ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k18_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: 0.6990
• Qwk: 0.2000
• Mse: 0.6990
• Rmse: 0.8360

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	0.0190	2	3.2404	-0.0138	3.2404	1.8001
No log	0.0381	4	2.2165	-0.0494	2.2165	1.4888
No log	0.0571	6	1.3992	0.0255	1.3992	1.1829
No log	0.0762	8	1.0745	0.0255	1.0745	1.0366
No log	0.0952	10	1.1095	0.0294	1.1095	1.0533
No log	0.1143	12	1.0434	0.0038	1.0434	1.0215
No log	0.1333	14	0.8393	0.0388	0.8393	0.9161
No log	0.1524	16	0.7491	0.1050	0.7491	0.8655
No log	0.1714	18	0.7088	0.2637	0.7088	0.8419
No log	0.1905	20	0.8258	0.1545	0.8258	0.9088
No log	0.2095	22	1.0784	0.0	1.0784	1.0385
No log	0.2286	24	1.5449	0.0	1.5449	1.2429
No log	0.2476	26	1.4494	0.0	1.4494	1.2039
No log	0.2667	28	1.1094	0.0	1.1094	1.0533
No log	0.2857	30	0.9148	0.0698	0.9148	0.9564
No log	0.3048	32	0.9203	0.1429	0.9203	0.9593
No log	0.3238	34	1.1590	0.0	1.1590	1.0766
No log	0.3429	36	1.2303	0.0	1.2303	1.1092
No log	0.3619	38	0.9795	0.1111	0.9795	0.9897
No log	0.3810	40	0.8908	0.1165	0.8908	0.9438
No log	0.4	42	0.9686	0.1111	0.9686	0.9842
No log	0.4190	44	1.2459	0.0345	1.2459	1.1162
No log	0.4381	46	1.2730	0.0	1.2730	1.1283
No log	0.4571	48	0.9106	0.1934	0.9106	0.9543
No log	0.4762	50	0.7289	0.0833	0.7289	0.8537
No log	0.4952	52	0.8140	-0.0323	0.8140	0.9022
No log	0.5143	54	1.0604	0.0947	1.0604	1.0298
No log	0.5333	56	1.4251	0.0	1.4251	1.1938
No log	0.5524	58	1.1531	0.0431	1.1531	1.0738
No log	0.5714	60	0.8596	0.2000	0.8596	0.9271
No log	0.5905	62	0.7618	0.0857	0.7618	0.8728
No log	0.6095	64	0.6563	-0.0256	0.6563	0.8101
No log	0.6286	66	0.6029	0.2222	0.6029	0.7765
No log	0.6476	68	0.5966	0.1667	0.5966	0.7724
No log	0.6667	70	0.7240	-0.0222	0.7240	0.8509
No log	0.6857	72	1.0004	0.0569	1.0004	1.0002
No log	0.7048	74	1.2256	0.0	1.2256	1.1071
No log	0.7238	76	1.0697	0.0345	1.0697	1.0342
No log	0.7429	78	0.8289	0.1228	0.8289	0.9104
No log	0.7619	80	0.7800	0.2410	0.7800	0.8832
No log	0.7810	82	0.6740	0.1905	0.6740	0.8210
No log	0.8	84	0.5889	0.0815	0.5889	0.7674
No log	0.8190	86	0.6133	0.1206	0.6133	0.7831
No log	0.8381	88	0.8323	0.0707	0.8323	0.9123
No log	0.8571	90	1.2008	-0.0039	1.2008	1.0958
No log	0.8762	92	1.0776	-0.0129	1.0776	1.0381
No log	0.8952	94	0.7080	-0.0314	0.7080	0.8414
No log	0.9143	96	0.5445	0.1773	0.5445	0.7379
No log	0.9333	98	0.6747	0.0952	0.6747	0.8214
No log	0.9524	100	0.7148	0.0805	0.7148	0.8454
No log	0.9714	102	0.5818	0.0909	0.5818	0.7627
No log	0.9905	104	0.7203	0.0805	0.7203	0.8487
No log	1.0095	106	0.7995	0.0995	0.7995	0.8941
No log	1.0286	108	0.8958	0.1927	0.8958	0.9465
No log	1.0476	110	0.9419	0.2696	0.9419	0.9705
No log	1.0667	112	0.7507	0.3200	0.7507	0.8664
No log	1.0857	114	0.5782	0.1020	0.5782	0.7604
No log	1.1048	116	0.5531	0.0303	0.5531	0.7437
No log	1.1238	118	0.6157	0.0815	0.6157	0.7847
No log	1.1429	120	0.7464	-0.0476	0.7464	0.8640
No log	1.1619	122	1.0151	0.0877	1.0151	1.0075
No log	1.1810	124	0.9731	0.0933	0.9731	0.9864
No log	1.2	126	0.8066	-0.2000	0.8066	0.8981
No log	1.2190	128	0.7518	-0.0370	0.7518	0.8671
No log	1.2381	130	0.7157	0.0123	0.7157	0.8460
No log	1.2571	132	0.9034	0.0249	0.9034	0.9505
No log	1.2762	134	1.0264	0.1718	1.0264	1.0131
No log	1.2952	136	0.7403	0.1038	0.7403	0.8604
No log	1.3143	138	0.6040	0.1392	0.6040	0.7772
No log	1.3333	140	0.7206	0.1568	0.7206	0.8489
No log	1.3524	142	0.7516	0.1848	0.7516	0.8669
No log	1.3714	144	0.7237	0.2676	0.7237	0.8507
No log	1.3905	146	0.7573	0.2153	0.7573	0.8702
No log	1.4095	148	0.7648	0.1776	0.7648	0.8745
No log	1.4286	150	0.8530	0.2531	0.8530	0.9236
No log	1.4476	152	1.0791	0.1714	1.0791	1.0388
No log	1.4667	154	0.8918	0.1799	0.8918	0.9443
No log	1.4857	156	0.6453	0.2169	0.6453	0.8033
No log	1.5048	158	1.1714	0.0431	1.1714	1.0823
No log	1.5238	160	1.5337	0.0255	1.5337	1.2384
No log	1.5429	162	1.4108	0.0	1.4108	1.1878
No log	1.5619	164	1.0656	0.0431	1.0656	1.0323
No log	1.5810	166	0.7553	0.1111	0.7553	0.8691
No log	1.6	168	0.6654	0.0877	0.6654	0.8157
No log	1.6190	170	0.6380	-0.0207	0.6380	0.7987
No log	1.6381	172	0.6569	-0.0061	0.6569	0.8105
No log	1.6571	174	0.6921	-0.0058	0.6921	0.8319
No log	1.6762	176	0.9087	0.1228	0.9087	0.9533
No log	1.6952	178	1.2946	0.0462	1.2946	1.1378
No log	1.7143	180	1.4536	0.0316	1.4536	1.2057
No log	1.7333	182	1.2669	0.0491	1.2669	1.1256
No log	1.7524	184	0.9967	0.1228	0.9967	0.9984
No log	1.7714	186	0.7829	0.0531	0.7829	0.8848
No log	1.7905	188	0.6977	0.0707	0.6977	0.8353
No log	1.8095	190	0.6851	0.1345	0.6851	0.8277
No log	1.8286	192	0.6981	0.1304	0.6981	0.8355
No log	1.8476	194	0.8035	0.0045	0.8035	0.8964
No log	1.8667	196	0.8864	0.0661	0.8864	0.9415
No log	1.8857	198	0.8559	0.0189	0.8559	0.9252
No log	1.9048	200	0.8526	0.0051	0.8526	0.9234
No log	1.9238	202	0.9348	-0.0681	0.9348	0.9668
No log	1.9429	204	1.0222	-0.0605	1.0222	1.0110
No log	1.9619	206	1.1143	-0.0776	1.1143	1.0556
No log	1.9810	208	1.1052	-0.0841	1.1052	1.0513
No log	2.0	210	1.0017	-0.0667	1.0017	1.0008
No log	2.0190	212	0.9794	0.0	0.9794	0.9897
No log	2.0381	214	0.9771	0.0239	0.9771	0.9885
No log	2.0571	216	1.0191	0.0095	1.0191	1.0095
No log	2.0762	218	1.0403	-0.0507	1.0403	1.0200
No log	2.0952	220	0.9890	-0.0093	0.9890	0.9945
No log	2.1143	222	1.0572	-0.0507	1.0572	1.0282
No log	2.1333	224	1.0972	-0.0450	1.0972	1.0475
No log	2.1524	226	1.0088	0.1005	1.0088	1.0044
No log	2.1714	228	0.9573	-0.0761	0.9573	0.9784
No log	2.1905	230	0.9793	0.0631	0.9793	0.9896
No log	2.2095	232	1.0466	0.0279	1.0466	1.0230
No log	2.2286	234	1.0381	0.0270	1.0381	1.0189
No log	2.2476	236	0.9338	0.0359	0.9338	0.9663
No log	2.2667	238	0.9005	0.0053	0.9005	0.9490
No log	2.2857	240	0.8295	0.1086	0.8295	0.9108
No log	2.3048	242	0.8117	0.1011	0.8117	0.9009
No log	2.3238	244	0.8618	0.1111	0.8618	0.9283
No log	2.3429	246	0.8766	0.1443	0.8766	0.9362
No log	2.3619	248	0.8657	0.0863	0.8657	0.9305
No log	2.3810	250	0.9340	0.1045	0.9340	0.9665
No log	2.4	252	0.9678	0.1005	0.9678	0.9838
No log	2.4190	254	0.9086	-0.0341	0.9086	0.9532
No log	2.4381	256	0.9729	0.0512	0.9729	0.9864
No log	2.4571	258	1.0348	-0.0133	1.0348	1.0172
No log	2.4762	260	1.0876	-0.0043	1.0876	1.0429
No log	2.4952	262	1.0794	-0.0175	1.0794	1.0389
No log	2.5143	264	1.0786	0.0085	1.0786	1.0385
No log	2.5333	266	1.0580	-0.0133	1.0580	1.0286
No log	2.5524	268	1.0545	0.0717	1.0545	1.0269
No log	2.5714	270	1.0612	0.0400	1.0612	1.0302
No log	2.5905	272	1.0564	0.0042	1.0564	1.0278
No log	2.6095	274	1.2965	-0.0104	1.2965	1.1387
No log	2.6286	276	1.2672	-0.0033	1.2672	1.1257
No log	2.6476	278	1.0275	0.0476	1.0275	1.0137
No log	2.6667	280	0.9315	0.0459	0.9315	0.9651
No log	2.6857	282	1.1067	0.0320	1.1067	1.0520
No log	2.7048	284	1.1264	0.0270	1.1264	1.0613
No log	2.7238	286	0.9526	0.0320	0.9526	0.9760
No log	2.7429	288	0.7938	0.1848	0.7938	0.8910
No log	2.7619	290	0.8598	0.1068	0.8598	0.9273
No log	2.7810	292	0.8623	0.0385	0.8623	0.9286
No log	2.8	294	0.7731	0.1111	0.7731	0.8793
No log	2.8190	296	0.7705	0.2893	0.7705	0.8778
No log	2.8381	298	0.8576	0.0968	0.8576	0.9261
No log	2.8571	300	0.8523	0.0991	0.8523	0.9232
No log	2.8762	302	0.7964	0.2233	0.7964	0.8924
No log	2.8952	304	0.8733	0.0631	0.8733	0.9345
No log	2.9143	306	1.0877	0.0672	1.0877	1.0429
No log	2.9333	308	1.1295	0.0769	1.1295	1.0628
No log	2.9524	310	0.9380	0.0092	0.9380	0.9685
No log	2.9714	312	0.8073	0.1088	0.8073	0.8985
No log	2.9905	314	0.8629	0.0291	0.8629	0.9289
No log	3.0095	316	0.9463	0.0711	0.9463	0.9728
No log	3.0286	318	0.8208	0.0495	0.8208	0.9060
No log	3.0476	320	0.7089	0.1475	0.7089	0.8420
No log	3.0667	322	0.7526	0.1648	0.7526	0.8676
No log	3.0857	324	0.7882	0.0164	0.7882	0.8878
No log	3.1048	326	0.7663	0.0108	0.7663	0.8754
No log	3.1238	328	0.7381	0.0838	0.7381	0.8591
No log	3.1429	330	0.7115	0.1220	0.7115	0.8435
No log	3.1619	332	0.7157	0.1220	0.7157	0.8460
No log	3.1810	334	0.7077	0.1617	0.7077	0.8412
No log	3.2	336	0.7058	0.1617	0.7058	0.8401
No log	3.2190	338	0.7279	0.1543	0.7279	0.8532
No log	3.2381	340	0.7537	0.1135	0.7537	0.8681
No log	3.2571	342	0.7892	0.1158	0.7892	0.8884
No log	3.2762	344	0.8236	0.0833	0.8236	0.9075
No log	3.2952	346	0.9328	0.1131	0.9328	0.9658
No log	3.3143	348	1.0153	0.0244	1.0153	1.0076
No log	3.3333	350	0.9373	0.0943	0.9373	0.9681
No log	3.3524	352	0.8986	0.0680	0.8986	0.9479
No log	3.3714	354	0.9001	-0.0286	0.9001	0.9487
No log	3.3905	356	0.9209	0.0095	0.9209	0.9597
No log	3.4095	358	0.9366	0.0140	0.9366	0.9678
No log	3.4286	360	0.9701	0.0320	0.9701	0.9849
No log	3.4476	362	0.9474	0.0182	0.9474	0.9734
No log	3.4667	364	0.9602	0.0320	0.9602	0.9799
No log	3.4857	366	0.9653	0.0320	0.9653	0.9825
No log	3.5048	368	0.9197	-0.0182	0.9197	0.9590
No log	3.5238	370	0.9029	0.0249	0.9029	0.9502
No log	3.5429	372	0.9518	0.0182	0.9518	0.9756
No log	3.5619	374	0.9308	0.1193	0.9308	0.9648
No log	3.5810	376	0.9668	0.0690	0.9668	0.9833
No log	3.6	378	0.8625	0.0400	0.8625	0.9287
No log	3.6190	380	0.7950	0.1088	0.7950	0.8916
No log	3.6381	382	0.7741	0.0359	0.7741	0.8798
No log	3.6571	384	0.7653	0.0359	0.7653	0.8748
No log	3.6762	386	0.7529	0.0359	0.7529	0.8677
No log	3.6952	388	0.7272	0.1064	0.7272	0.8528
No log	3.7143	390	0.7196	0.2000	0.7196	0.8483
No log	3.7333	392	0.7015	0.2000	0.7015	0.8375
No log	3.7524	394	0.6981	0.1381	0.6981	0.8355
No log	3.7714	396	0.7230	0.1038	0.7230	0.8503
No log	3.7905	398	0.7543	0.1064	0.7543	0.8685
No log	3.8095	400	0.7779	0.0995	0.7779	0.8820
No log	3.8286	402	0.7642	0.0769	0.7642	0.8742
No log	3.8476	404	0.7597	0.1489	0.7597	0.8716
No log	3.8667	406	0.7730	0.0417	0.7730	0.8792
No log	3.8857	408	0.7963	0.0108	0.7963	0.8924
No log	3.9048	410	0.8170	-0.0101	0.8170	0.9039
No log	3.9238	412	0.8209	0.0698	0.8209	0.9060
No log	3.9429	414	0.8496	0.2000	0.8496	0.9217
No log	3.9619	416	0.8676	0.1600	0.8676	0.9314
No log	3.9810	418	0.8201	0.0909	0.8201	0.9056
No log	4.0	420	0.8269	0.0601	0.8269	0.9094
No log	4.0190	422	0.8906	-0.0417	0.8906	0.9437
No log	4.0381	424	0.8919	-0.0462	0.8919	0.9444
No log	4.0571	426	0.8457	0.0576	0.8457	0.9196
No log	4.0762	428	0.8590	0.1683	0.8590	0.9268
No log	4.0952	430	0.8508	0.1357	0.8508	0.9224
No log	4.1143	432	0.8194	0.0870	0.8194	0.9052
No log	4.1333	434	0.8246	0.0703	0.8246	0.9080
No log	4.1524	436	0.8610	-0.0341	0.8610	0.9279
No log	4.1714	438	0.8233	0.0703	0.8233	0.9073
No log	4.1905	440	0.8027	0.0870	0.8027	0.8959
No log	4.2095	442	0.8178	0.1549	0.8178	0.9043
No log	4.2286	444	0.8197	0.1503	0.8197	0.9054
No log	4.2476	446	0.8720	0.0303	0.8720	0.9338
No log	4.2667	448	0.9764	0.0638	0.9764	0.9881
No log	4.2857	450	0.9966	0.1013	0.9966	0.9983
No log	4.3048	452	0.9782	0.1013	0.9782	0.9890
No log	4.3238	454	0.9805	0.1013	0.9805	0.9902
No log	4.3429	456	0.9118	0.0095	0.9118	0.9549
No log	4.3619	458	0.8387	0.0899	0.8387	0.9158
No log	4.3810	460	0.8230	0.0417	0.8230	0.9072
No log	4.4	462	0.8439	0.1429	0.8439	0.9186
No log	4.4190	464	0.8265	0.0164	0.8265	0.9091
No log	4.4381	466	0.8289	0.0667	0.8289	0.9104
No log	4.4571	468	0.8663	0.0151	0.8663	0.9308
No log	4.4762	470	0.8871	0.0680	0.8871	0.9419
No log	4.4952	472	0.9300	0.1131	0.9300	0.9643
No log	4.5143	474	0.8814	0.1090	0.8814	0.9388
No log	4.5333	476	0.8059	0.0863	0.8059	0.8977
No log	4.5524	478	0.7899	0.0968	0.7899	0.8887
No log	4.5714	480	0.8027	0.0968	0.8027	0.8959
No log	4.5905	482	0.8302	0.1917	0.8302	0.9111
No log	4.6095	484	0.8026	0.2086	0.8026	0.8959
No log	4.6286	486	0.7842	0.1739	0.7842	0.8855
No log	4.6476	488	0.7679	0.1064	0.7679	0.8763
No log	4.6667	490	0.7597	0.1364	0.7597	0.8716
No log	4.6857	492	0.8133	0.1269	0.8133	0.9018
No log	4.7048	494	0.8013	0.0833	0.8013	0.8952
No log	4.7238	496	0.7534	0.1732	0.7534	0.8680
No log	4.7429	498	0.7945	0.2169	0.7945	0.8914
0.4941	4.7619	500	0.7971	0.1579	0.7971	0.8928
0.4941	4.7810	502	0.7266	0.1910	0.7266	0.8524
0.4941	4.8	504	0.7365	0.125	0.7365	0.8582
0.4941	4.8190	506	0.7881	0.2222	0.7881	0.8877
0.4941	4.8381	508	0.7465	0.2233	0.7465	0.8640
0.4941	4.8571	510	0.6710	0.2421	0.6710	0.8191
0.4941	4.8762	512	0.6403	0.2809	0.6403	0.8002
0.4941	4.8952	514	0.6575	0.2457	0.6575	0.8109
0.4941	4.9143	516	0.6914	0.2865	0.6914	0.8315
0.4941	4.9333	518	0.7051	0.2593	0.7051	0.8397
0.4941	4.9524	520	0.7202	0.2332	0.7202	0.8487
0.4941	4.9714	522	0.8679	0.1464	0.8679	0.9316
0.4941	4.9905	524	1.1339	0.1719	1.1339	1.0648
0.4941	5.0095	526	1.1954	0.1458	1.1954	1.0934
0.4941	5.0286	528	1.0874	0.1714	1.0874	1.0428
0.4941	5.0476	530	0.8675	0.1441	0.8675	0.9314
0.4941	5.0667	532	0.7016	0.2000	0.7016	0.8376
0.4941	5.0857	534	0.7268	0.2994	0.7268	0.8525
0.4941	5.1048	536	0.7527	0.2727	0.7527	0.8676
0.4941	5.1238	538	0.6918	0.3224	0.6918	0.8318
0.4941	5.1429	540	0.6136	0.2533	0.6136	0.7833
0.4941	5.1619	542	0.6515	0.2179	0.6515	0.8072
0.4941	5.1810	544	0.7258	0.1020	0.7258	0.8519
0.4941	5.2	546	0.7413	0.1388	0.7413	0.8610
0.4941	5.2190	548	0.6997	0.1304	0.6997	0.8365
0.4941	5.2381	550	0.6907	0.2265	0.6907	0.8311
0.4941	5.2571	552	0.7380	0.3333	0.7380	0.8590
0.4941	5.2762	554	0.7577	0.3299	0.7577	0.8705
0.4941	5.2952	556	0.7577	0.2245	0.7577	0.8705
0.4941	5.3143	558	0.8172	0.0566	0.8172	0.9040
0.4941	5.3333	560	0.8938	0.1464	0.8938	0.9454
0.4941	5.3524	562	0.8678	0.1453	0.8678	0.9316
0.4941	5.3714	564	0.8375	0.1071	0.8375	0.9151
0.4941	5.3905	566	0.8118	0.1050	0.8118	0.9010
0.4941	5.4095	568	0.7097	0.1304	0.7097	0.8424
0.4941	5.4286	570	0.6450	0.2360	0.6450	0.8031
0.4941	5.4476	572	0.6410	0.3023	0.6410	0.8006
0.4941	5.4667	574	0.6478	0.4091	0.6478	0.8049
0.4941	5.4857	576	0.6340	0.4091	0.6340	0.7963
0.4941	5.5048	578	0.6170	0.3253	0.6170	0.7855
0.4941	5.5238	580	0.6312	0.1716	0.6312	0.7945
0.4941	5.5429	582	0.7184	0.1739	0.7184	0.8476
0.4941	5.5619	584	0.7820	0.1028	0.7820	0.8843
0.4941	5.5810	586	0.7453	0.1005	0.7453	0.8633
0.4941	5.6	588	0.6924	0.1285	0.6924	0.8321
0.4941	5.6190	590	0.6769	0.2688	0.6769	0.8227
0.4941	5.6381	592	0.6958	0.3161	0.6958	0.8341
0.4941	5.6571	594	0.7100	0.3161	0.7100	0.8426
0.4941	5.6762	596	0.7054	0.3161	0.7054	0.8399
0.4941	5.6952	598	0.6945	0.3161	0.6945	0.8334
0.4941	5.7143	600	0.6921	0.2245	0.6921	0.8319
0.4941	5.7333	602	0.7623	0.1765	0.7623	0.8731
0.4941	5.7524	604	0.8174	0.1092	0.8174	0.9041
0.4941	5.7714	606	0.7953	0.1781	0.7953	0.8918
0.4941	5.7905	608	0.7225	0.0863	0.7225	0.8500
0.4941	5.8095	610	0.6782	0.1915	0.6782	0.8236
0.4941	5.8286	612	0.6675	0.2542	0.6675	0.8170
0.4941	5.8476	614	0.6702	0.3333	0.6702	0.8187
0.4941	5.8667	616	0.6640	0.2644	0.6640	0.8149
0.4941	5.8857	618	0.6710	0.0769	0.6710	0.8191
0.4941	5.9048	620	0.6626	0.0734	0.6626	0.8140
0.4941	5.9238	622	0.6762	0.0769	0.6762	0.8223
0.4941	5.9429	624	0.6939	0.0769	0.6939	0.8330
0.4941	5.9619	626	0.7040	0.0769	0.7040	0.8390
0.4941	5.9810	628	0.6947	0.0769	0.6947	0.8335
0.4941	6.0	630	0.7077	0.2083	0.7077	0.8413
0.4941	6.0190	632	0.7287	0.1340	0.7287	0.8536
0.4941	6.0381	634	0.7644	0.0495	0.7644	0.8743
0.4941	6.0571	636	0.7903	0.0531	0.7903	0.8890
0.4941	6.0762	638	0.7605	0.1429	0.7605	0.8720
0.4941	6.0952	640	0.7468	0.2830	0.7468	0.8642
0.4941	6.1143	642	0.7498	0.2464	0.7498	0.8659
0.4941	6.1333	644	0.7589	0.2893	0.7589	0.8712
0.4941	6.1524	646	0.7726	0.2941	0.7726	0.8790
0.4941	6.1714	648	0.7546	0.3043	0.7546	0.8687
0.4941	6.1905	650	0.7225	0.2766	0.7225	0.8500
0.4941	6.2095	652	0.7562	0.0829	0.7562	0.8696
0.4941	6.2286	654	0.8076	0.0622	0.8076	0.8987
0.4941	6.2476	656	0.8016	0.0622	0.8016	0.8953
0.4941	6.2667	658	0.7488	0.125	0.7488	0.8653
0.4941	6.2857	660	0.7171	0.2273	0.7171	0.8468
0.4941	6.3048	662	0.7637	0.1667	0.7637	0.8739
0.4941	6.3238	664	0.8104	0.1357	0.8104	0.9002
0.4941	6.3429	666	0.8045	0.1158	0.8045	0.8970
0.4941	6.3619	668	0.7468	0.2444	0.7468	0.8642
0.4941	6.3810	670	0.7209	0.2258	0.7209	0.8491
0.4941	6.4	672	0.7518	0.1590	0.7518	0.8671
0.4941	6.4190	674	0.8073	0.1481	0.8073	0.8985
0.4941	6.4381	676	0.8229	0.0442	0.8229	0.9071
0.4941	6.4571	678	0.7755	0.1456	0.7755	0.8806
0.4941	6.4762	680	0.7238	0.1590	0.7238	0.8508
0.4941	6.4952	682	0.7032	0.1461	0.7032	0.8385
0.4941	6.5143	684	0.7034	0.2088	0.7034	0.8387
0.4941	6.5333	686	0.7099	0.1489	0.7099	0.8426
0.4941	6.5524	688	0.7142	0.2000	0.7142	0.8451
0.4941	6.5714	690	0.7265	0.1590	0.7265	0.8523
0.4941	6.5905	692	0.7357	0.12	0.7357	0.8577
0.4941	6.6095	694	0.7398	0.1220	0.7398	0.8601
0.4941	6.6286	696	0.7346	0.1220	0.7346	0.8571
0.4941	6.6476	698	0.7525	0.1469	0.7525	0.8675
0.4941	6.6667	700	0.7613	0.1469	0.7613	0.8725
0.4941	6.6857	702	0.7254	0.0612	0.7254	0.8517
0.4941	6.7048	704	0.6941	0.1135	0.6941	0.8331
0.4941	6.7238	706	0.6854	0.1135	0.6854	0.8279
0.4941	6.7429	708	0.6792	0.1489	0.6792	0.8241
0.4941	6.7619	710	0.6797	0.1489	0.6797	0.8244
0.4941	6.7810	712	0.6927	0.1135	0.6927	0.8323
0.4941	6.8	714	0.6864	0.1913	0.6864	0.8285
0.4941	6.8190	716	0.6843	0.1913	0.6843	0.8272
0.4941	6.8381	718	0.6969	0.0737	0.6969	0.8348
0.4941	6.8571	720	0.6870	0.0769	0.6870	0.8288
0.4941	6.8762	722	0.6756	0.1135	0.6756	0.8219
0.4941	6.8952	724	0.6492	0.1913	0.6492	0.8057
0.4941	6.9143	726	0.6396	0.2609	0.6396	0.7998
0.4941	6.9333	728	0.6400	0.1910	0.6400	0.8000
0.4941	6.9524	730	0.6421	0.1913	0.6421	0.8013
0.4941	6.9714	732	0.6473	0.1913	0.6473	0.8046
0.4941	6.9905	734	0.6694	0.0939	0.6694	0.8182
0.4941	7.0095	736	0.7069	0.1045	0.7069	0.8408
0.4941	7.0286	738	0.7386	0.1068	0.7386	0.8594
0.4941	7.0476	740	0.7505	0.1068	0.7505	0.8663
0.4941	7.0667	742	0.7437	0.1321	0.7437	0.8624
0.4941	7.0857	744	0.7478	0.1304	0.7478	0.8648
0.4941	7.1048	746	0.7384	0.2233	0.7384	0.8593
0.4941	7.1238	748	0.7312	0.2233	0.7312	0.8551
0.4941	7.1429	750	0.7359	0.2239	0.7359	0.8579
0.4941	7.1619	752	0.7349	0.2308	0.7349	0.8572
0.4941	7.1810	754	0.7423	0.1921	0.7423	0.8616
0.4941	7.2	756	0.7641	0.0980	0.7641	0.8741
0.4941	7.2190	758	0.7798	0.1005	0.7798	0.8831
0.4941	7.2381	760	0.7973	0.1090	0.7973	0.8929
0.4941	7.2571	762	0.7759	0.1045	0.7759	0.8809
0.4941	7.2762	764	0.7393	0.1357	0.7393	0.8598
0.4941	7.2952	766	0.6949	0.1186	0.6949	0.8336
0.4941	7.3143	768	0.6823	0.1285	0.6823	0.8260
0.4941	7.3333	770	0.6839	0.2000	0.6839	0.8270
0.4941	7.3524	772	0.6851	0.2444	0.6851	0.8277
0.4941	7.3714	774	0.6870	0.3118	0.6870	0.8289
0.4941	7.3905	776	0.6895	0.3043	0.6895	0.8304
0.4941	7.4095	778	0.6893	0.3016	0.6893	0.8302
0.4941	7.4286	780	0.6865	0.2000	0.6865	0.8285
0.4941	7.4476	782	0.6901	0.1746	0.6901	0.8307
0.4941	7.4667	784	0.6885	0.2258	0.6885	0.8298
0.4941	7.4857	786	0.6998	0.1179	0.6998	0.8365
0.4941	7.5048	788	0.7251	0.1691	0.7251	0.8515
0.4941	7.5238	790	0.7400	0.1765	0.7400	0.8603
0.4941	7.5429	792	0.7233	0.1765	0.7233	0.8505
0.4941	7.5619	794	0.6858	0.1269	0.6858	0.8281
0.4941	7.5810	796	0.6508	0.1543	0.6508	0.8067
0.4941	7.6	798	0.6360	0.2265	0.6360	0.7975
0.4941	7.6190	800	0.6243	0.2265	0.6243	0.7901
0.4941	7.6381	802	0.6127	0.3846	0.6127	0.7828
0.4941	7.6571	804	0.6080	0.3073	0.6080	0.7797
0.4941	7.6762	806	0.6094	0.3073	0.6094	0.7806
0.4941	7.6952	808	0.6201	0.1910	0.6201	0.7875
0.4941	7.7143	810	0.6351	0.1716	0.6351	0.7969
0.4941	7.7333	812	0.6672	0.1323	0.6672	0.8168
0.4941	7.7524	814	0.6975	0.1759	0.6975	0.8352
0.4941	7.7714	816	0.7293	0.1765	0.7293	0.8540
0.4941	7.7905	818	0.7564	0.1765	0.7564	0.8697
0.4941	7.8095	820	0.7457	0.1765	0.7457	0.8635
0.4941	7.8286	822	0.7091	0.1683	0.7091	0.8421
0.4941	7.8476	824	0.6719	0.1832	0.6719	0.8197
0.4941	7.8667	826	0.6668	0.3684	0.6668	0.8166
0.4941	7.8857	828	0.6658	0.2965	0.6658	0.8160
0.4941	7.9048	830	0.6703	0.2965	0.6703	0.8187
0.4941	7.9238	832	0.6771	0.1832	0.6771	0.8229
0.4941	7.9429	834	0.6842	0.1832	0.6842	0.8272
0.4941	7.9619	836	0.7096	0.1683	0.7096	0.8424
0.4941	7.9810	838	0.7330	0.1683	0.7330	0.8561
0.4941	8.0	840	0.7560	0.1068	0.7560	0.8695
0.4941	8.0190	842	0.7803	0.1852	0.7803	0.8834
0.4941	8.0381	844	0.7791	0.1852	0.7791	0.8826
0.4941	8.0571	846	0.7523	0.1045	0.7523	0.8674
0.4941	8.0762	848	0.7140	0.1683	0.7140	0.8450
0.4941	8.0952	850	0.6809	0.2258	0.6809	0.8252
0.4941	8.1143	852	0.6702	0.2265	0.6702	0.8187
0.4941	8.1333	854	0.6625	0.3161	0.6625	0.8140
0.4941	8.1524	856	0.6617	0.3161	0.6617	0.8135
0.4941	8.1714	858	0.6614	0.3161	0.6614	0.8133
0.4941	8.1905	860	0.6638	0.3369	0.6638	0.8148
0.4941	8.2095	862	0.6743	0.1910	0.6743	0.8212
0.4941	8.2286	864	0.6815	0.1285	0.6815	0.8256
0.4941	8.2476	866	0.7035	0.1429	0.7035	0.8388
0.4941	8.2667	868	0.7117	0.1429	0.7117	0.8436
0.4941	8.2857	870	0.7124	0.1429	0.7124	0.8440
0.4941	8.3048	872	0.7253	0.1045	0.7253	0.8516
0.4941	8.3238	874	0.7325	0.1456	0.7325	0.8559
0.4941	8.3429	876	0.7127	0.1045	0.7127	0.8442
0.4941	8.3619	878	0.7065	0.1357	0.7065	0.8405
0.4941	8.3810	880	0.7045	0.1357	0.7045	0.8393
0.4941	8.4	882	0.7036	0.1357	0.7036	0.8388
0.4941	8.4190	884	0.7051	0.1357	0.7051	0.8397
0.4941	8.4381	886	0.6960	0.1230	0.6960	0.8343
0.4941	8.4571	888	0.6843	0.1543	0.6843	0.8272
0.4941	8.4762	890	0.6840	0.1543	0.6840	0.8271
0.4941	8.4952	892	0.6838	0.1910	0.6838	0.8270
0.4941	8.5143	894	0.6848	0.1823	0.6848	0.8275
0.4941	8.5333	896	0.6863	0.1910	0.6863	0.8284
0.4941	8.5524	898	0.6906	0.1910	0.6906	0.8310
0.4941	8.5714	900	0.6959	0.1503	0.6959	0.8342
0.4941	8.5905	902	0.7025	0.1527	0.7025	0.8382
0.4941	8.6095	904	0.7267	0.1304	0.7267	0.8525
0.4941	8.6286	906	0.7472	0.1770	0.7472	0.8644
0.4941	8.6476	908	0.7487	0.1770	0.7487	0.8653
0.4941	8.6667	910	0.7404	0.1770	0.7404	0.8605
0.4941	8.6857	912	0.7249	0.1373	0.7249	0.8514
0.4941	8.7048	914	0.7103	0.1304	0.7103	0.8428
0.4941	8.7238	916	0.6843	0.2081	0.6843	0.8273
0.4941	8.7429	918	0.6676	0.1648	0.6676	0.8171
0.4941	8.7619	920	0.6624	0.1648	0.6624	0.8139
0.4941	8.7810	922	0.6613	0.1648	0.6613	0.8132
0.4941	8.8	924	0.6689	0.2083	0.6689	0.8178
0.4941	8.8190	926	0.6733	0.1675	0.6733	0.8205
0.4941	8.8381	928	0.6826	0.1759	0.6826	0.8262
0.4941	8.8571	930	0.6785	0.1753	0.6785	0.8237
0.4941	8.8762	932	0.6662	0.1675	0.6662	0.8162
0.4941	8.8952	934	0.6624	0.2083	0.6624	0.8139
0.4941	8.9143	936	0.6579	0.2086	0.6579	0.8111
0.4941	8.9333	938	0.6451	0.2000	0.6451	0.8032
0.4941	8.9524	940	0.6327	0.2609	0.6327	0.7954
0.4941	8.9714	942	0.6272	0.4162	0.6272	0.7920
0.4941	8.9905	944	0.6271	0.3661	0.6271	0.7919
0.4941	9.0095	946	0.6286	0.3661	0.6286	0.7928
0.4941	9.0286	948	0.6287	0.4162	0.6287	0.7929
0.4941	9.0476	950	0.6341	0.2609	0.6341	0.7963
0.4941	9.0667	952	0.6454	0.2609	0.6454	0.8034
0.4941	9.0857	954	0.6650	0.1658	0.6650	0.8155
0.4941	9.1048	956	0.6810	0.2081	0.6810	0.8252
0.4941	9.1238	958	0.6946	0.1304	0.6946	0.8334
0.4941	9.1429	960	0.7012	0.1304	0.7012	0.8374
0.4941	9.1619	962	0.7087	0.1304	0.7087	0.8418
0.4941	9.1810	964	0.7027	0.1304	0.7027	0.8383
0.4941	9.2	966	0.6989	0.1683	0.6989	0.8360
0.4941	9.2190	968	0.7021	0.1304	0.7021	0.8379
0.4941	9.2381	970	0.7040	0.1304	0.7040	0.8391
0.4941	9.2571	972	0.7084	0.1304	0.7084	0.8417
0.4941	9.2762	974	0.7075	0.1304	0.7075	0.8411
0.4941	9.2952	976	0.7031	0.1304	0.7031	0.8385
0.4941	9.3143	978	0.7038	0.1304	0.7038	0.8390
0.4941	9.3333	980	0.7047	0.1373	0.7047	0.8395
0.4941	9.3524	982	0.7030	0.1373	0.7030	0.8385
0.4941	9.3714	984	0.6972	0.1304	0.6972	0.8350
0.4941	9.3905	986	0.6918	0.1304	0.6918	0.8317
0.4941	9.4095	988	0.6832	0.1683	0.6832	0.8265
0.4941	9.4286	990	0.6741	0.2081	0.6741	0.8210
0.4941	9.4476	992	0.6679	0.2000	0.6679	0.8172
0.4941	9.4667	994	0.6640	0.2000	0.6640	0.8149
0.4941	9.4857	996	0.6603	0.2000	0.6603	0.8126
0.4941	9.5048	998	0.6594	0.2000	0.6594	0.8120
0.0954	9.5238	1000	0.6622	0.2000	0.6622	0.8138
0.0954	9.5429	1002	0.6692	0.2000	0.6692	0.8180
0.0954	9.5619	1004	0.6767	0.1600	0.6767	0.8226
0.0954	9.5810	1006	0.6848	0.2000	0.6848	0.8276
0.0954	9.6	1008	0.6927	0.2000	0.6927	0.8323
0.0954	9.6190	1010	0.6984	0.2000	0.6984	0.8357
0.0954	9.6381	1012	0.7026	0.1304	0.7026	0.8382
0.0954	9.6571	1014	0.7059	0.1304	0.7059	0.8402
0.0954	9.6762	1016	0.7051	0.1619	0.7051	0.8397
0.0954	9.6952	1018	0.7031	0.1619	0.7031	0.8385
0.0954	9.7143	1020	0.7029	0.1619	0.7029	0.8384
0.0954	9.7333	1022	0.7003	0.2000	0.7003	0.8368
0.0954	9.7524	1024	0.6995	0.2000	0.6995	0.8364
0.0954	9.7714	1026	0.7005	0.2000	0.7005	0.8369
0.0954	9.7905	1028	0.6996	0.2000	0.6996	0.8364
0.0954	9.8095	1030	0.6992	0.2000	0.6992	0.8362
0.0954	9.8286	1032	0.6987	0.2000	0.6987	0.8359
0.0954	9.8476	1034	0.6987	0.2000	0.6987	0.8359
0.0954	9.8667	1036	0.6989	0.2000	0.6989	0.8360
0.0954	9.8857	1038	0.6989	0.2000	0.6989	0.8360
0.0954	9.9048	1040	0.6982	0.2000	0.6982	0.8356
0.0954	9.9238	1042	0.6983	0.2000	0.6983	0.8356
0.0954	9.9429	1044	0.6987	0.2000	0.6987	0.8359
0.0954	9.9619	1046	0.6989	0.2000	0.6989	0.8360
0.0954	9.9810	1048	0.6989	0.2000	0.6989	0.8360
0.0954	10.0	1050	0.6990	0.2000	0.6990	0.8360

Framework versions

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