0.7649
0.3981	9.0495	914	0.5847	0.3797	0.5847	0.7647
0.3981	9.0693	916	0.5790	0.3797	0.5790	0.7610
0.3981	9.0891	918	0.5778	0.3797	0.5778	0.7601
0.3981	9.1089	920	0.5799	0.3797	0.5799	0.7615
0.3981	9.1287	922	0.5861	0.3797	0.5861	0.7656
0.3981	9.1485	924	0.5898	0.3797	0.5898	0.7680
0.3981	9.1683	926	0.5966	0.3016	0.5966	0.7724
0.3981	9.1881	928	0.5969	0.3016	0.5969	0.7726
0.3981	9.2079	930	0.5964	0.3016	0.5964	0.7723
0.3981	9.2277	932	0.5959	0.3016	0.5959	0.7719
0.3981	9.2475	934	0.5982	0.3016	0.5982	0.7735
0.3981	9.2673	936	0.5992	0.3661	0.5992	0.7741
0.3981	9.2871	938	0.5973	0.3661	0.5973	0.7728
0.3981	9.3069	940	0.5908	0.3478	0.5908	0.7687
0.3981	9.3267	942	0.5887	0.3478	0.5887	0.7673
0.3981	9.3465	944	0.5844	0.3478	0.5844	0.7645
0.3981	9.3663	946	0.5832	0.3478	0.5832	0.7637
0.3981	9.3861	948	0.5781	0.3478	0.5781	0.7603
0.3981	9.4059	950	0.5716	0.3797	0.5716	0.7560
0.3981	9.4257	952	0.5664	0.3797	0.5664	0.7526
0.3981	9.4455	954	0.5650	0.3797	0.5650	0.7516
0.3981	9.4653	956	0.5659	0.3797	0.5659	0.7523
0.3981	9.4851	958	0.5683	0.3797	0.5683	0.7538
0.3981	9.5050	960	0.5705	0.3797	0.5705	0.7553
0.3981	9.5248	962	0.5710	0.3797	0.5710	0.7556
0.3981	9.5446	964	0.5724	0.3797	0.5724	0.7566
0.3981	9.5644	966	0.5743	0.3797	0.5743	0.7578
0.3981	9.5842	968	0.5741	0.3797	0.5741	0.7577
0.3981	9.6040	970	0.5736	0.3797	0.5736	0.7573
0.3981	9.6238	972	0.5727	0.3797	0.5727	0.7568
0.3981	9.6436	974	0.5705	0.3797	0.5705	0.7553
0.3981	9.6634	976	0.5704	0.3797	0.5704	0.7553
0.3981	9.6832	978	0.5714	0.3797	0.5714	0.7559
0.3981	9.7030	980	0.5715	0.3797	0.5715	0.7560
0.3981	9.7228	982	0.5713	0.3797	0.5713	0.7558
0.3981	9.7426	984	0.5707	0.3797	0.5707	0.7554
0.3981	9.7624	986	0.5713	0.3797	0.5713	0.7558
0.3981	9.7822	988	0.5721	0.3797	0.5721	0.7564
0.3981	9.8020	990	0.5720	0.3797	0.5720	0.7563
0.3981	9.8218	992	0.5724	0.3797	0.5724	0.7566
0.3981	9.8416	994	0.5727	0.3797	0.5727	0.7568
0.3981	9.8614	996	0.5724	0.3797	0.5724	0.7566
0.3981	9.8812	998	0.5722	0.3797	0.5722	0.7564
0.0789	9.9010	1000	0.5724	0.3797	0.5724	0.7566
0.0789	9.9208	1002	0.5725	0.3797	0.5725	0.7567
0.0789	9.9406	1004	0.5726	0.3797	0.5726	0.7567
0.0789	9.9604	1006	0.5726	0.3797	0.5726	0.7567
0.0789	9.9802	1008	0.5726	0.3797	0.5726	0.7567
0.0789	10.0	1010	0.5726	0.3797	0.5726	0.7567

Framework versions

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