ArabicNewSplits6_WithDuplicationsForScore5_FineTuningAraBERT_run2_AugV5_k18_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: 0.7264
• Qwk: 0.5359
• Mse: 0.7264
• Rmse: 0.8523

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	4.2365	-0.0185	4.2365	2.0583
No log	0.0396	4	2.3255	-0.0150	2.3255	1.5249
No log	0.0594	6	1.4498	0.0380	1.4498	1.2041
No log	0.0792	8	0.8361	-0.0156	0.8361	0.9144
No log	0.0990	10	0.7404	0.2539	0.7404	0.8605
No log	0.1188	12	0.6914	0.2412	0.6914	0.8315
No log	0.1386	14	0.9266	0.2566	0.9266	0.9626
No log	0.1584	16	0.7819	0.3457	0.7819	0.8843
No log	0.1782	18	0.8782	0.3385	0.8782	0.9371
No log	0.1980	20	1.0239	0.3686	1.0239	1.0119
No log	0.2178	22	1.4478	0.2428	1.4478	1.2033
No log	0.2376	24	0.7784	0.4009	0.7784	0.8822
No log	0.2574	26	0.5336	0.4032	0.5336	0.7305
No log	0.2772	28	0.5504	0.3998	0.5504	0.7419
No log	0.2970	30	0.5351	0.3676	0.5351	0.7315
No log	0.3168	32	0.5415	0.3787	0.5415	0.7359
No log	0.3366	34	0.5970	0.4359	0.5970	0.7727
No log	0.3564	36	0.6171	0.4875	0.6171	0.7855
No log	0.3762	38	0.7281	0.4639	0.7281	0.8533
No log	0.3960	40	0.7568	0.4533	0.7568	0.8699
No log	0.4158	42	0.6622	0.4865	0.6622	0.8137
No log	0.4356	44	0.6797	0.5610	0.6797	0.8244
No log	0.4554	46	0.6717	0.5098	0.6717	0.8195
No log	0.4752	48	0.7342	0.5189	0.7342	0.8569
No log	0.4950	50	0.8295	0.5273	0.8295	0.9108
No log	0.5149	52	0.8688	0.4974	0.8688	0.9321
No log	0.5347	54	0.9795	0.4768	0.9795	0.9897
No log	0.5545	56	0.8904	0.4644	0.8904	0.9436
No log	0.5743	58	0.8810	0.5071	0.8810	0.9386
No log	0.5941	60	1.2377	0.4094	1.2377	1.1125
No log	0.6139	62	1.0316	0.4407	1.0316	1.0157
No log	0.6337	64	0.8314	0.5341	0.8314	0.9118
No log	0.6535	66	0.7240	0.4974	0.7240	0.8509
No log	0.6733	68	0.7608	0.5439	0.7608	0.8722
No log	0.6931	70	0.6709	0.4810	0.6709	0.8191
No log	0.7129	72	0.6507	0.4671	0.6507	0.8067
No log	0.7327	74	0.6372	0.4277	0.6372	0.7983
No log	0.7525	76	0.7809	0.5211	0.7809	0.8837
No log	0.7723	78	0.7480	0.5197	0.7480	0.8649
No log	0.7921	80	0.9338	0.4405	0.9338	0.9663
No log	0.8119	82	1.3500	0.3458	1.3500	1.1619
No log	0.8317	84	0.9850	0.4535	0.9850	0.9925
No log	0.8515	86	0.9571	0.4646	0.9571	0.9783
No log	0.8713	88	0.8763	0.4997	0.8763	0.9361
No log	0.8911	90	0.6289	0.4235	0.6289	0.7930
No log	0.9109	92	0.6910	0.4591	0.6910	0.8313
No log	0.9307	94	0.7075	0.4878	0.7075	0.8411
No log	0.9505	96	0.7584	0.5008	0.7584	0.8709
No log	0.9703	98	0.8603	0.4631	0.8603	0.9275
No log	0.9901	100	1.0559	0.4487	1.0559	1.0276
No log	1.0099	102	1.0226	0.4733	1.0226	1.0112
No log	1.0297	104	1.0010	0.4991	1.0010	1.0005
No log	1.0495	106	1.4121	0.4207	1.4121	1.1883
No log	1.0693	108	1.6428	0.3607	1.6428	1.2817
No log	1.0891	110	1.2183	0.4441	1.2183	1.1038
No log	1.1089	112	0.8038	0.4324	0.8038	0.8966
No log	1.1287	114	0.8740	0.4707	0.8740	0.9349
No log	1.1485	116	0.7324	0.4443	0.7324	0.8558
No log	1.1683	118	0.7642	0.5101	0.7642	0.8742
No log	1.1881	120	1.3730	0.3143	1.3730	1.1718
No log	1.2079	122	1.7174	0.3224	1.7174	1.3105
No log	1.2277	124	1.3234	0.3276	1.3234	1.1504
No log	1.2475	126	0.7410	0.5429	0.7410	0.8608
No log	1.2673	128	0.6228	0.4346	0.6228	0.7892
No log	1.2871	130	0.6958	0.4398	0.6958	0.8342
No log	1.3069	132	0.7611	0.4753	0.7611	0.8724
No log	1.3267	134	0.8595	0.5102	0.8595	0.9271
No log	1.3465	136	1.2479	0.4341	1.2479	1.1171
No log	1.3663	138	1.4537	0.3804	1.4537	1.2057
No log	1.3861	140	1.2425	0.4356	1.2425	1.1147
No log	1.4059	142	1.0116	0.4613	1.0116	1.0058
No log	1.4257	144	0.8671	0.4941	0.8671	0.9312
No log	1.4455	146	0.7674	0.5298	0.7674	0.8760
No log	1.4653	148	0.7944	0.5216	0.7944	0.8913
No log	1.4851	150	0.8168	0.5234	0.8168	0.9038
No log	1.5050	152	0.7759	0.5138	0.7759	0.8809
No log	1.5248	154	0.6398	0.4836	0.6398	0.7999
No log	1.5446	156	0.6333	0.4710	0.6333	0.7958
No log	1.5644	158	0.6411	0.4773	0.6411	0.8007
No log	1.5842	160	0.8550	0.4919	0.8550	0.9247
No log	1.6040	162	0.9802	0.5248	0.9802	0.9900
No log	1.6238	164	0.8122	0.5426	0.8122	0.9012
No log	1.6436	166	0.8751	0.5381	0.8751	0.9355
No log	1.6634	168	0.8405	0.5375	0.8405	0.9168
No log	1.6832	170	0.8745	0.5327	0.8745	0.9351
No log	1.7030	172	0.9601	0.5153	0.9601	0.9798
No log	1.7228	174	1.4321	0.4013	1.4321	1.1967
No log	1.7426	176	1.8172	0.3416	1.8172	1.3480
No log	1.7624	178	1.5768	0.3598	1.5768	1.2557
No log	1.7822	180	1.0057	0.5037	1.0057	1.0028
No log	1.8020	182	0.7861	0.5216	0.7861	0.8866
No log	1.8218	184	0.7767	0.5148	0.7767	0.8813
No log	1.8416	186	0.7923	0.4890	0.7923	0.8901
No log	1.8614	188	1.1331	0.4177	1.1331	1.0645
No log	1.8812	190	1.3563	0.3836	1.3563	1.1646
No log	1.9010	192	1.1452	0.4220	1.1452	1.0702
No log	1.9208	194	0.9080	0.5129	0.9080	0.9529
No log	1.9406	196	0.8695	0.5140	0.8695	0.9325
No log	1.9604	198	0.8756	0.5303	0.8756	0.9357
No log	1.9802	200	1.1640	0.4432	1.1640	1.0789
No log	2.0	202	1.2747	0.4387	1.2747	1.1290
No log	2.0198	204	1.0188	0.4826	1.0188	1.0094
No log	2.0396	206	0.8209	0.4803	0.8209	0.9060
No log	2.0594	208	0.8379	0.4689	0.8379	0.9154
No log	2.0792	210	0.8880	0.4686	0.8880	0.9423
No log	2.0990	212	0.9825	0.4819	0.9825	0.9912
No log	2.1188	214	1.0044	0.4843	1.0044	1.0022
No log	2.1386	216	0.8385	0.4822	0.8385	0.9157
No log	2.1584	218	0.7987	0.4798	0.7987	0.8937
No log	2.1782	220	0.8209	0.4973	0.8209	0.9060
No log	2.1980	222	0.8020	0.4906	0.8020	0.8955
No log	2.2178	224	0.8219	0.5266	0.8219	0.9066
No log	2.2376	226	0.9925	0.4430	0.9925	0.9962
No log	2.2574	228	1.1260	0.4442	1.1260	1.0611
No log	2.2772	230	0.9665	0.4557	0.9665	0.9831
No log	2.2970	232	0.7925	0.5153	0.7925	0.8902
No log	2.3168	234	0.7563	0.5131	0.7563	0.8696
No log	2.3366	236	0.7277	0.4767	0.7277	0.8531
No log	2.3564	238	0.7452	0.4829	0.7452	0.8633
No log	2.3762	240	0.8943	0.4842	0.8943	0.9457
No log	2.3960	242	0.9244	0.5012	0.9244	0.9615
No log	2.4158	244	0.8648	0.5309	0.8648	0.9299
No log	2.4356	246	0.8052	0.5351	0.8052	0.8973
No log	2.4554	248	0.8432	0.5433	0.8432	0.9182
No log	2.4752	250	0.8500	0.5310	0.8500	0.9220
No log	2.4950	252	0.8573	0.4895	0.8573	0.9259
No log	2.5149	254	0.8253	0.5243	0.8253	0.9085
No log	2.5347	256	0.7980	0.5494	0.7980	0.8933
No log	2.5545	258	0.7459	0.5367	0.7459	0.8637
No log	2.5743	260	0.7881	0.5294	0.7881	0.8877
No log	2.5941	262	0.9570	0.4994	0.9570	0.9783
No log	2.6139	264	1.1977	0.4280	1.1977	1.0944
No log	2.6337	266	1.1623	0.4599	1.1623	1.0781
No log	2.6535	268	0.9805	0.5217	0.9805	0.9902
No log	2.6733	270	0.8465	0.5168	0.8465	0.9201
No log	2.6931	272	0.7768	0.5249	0.7768	0.8813
No log	2.7129	274	0.8158	0.5036	0.8158	0.9032
No log	2.7327	276	0.8448	0.5055	0.8448	0.9191
No log	2.7525	278	0.7576	0.5144	0.7576	0.8704
No log	2.7723	280	0.8055	0.4922	0.8055	0.8975
No log	2.7921	282	0.9765	0.4711	0.9765	0.9882
No log	2.8119	284	0.9114	0.4529	0.9114	0.9547
No log	2.8317	286	0.7828	0.5531	0.7828	0.8848
No log	2.8515	288	0.7016	0.5551	0.7016	0.8376
No log	2.8713	290	0.7783	0.4973	0.7783	0.8822
No log	2.8911	292	0.8043	0.5050	0.8043	0.8968
No log	2.9109	294	0.7483	0.5499	0.7483	0.8651
No log	2.9307	296	0.8018	0.5288	0.8018	0.8954
No log	2.9505	298	0.7935	0.5506	0.7935	0.8908
No log	2.9703	300	0.7104	0.5276	0.7104	0.8429
No log	2.9901	302	0.6821	0.5157	0.6821	0.8259
No log	3.0099	304	0.6792	0.5532	0.6792	0.8241
No log	3.0297	306	0.7195	0.5359	0.7195	0.8482
No log	3.0495	308	0.8010	0.5438	0.8010	0.8950
No log	3.0693	310	0.8153	0.5438	0.8153	0.9029
No log	3.0891	312	0.8684	0.5064	0.8684	0.9319
No log	3.1089	314	0.8198	0.5348	0.8198	0.9054
No log	3.1287	316	0.7543	0.5297	0.7543	0.8685
No log	3.1485	318	0.7823	0.5206	0.7823	0.8845
No log	3.1683	320	0.8549	0.5150	0.8549	0.9246
No log	3.1881	322	1.0495	0.4528	1.0495	1.0244
No log	3.2079	324	1.1548	0.4702	1.1548	1.0746
No log	3.2277	326	1.0948	0.4561	1.0948	1.0463
No log	3.2475	328	1.0278	0.4572	1.0278	1.0138
No log	3.2673	330	0.9555	0.4894	0.9555	0.9775
No log	3.2871	332	0.9926	0.4746	0.9926	0.9963
No log	3.3069	334	1.1460	0.4091	1.1460	1.0705
No log	3.3267	336	1.1073	0.4232	1.1073	1.0523
No log	3.3465	338	0.8419	0.4919	0.8419	0.9176
No log	3.3663	340	0.6316	0.5482	0.6316	0.7948
No log	3.3861	342	0.5998	0.5687	0.5998	0.7745
No log	3.4059	344	0.6317	0.5700	0.6317	0.7948
No log	3.4257	346	0.7730	0.5141	0.7730	0.8792
No log	3.4455	348	0.8410	0.5198	0.8410	0.9171
No log	3.4653	350	0.7712	0.5031	0.7712	0.8782
No log	3.4851	352	0.7121	0.5762	0.7121	0.8438
No log	3.5050	354	0.6815	0.5537	0.6815	0.8255
No log	3.5248	356	0.6712	0.5640	0.6712	0.8193
No log	3.5446	358	0.6650	0.5709	0.6650	0.8155
No log	3.5644	360	0.7453	0.5270	0.7453	0.8633
No log	3.5842	362	0.8272	0.4871	0.8272	0.9095
No log	3.6040	364	0.7493	0.5177	0.7493	0.8656
No log	3.6238	366	0.6280	0.6333	0.6280	0.7925
No log	3.6436	368	0.6116	0.5854	0.6116	0.7821
No log	3.6634	370	0.5988	0.6023	0.5988	0.7738
No log	3.6832	372	0.6432	0.5590	0.6432	0.8020
No log	3.7030	374	0.7433	0.5357	0.7433	0.8621
No log	3.7228	376	0.7510	0.5386	0.7510	0.8666
No log	3.7426	378	0.7626	0.5570	0.7626	0.8733
No log	3.7624	380	0.7156	0.5460	0.7156	0.8459
No log	3.7822	382	0.7027	0.5444	0.7027	0.8383
No log	3.8020	384	0.7157	0.5498	0.7157	0.8460
No log	3.8218	386	0.7412	0.5306	0.7412	0.8609
No log	3.8416	388	0.7560	0.5272	0.7560	0.8695
No log	3.8614	390	0.8228	0.5522	0.8228	0.9071
No log	3.8812	392	1.0209	0.5406	1.0209	1.0104
No log	3.9010	394	1.0909	0.5204	1.0909	1.0445
No log	3.9208	396	0.9732	0.5521	0.9732	0.9865
No log	3.9406	398	0.8086	0.5430	0.8086	0.8992
No log	3.9604	400	0.7437	0.4889	0.7437	0.8624
No log	3.9802	402	0.7239	0.4776	0.7239	0.8508
No log	4.0	404	0.7066	0.5219	0.7066	0.8406
No log	4.0198	406	0.7510	0.5113	0.7510	0.8666
No log	4.0396	408	0.7767	0.5503	0.7767	0.8813
No log	4.0594	410	0.7809	0.5606	0.7809	0.8837
No log	4.0792	412	0.7923	0.5541	0.7923	0.8901
No log	4.0990	414	0.7905	0.5425	0.7905	0.8891
No log	4.1188	416	0.7975	0.5437	0.7975	0.8930
No log	4.1386	418	0.7267	0.5383	0.7267	0.8524
No log	4.1584	420	0.7396	0.5386	0.7396	0.8600
No log	4.1782	422	0.8403	0.5355	0.8403	0.9167
No log	4.1980	424	0.9640	0.5313	0.9640	0.9818
No log	4.2178	426	0.9940	0.5137	0.9940	0.9970
No log	4.2376	428	0.9069	0.5556	0.9069	0.9523
No log	4.2574	430	0.8094	0.5182	0.8094	0.8997
No log	4.2772	432	0.7987	0.5292	0.7987	0.8937
No log	4.2970	434	0.8140	0.5369	0.8140	0.9022
No log	4.3168	436	0.8024	0.5178	0.8024	0.8958
No log	4.3366	438	0.8334	0.5111	0.8334	0.9129
No log	4.3564	440	0.8791	0.5223	0.8791	0.9376
No log	4.3762	442	0.9042	0.5322	0.9042	0.9509
No log	4.3960	444	0.9454	0.5118	0.9454	0.9723
No log	4.4158	446	0.8344	0.5279	0.8344	0.9135
No log	4.4356	448	0.6891	0.5564	0.6891	0.8301
No log	4.4554	450	0.6325	0.5629	0.6325	0.7953
No log	4.4752	452	0.6263	0.5456	0.6263	0.7914
No log	4.4950	454	0.6744	0.5381	0.6744	0.8212
No log	4.5149	456	0.7408	0.5295	0.7408	0.8607
No log	4.5347	458	0.8113	0.5110	0.8113	0.9007
No log	4.5545	460	0.7825	0.5284	0.7825	0.8846
No log	4.5743	462	0.7862	0.5313	0.7862	0.8867
No log	4.5941	464	0.7913	0.5345	0.7913	0.8895
No log	4.6139	466	0.7699	0.5138	0.7699	0.8774
No log	4.6337	468	0.7762	0.5275	0.7762	0.8810
No log	4.6535	470	0.7711	0.5357	0.7711	0.8781
No log	4.6733	472	0.8049	0.5444	0.8049	0.8972
No log	4.6931	474	0.7968	0.5349	0.7968	0.8926
No log	4.7129	476	0.7901	0.5414	0.7901	0.8889
No log	4.7327	478	0.7678	0.5457	0.7678	0.8763
No log	4.7525	480	0.8074	0.5311	0.8074	0.8986
No log	4.7723	482	0.8765	0.5465	0.8765	0.9362
No log	4.7921	484	0.9659	0.4879	0.9659	0.9828
No log	4.8119	486	1.0109	0.4882	1.0109	1.0054
No log	4.8317	488	0.9472	0.4951	0.9472	0.9733
No log	4.8515	490	0.8264	0.5379	0.8264	0.9091
No log	4.8713	492	0.7352	0.5155	0.7352	0.8574
No log	4.8911	494	0.7044	0.5408	0.7044	0.8393
No log	4.9109	496	0.7130	0.5104	0.7130	0.8444
No log	4.9307	498	0.7772	0.5372	0.7772	0.8816
0.4552	4.9505	500	0.9354	0.5215	0.9354	0.9672
0.4552	4.9703	502	1.0354	0.4742	1.0354	1.0175
0.4552	4.9901	504	0.9706	0.4705	0.9706	0.9852
0.4552	5.0099	506	0.8161	0.5208	0.8161	0.9034
0.4552	5.0297	508	0.6719	0.5334	0.6719	0.8197
0.4552	5.0495	510	0.6328	0.5173	0.6328	0.7955
0.4552	5.0693	512	0.6126	0.5487	0.6126	0.7827
0.4552	5.0891	514	0.6070	0.5374	0.6070	0.7791
0.4552	5.1089	516	0.6511	0.5817	0.6511	0.8069
0.4552	5.1287	518	0.7011	0.5646	0.7011	0.8373
0.4552	5.1485	520	0.7034	0.5646	0.7034	0.8387
0.4552	5.1683	522	0.6783	0.5753	0.6783	0.8236
0.4552	5.1881	524	0.6405	0.5439	0.6405	0.8003
0.4552	5.2079	526	0.6563	0.5462	0.6563	0.8101
0.4552	5.2277	528	0.6890	0.5462	0.6890	0.8301
0.4552	5.2475	530	0.7411	0.5506	0.7411	0.8609
0.4552	5.2673	532	0.8539	0.5	0.8539	0.9240
0.4552	5.2871	534	0.9708	0.4840	0.9708	0.9853
0.4552	5.3069	536	0.9708	0.4716	0.9708	0.9853
0.4552	5.3267	538	0.8430	0.4631	0.8430	0.9181
0.4552	5.3465	540	0.7200	0.5442	0.7200	0.8485
0.4552	5.3663	542	0.6426	0.5858	0.6426	0.8016
0.4552	5.3861	544	0.6349	0.5878	0.6349	0.7968
0.4552	5.4059	546	0.6671	0.5751	0.6671	0.8167
0.4552	5.4257	548	0.7096	0.5442	0.7096	0.8424
0.4552	5.4455	550	0.7192	0.5442	0.7192	0.8481
0.4552	5.4653	552	0.7139	0.5748	0.7139	0.8449
0.4552	5.4851	554	0.6915	0.5823	0.6915	0.8315
0.4552	5.5050	556	0.6936	0.5808	0.6936	0.8328
0.4552	5.5248	558	0.7218	0.5711	0.7218	0.8496
0.4552	5.5446	560	0.7597	0.5533	0.7597	0.8716
0.4552	5.5644	562	0.7562	0.5533	0.7562	0.8696
0.4552	5.5842	564	0.7531	0.5709	0.7531	0.8678
0.4552	5.6040	566	0.7157	0.5731	0.7157	0.8460
0.4552	5.6238	568	0.6833	0.5446	0.6833	0.8266
0.4552	5.6436	570	0.6706	0.5265	0.6706	0.8189
0.4552	5.6634	572	0.6548	0.5157	0.6548	0.8092
0.4552	5.6832	574	0.6491	0.5766	0.6491	0.8057
0.4552	5.7030	576	0.6460	0.5524	0.6460	0.8037
0.4552	5.7228	578	0.6346	0.5414	0.6346	0.7966
0.4552	5.7426	580	0.6179	0.5492	0.6179	0.7861
0.4552	5.7624	582	0.6158	0.5411	0.6158	0.7847
0.4552	5.7822	584	0.6189	0.5444	0.6189	0.7867
0.4552	5.8020	586	0.6331	0.5423	0.6331	0.7956
0.4552	5.8218	588	0.6651	0.5626	0.6651	0.8155
0.4552	5.8416	590	0.7256	0.5530	0.7256	0.8518
0.4552	5.8614	592	0.7461	0.5253	0.7461	0.8638
0.4552	5.8812	594	0.7162	0.5392	0.7162	0.8463
0.4552	5.9010	596	0.6885	0.5701	0.6885	0.8298
0.4552	5.9208	598	0.6802	0.5582	0.6802	0.8247
0.4552	5.9406	600	0.6861	0.5821	0.6861	0.8283
0.4552	5.9604	602	0.7141	0.5574	0.7141	0.8450
0.4552	5.9802	604	0.7834	0.5440	0.7834	0.8851
0.4552	6.0	606	0.8102	0.5352	0.8102	0.9001
0.4552	6.0198	608	0.7781	0.5261	0.7781	0.8821
0.4552	6.0396	610	0.7530	0.5342	0.7530	0.8678
0.4552	6.0594	612	0.6845	0.5783	0.6845	0.8273
0.4552	6.0792	614	0.6363	0.5532	0.6363	0.7977
0.4552	6.0990	616	0.6149	0.5704	0.6149	0.7842
0.4552	6.1188	618	0.6217	0.5853	0.6217	0.7885
0.4552	6.1386	620	0.6721	0.5708	0.6721	0.8198
0.4552	6.1584	622	0.7597	0.5465	0.7597	0.8716
0.4552	6.1782	624	0.7895	0.5338	0.7895	0.8886
0.4552	6.1980	626	0.7523	0.5440	0.7523	0.8674
0.4552	6.2178	628	0.6833	0.5831	0.6833	0.8266
0.4552	6.2376	630	0.6361	0.6189	0.6361	0.7976
0.4552	6.2574	632	0.6254	0.5797	0.6254	0.7908
0.4552	6.2772	634	0.6248	0.5900	0.6248	0.7905
0.4552	6.2970	636	0.6302	0.6118	0.6302	0.7939
0.4552	6.3168	638	0.6312	0.5985	0.6312	0.7945
0.4552	6.3366	640	0.6378	0.6025	0.6378	0.7986
0.4552	6.3564	642	0.6283	0.5905	0.6283	0.7927
0.4552	6.3762	644	0.6189	0.5890	0.6189	0.7867
0.4552	6.3960	646	0.6259	0.6185	0.6259	0.7911
0.4552	6.4158	648	0.6492	0.5800	0.6492	0.8057
0.4552	6.4356	650	0.6593	0.5994	0.6593	0.8120
0.4552	6.4554	652	0.6680	0.5822	0.6680	0.8173
0.4552	6.4752	654	0.6828	0.5822	0.6828	0.8263
0.4552	6.4950	656	0.7013	0.6090	0.7013	0.8375
0.4552	6.5149	658	0.7515	0.5459	0.7515	0.8669
0.4552	6.5347	660	0.8006	0.5319	0.8006	0.8948
0.4552	6.5545	662	0.8224	0.5243	0.8224	0.9069
0.4552	6.5743	664	0.8101	0.5263	0.8101	0.9001
0.4552	6.5941	666	0.7781	0.5375	0.7781	0.8821
0.4552	6.6139	668	0.7432	0.5319	0.7432	0.8621
0.4552	6.6337	670	0.7152	0.5295	0.7152	0.8457
0.4552	6.6535	672	0.7112	0.5306	0.7112	0.8433
0.4552	6.6733	674	0.7225	0.5459	0.7225	0.8500
0.4552	6.6931	676	0.7306	0.5459	0.7306	0.8547
0.4552	6.7129	678	0.7469	0.5248	0.7469	0.8642
0.4552	6.7327	680	0.7689	0.5248	0.7689	0.8769
0.4552	6.7525	682	0.7421	0.5459	0.7421	0.8615
0.4552	6.7723	684	0.7209	0.5431	0.7209	0.8491
0.4552	6.7921	686	0.6869	0.5650	0.6869	0.8288
0.4552	6.8119	688	0.6859	0.5664	0.6859	0.8282
0.4552	6.8317	690	0.6894	0.5592	0.6894	0.8303
0.4552	6.8515	692	0.7047	0.5650	0.7047	0.8395
0.4552	6.8713	694	0.7466	0.5586	0.7466	0.8640
0.4552	6.8911	696	0.8058	0.5221	0.8058	0.8976
0.4552	6.9109	698	0.8793	0.5163	0.8793	0.9377
0.4552	6.9307	700	0.8889	0.4983	0.8889	0.9428
0.4552	6.9505	702	0.8259	0.5297	0.8259	0.9088
0.4552	6.9703	704	0.7474	0.5444	0.7474	0.8645
0.4552	6.9901	706	0.6762	0.5816	0.6762	0.8223
0.4552	7.0099	708	0.6483	0.5577	0.6483	0.8052
0.4552	7.0297	710	0.6415	0.5664	0.6415	0.8009
0.4552	7.0495	712	0.6549	0.5948	0.6549	0.8092
0.4552	7.0693	714	0.6980	0.5559	0.6980	0.8355
0.4552	7.0891	716	0.7611	0.5387	0.7611	0.8724
0.4552	7.1089	718	0.7960	0.5335	0.7960	0.8922
0.4552	7.1287	720	0.7967	0.5335	0.7967	0.8926
0.4552	7.1485	722	0.7779	0.5459	0.7779	0.8820
0.4552	7.1683	724	0.7514	0.5709	0.7514	0.8668
0.4552	7.1881	726	0.7463	0.5629	0.7463	0.8639
0.4552	7.2079	728	0.7567	0.5629	0.7567	0.8699
0.4552	7.2277	730	0.7824	0.5533	0.7824	0.8845
0.4552	7.2475	732	0.8041	0.5745	0.8041	0.8967
0.4552	7.2673	734	0.7997	0.5807	0.7997	0.8943
0.4552	7.2871	736	0.7881	0.5659	0.7881	0.8878
0.4552	7.3069	738	0.7831	0.5659	0.7831	0.8850
0.4552	7.3267	740	0.7986	0.5853	0.7986	0.8936
0.4552	7.3465	742	0.8193	0.5634	0.8193	0.9051
0.4552	7.3663	744	0.8303	0.5368	0.8303	0.9112
0.4552	7.3861	746	0.8335	0.5555	0.8335	0.9130
0.4552	7.4059	748	0.8273	0.5568	0.8273	0.9096
0.4552	7.4257	750	0.8007	0.5568	0.8007	0.8948
0.4552	7.4455	752	0.7508	0.5449	0.7508	0.8665
0.4552	7.4653	754	0.6962	0.5819	0.6962	0.8344
0.4552	7.4851	756	0.6721	0.5969	0.6721	0.8198
0.4552	7.5050	758	0.6689	0.5969	0.6689	0.8179
0.4552	7.5248	760	0.6766	0.6001	0.6766	0.8226
0.4552	7.5446	762	0.7082	0.5574	0.7082	0.8416
0.4552	7.5644	764	0.7438	0.5430	0.7438	0.8624
0.4552	7.5842	766	0.7493	0.5347	0.7493	0.8656
0.4552	7.6040	768	0.7459	0.5347	0.7459	0.8637
0.4552	7.6238	770	0.7434	0.5347	0.7434	0.8622
0.4552	7.6436	772	0.7244	0.5514	0.7244	0.8511
0.4552	7.6634	774	0.7002	0.5486	0.7002	0.8368
0.4552	7.6832	776	0.6862	0.5560	0.6862	0.8284
0.4552	7.7030	778	0.6801	0.5502	0.6801	0.8247
0.4552	7.7228	780	0.6800	0.5502	0.6800	0.8246
0.4552	7.7426	782	0.6896	0.5488	0.6896	0.8304
0.4552	7.7624	784	0.7027	0.5515	0.7027	0.8383
0.4552	7.7822	786	0.6948	0.5403	0.6948	0.8335
0.4552	7.8020	788	0.6943	0.5601	0.6943	0.8333
0.4552	7.8218	790	0.7105	0.5586	0.7105	0.8429
0.4552	7.8416	792	0.7286	0.5517	0.7286	0.8536
0.4552	7.8614	794	0.7593	0.5285	0.7593	0.8714
0.4552	7.8812	796	0.7892	0.5211	0.7892	0.8884
0.4552	7.9010	798	0.8262	0.5338	0.8262	0.9090
0.4552	7.9208	800	0.8295	0.5338	0.8295	0.9108
0.4552	7.9406	802	0.7906	0.5211	0.7906	0.8891
0.4552	7.9604	804	0.7434	0.5444	0.7434	0.8622
0.4552	7.9802	806	0.7028	0.5403	0.7028	0.8383
0.4552	8.0	808	0.6765	0.5690	0.6765	0.8225
0.4552	8.0198	810	0.6556	0.6018	0.6556	0.8097
0.4552	8.0396	812	0.6511	0.6018	0.6511	0.8069
0.4552	8.0594	814	0.6560	0.5998	0.6560	0.8100
0.4552	8.0792	816	0.6781	0.5692	0.6781	0.8234
0.4552	8.0990	818	0.7017	0.54	0.7017	0.8377
0.4552	8.1188	820	0.7253	0.5372	0.7253	0.8517
0.4552	8.1386	822	0.7453	0.5232	0.7453	0.8633
0.4552	8.1584	824	0.7862	0.5211	0.7862	0.8867
0.4552	8.1782	826	0.8368	0.5101	0.8368	0.9148
0.4552	8.1980	828	0.8459	0.5194	0.8459	0.9197
0.4552	8.2178	830	0.8222	0.5238	0.8222	0.9068
0.4552	8.2376	832	0.7906	0.5157	0.7906	0.8892
0.4552	8.2574	834	0.7694	0.5157	0.7694	0.8772
0.4552	8.2772	836	0.7486	0.5232	0.7486	0.8652
0.4552	8.2970	838	0.7288	0.5444	0.7288	0.8537
0.4552	8.3168	840	0.7176	0.5444	0.7176	0.8471
0.4552	8.3366	842	0.6940	0.5530	0.6940	0.8330
0.4552	8.3564	844	0.6719	0.5692	0.6719	0.8197
0.4552	8.3762	846	0.6650	0.5708	0.6650	0.8155
0.4552	8.3960	848	0.6712	0.5708	0.6712	0.8192
0.4552	8.4158	850	0.6841	0.5692	0.6841	0.8271
0.4552	8.4356	852	0.6949	0.5544	0.6949	0.8336
0.4552	8.4554	854	0.6897	0.5692	0.6897	0.8305
0.4552	8.4752	856	0.6768	0.5890	0.6768	0.8227
0.4552	8.4950	858	0.6667	0.5900	0.6667	0.8165
0.4552	8.5149	860	0.6727	0.5696	0.6727	0.8202
0.4552	8.5347	862	0.6797	0.5679	0.6797	0.8245
0.4552	8.5545	864	0.6842	0.5783	0.6842	0.8272
0.4552	8.5743	866	0.6915	0.5590	0.6915	0.8316
0.4552	8.5941	868	0.6921	0.5605	0.6921	0.8319
0.4552	8.6139	870	0.6951	0.5605	0.6951	0.8338
0.4552	8.6337	872	0.6982	0.5605	0.6982	0.8356
0.4552	8.6535	874	0.7003	0.5444	0.7003	0.8368
0.4552	8.6733	876	0.7034	0.5692	0.7034	0.8387
0.4552	8.6931	878	0.6985	0.5692	0.6985	0.8357
0.4552	8.7129	880	0.6910	0.5843	0.6910	0.8313
0.4552	8.7327	882	0.6864	0.5861	0.6864	0.8285
0.4552	8.7525	884	0.6927	0.5708	0.6927	0.8323
0.4552	8.7723	886	0.7048	0.5530	0.7048	0.8395
0.4552	8.7921	888	0.7274	0.5359	0.7274	0.8529
0.4552	8.8119	890	0.7357	0.5359	0.7357	0.8577
0.4552	8.8317	892	0.7255	0.5359	0.7255	0.8518
0.4552	8.8515	894	0.7172	0.5372	0.7172	0.8469
0.4552	8.8713	896	0.7082	0.5514	0.7082	0.8415
0.4552	8.8911	898	0.7035	0.5514	0.7035	0.8388
0.4552	8.9109	900	0.6943	0.5660	0.6943	0.8332
0.4552	8.9307	902	0.6783	0.5786	0.6783	0.8236
0.4552	8.9505	904	0.6733	0.5881	0.6733	0.8205
0.4552	8.9703	906	0.6745	0.5804	0.6745	0.8213
0.4552	8.9901	908	0.6717	0.5804	0.6717	0.8196
0.4552	9.0099	910	0.6743	0.5804	0.6743	0.8211
0.4552	9.0297	912	0.6818	0.5828	0.6818	0.8257
0.4552	9.0495	914	0.6807	0.5828	0.6807	0.8251
0.4552	9.0693	916	0.6824	0.5768	0.6824	0.8261
0.4552	9.0891	918	0.6863	0.5618	0.6863	0.8284
0.4552	9.1089	920	0.6937	0.5529	0.6937	0.8329
0.4552	9.1287	922	0.7064	0.5359	0.7064	0.8405
0.4552	9.1485	924	0.7295	0.5288	0.7295	0.8541
0.4552	9.1683	926	0.7449	0.5288	0.7449	0.8631
0.4552	9.1881	928	0.7509	0.5344	0.7509	0.8665
0.4552	9.2079	930	0.7480	0.5344	0.7480	0.8649
0.4552	9.2277	932	0.7409	0.5288	0.7409	0.8607
0.4552	9.2475	934	0.7306	0.5288	0.7306	0.8548
0.4552	9.2673	936	0.7224	0.5288	0.7224	0.8500
0.4552	9.2871	938	0.7135	0.5288	0.7135	0.8447
0.4552	9.3069	940	0.7016	0.5500	0.7016	0.8376
0.4552	9.3267	942	0.6883	0.5457	0.6883	0.8297
0.4552	9.3465	944	0.6773	0.5768	0.6773	0.8230
0.4552	9.3663	946	0.6735	0.5768	0.6735	0.8207
0.4552	9.3861	948	0.6738	0.5768	0.6738	0.8208
0.4552	9.4059	950	0.6757	0.5768	0.6757	0.8220
0.4552	9.4257	952	0.6802	0.5602	0.6802	0.8248
0.4552	9.4455	954	0.6814	0.5602	0.6814	0.8255
0.4552	9.4653	956	0.6835	0.5602	0.6835	0.8267
0.4552	9.4851	958	0.6882	0.5602	0.6882	0.8296
0.4552	9.5050	960	0.6918	0.5602	0.6918	0.8318
0.4552	9.5248	962	0.6932	0.5602	0.6932	0.8326
0.4552	9.5446	964	0.6985	0.5457	0.6985	0.8358
0.4552	9.5644	966	0.7047	0.5457	0.7047	0.8395
0.4552	9.5842	968	0.7092	0.5444	0.7092	0.8421
0.4552	9.6040	970	0.7129	0.5444	0.7129	0.8443
0.4552	9.6238	972	0.7152	0.5304	0.7152	0.8457
0.4552	9.6436	974	0.7189	0.5304	0.7189	0.8479
0.4552	9.6634	976	0.7185	0.5304	0.7185	0.8476
0.4552	9.6832	978	0.7147	0.5444	0.7147	0.8454
0.4552	9.7030	980	0.7116	0.5457	0.7116	0.8435
0.4552	9.7228	982	0.7114	0.5457	0.7114	0.8435
0.4552	9.7426	984	0.7096	0.5457	0.7096	0.8424
0.4552	9.7624	986	0.7093	0.5457	0.7093	0.8422
0.4552	9.7822	988	0.7100	0.5457	0.7100	0.8426
0.4552	9.8020	990	0.7115	0.5457	0.7115	0.8435
0.4552	9.8218	992	0.7134	0.5457	0.7134	0.8446
0.4552	9.8416	994	0.7170	0.5444	0.7170	0.8468
0.4552	9.8614	996	0.7208	0.5304	0.7208	0.8490
0.4552	9.8812	998	0.7231	0.5359	0.7231	0.8503
0.0699	9.9010	1000	0.7243	0.5359	0.7243	0.8510
0.0699	9.9208	1002	0.7245	0.5359	0.7245	0.8512
0.0699	9.9406	1004	0.7252	0.5359	0.7252	0.8516
0.0699	9.9604	1006	0.7259	0.5359	0.7259	0.8520
0.0699	9.9802	1008	0.7263	0.5359	0.7263	0.8522
0.0699	10.0	1010	0.7264	0.5359	0.7264	0.8523

Framework versions

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