ArabicNewSplits6_FineTuningAraBERTFreeze_run2_AugV5_k8_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: 0.8426
• Qwk: 0.4890
• Mse: 0.8426
• Rmse: 0.9179

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: 16
• eval_batch_size: 16
• 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	0.0952	2	6.3794	-0.0278	6.3794	2.5258
No log	0.1905	4	4.2474	-0.0269	4.2474	2.0609
No log	0.2857	6	2.8843	0.0221	2.8843	1.6983
No log	0.3810	8	2.0399	0.0022	2.0399	1.4283
No log	0.4762	10	1.5124	-0.0051	1.5124	1.2298
No log	0.5714	12	1.3236	-0.0302	1.3236	1.1505
No log	0.6667	14	1.1812	0.0566	1.1812	1.0868
No log	0.7619	16	1.1731	0.0133	1.1731	1.0831
No log	0.8571	18	1.0825	0.0004	1.0825	1.0404
No log	0.9524	20	0.9712	0.0417	0.9712	0.9855
No log	1.0476	22	0.8526	0.1267	0.8526	0.9234
No log	1.1429	24	0.7587	0.1967	0.7587	0.8710
No log	1.2381	26	0.7163	0.1807	0.7163	0.8464
No log	1.3333	28	0.7301	0.1977	0.7301	0.8545
No log	1.4286	30	0.7830	0.1406	0.7830	0.8849
No log	1.5238	32	0.7892	0.1567	0.7892	0.8884
No log	1.6190	34	0.7870	0.1717	0.7870	0.8871
No log	1.7143	36	0.8175	0.1514	0.8175	0.9042
No log	1.8095	38	0.8817	0.1805	0.8817	0.9390
No log	1.9048	40	1.0094	0.1697	1.0094	1.0047
No log	2.0	42	1.0696	0.1538	1.0696	1.0342
No log	2.0952	44	1.0051	0.1753	1.0051	1.0026
No log	2.1905	46	0.8676	0.2157	0.8676	0.9315
No log	2.2857	48	0.7359	0.2807	0.7359	0.8578
No log	2.3810	50	0.6753	0.3535	0.6753	0.8217
No log	2.4762	52	0.6352	0.3684	0.6352	0.7970
No log	2.5714	54	0.6337	0.3953	0.6337	0.7961
No log	2.6667	56	0.6353	0.4095	0.6353	0.7971
No log	2.7619	58	0.6276	0.4095	0.6276	0.7922
No log	2.8571	60	0.6475	0.3932	0.6475	0.8047
No log	2.9524	62	0.6760	0.3643	0.6760	0.8222
No log	3.0476	64	0.7045	0.3300	0.7045	0.8393
No log	3.1429	66	0.7320	0.3601	0.7320	0.8556
No log	3.2381	68	0.7233	0.3601	0.7233	0.8505
No log	3.3333	70	0.7169	0.4086	0.7169	0.8467
No log	3.4286	72	0.6810	0.4163	0.6810	0.8252
No log	3.5238	74	0.6390	0.4555	0.6390	0.7994
No log	3.6190	76	0.6426	0.4290	0.6426	0.8016
No log	3.7143	78	0.5986	0.4769	0.5986	0.7737
No log	3.8095	80	0.5668	0.4702	0.5668	0.7528
No log	3.9048	82	0.5868	0.4483	0.5868	0.7660
No log	4.0	84	0.6739	0.4588	0.6739	0.8209
No log	4.0952	86	0.8275	0.3915	0.8275	0.9097
No log	4.1905	88	0.9379	0.3875	0.9379	0.9684
No log	4.2857	90	0.8551	0.4074	0.8551	0.9247
No log	4.3810	92	0.7540	0.4338	0.7540	0.8683
No log	4.4762	94	0.6058	0.4900	0.6058	0.7783
No log	4.5714	96	0.5334	0.4924	0.5334	0.7304
No log	4.6667	98	0.5391	0.5057	0.5391	0.7343
No log	4.7619	100	0.5514	0.4982	0.5514	0.7426
No log	4.8571	102	0.5404	0.4658	0.5404	0.7351
No log	4.9524	104	0.5461	0.4315	0.5461	0.7390
No log	5.0476	106	0.5658	0.4817	0.5658	0.7522
No log	5.1429	108	0.5749	0.4883	0.5749	0.7582
No log	5.2381	110	0.5571	0.4923	0.5571	0.7464
No log	5.3333	112	0.5578	0.4965	0.5578	0.7469
No log	5.4286	114	0.5810	0.4833	0.5810	0.7622
No log	5.5238	116	0.6124	0.5031	0.6124	0.7826
No log	5.6190	118	0.6794	0.4785	0.6794	0.8243
No log	5.7143	120	0.6581	0.4830	0.6581	0.8112
No log	5.8095	122	0.5905	0.4825	0.5905	0.7685
No log	5.9048	124	0.5817	0.4742	0.5817	0.7627
No log	6.0	126	0.5980	0.4891	0.5980	0.7733
No log	6.0952	128	0.6041	0.4903	0.6041	0.7772
No log	6.1905	130	0.6024	0.4795	0.6024	0.7762
No log	6.2857	132	0.6189	0.4940	0.6189	0.7867
No log	6.3810	134	0.6812	0.4713	0.6812	0.8254
No log	6.4762	136	0.7596	0.4732	0.7596	0.8716
No log	6.5714	138	0.7664	0.4816	0.7664	0.8754
No log	6.6667	140	0.6967	0.5224	0.6967	0.8347
No log	6.7619	142	0.6713	0.4794	0.6713	0.8193
No log	6.8571	144	0.6659	0.4624	0.6659	0.8160
No log	6.9524	146	0.6550	0.4773	0.6550	0.8093
No log	7.0476	148	0.6563	0.4889	0.6563	0.8101
No log	7.1429	150	0.6144	0.4637	0.6144	0.7839
No log	7.2381	152	0.5850	0.4905	0.5850	0.7649
No log	7.3333	154	0.5880	0.4712	0.5880	0.7668
No log	7.4286	156	0.5854	0.4721	0.5854	0.7651
No log	7.5238	158	0.5851	0.4721	0.5851	0.7649
No log	7.6190	160	0.5907	0.4780	0.5907	0.7686
No log	7.7143	162	0.6275	0.5020	0.6275	0.7921
No log	7.8095	164	0.6213	0.5	0.6213	0.7883
No log	7.9048	166	0.6009	0.4848	0.6009	0.7752
No log	8.0	168	0.6076	0.4630	0.6076	0.7795
No log	8.0952	170	0.6253	0.4619	0.6253	0.7908
No log	8.1905	172	0.6212	0.4931	0.6212	0.7882
No log	8.2857	174	0.6294	0.5148	0.6294	0.7933
No log	8.3810	176	0.6753	0.5272	0.6753	0.8218
No log	8.4762	178	0.6854	0.4972	0.6854	0.8279
No log	8.5714	180	0.7014	0.4972	0.7014	0.8375
No log	8.6667	182	0.7054	0.5093	0.7054	0.8399
No log	8.7619	184	0.6967	0.4686	0.6967	0.8347
No log	8.8571	186	0.7005	0.5009	0.7005	0.8369
No log	8.9524	188	0.7042	0.4689	0.7042	0.8392
No log	9.0476	190	0.7551	0.4855	0.7551	0.8690
No log	9.1429	192	0.8242	0.5440	0.8242	0.9079
No log	9.2381	194	0.8683	0.5113	0.8683	0.9318
No log	9.3333	196	0.8290	0.4567	0.8290	0.9105
No log	9.4286	198	0.7505	0.4761	0.7505	0.8663
No log	9.5238	200	0.7428	0.4882	0.7428	0.8619
No log	9.6190	202	0.7563	0.4821	0.7563	0.8697
No log	9.7143	204	0.7383	0.4858	0.7383	0.8593
No log	9.8095	206	0.7478	0.5109	0.7478	0.8647
No log	9.9048	208	0.7637	0.5045	0.7637	0.8739
No log	10.0	210	0.7716	0.5014	0.7716	0.8784
No log	10.0952	212	0.7509	0.5037	0.7509	0.8665
No log	10.1905	214	0.7418	0.5231	0.7418	0.8613
No log	10.2857	216	0.7551	0.5060	0.7551	0.8690
No log	10.3810	218	0.7419	0.5231	0.7419	0.8613
No log	10.4762	220	0.7370	0.5269	0.7370	0.8585
No log	10.5714	222	0.7311	0.5269	0.7311	0.8550
No log	10.6667	224	0.7239	0.5189	0.7239	0.8508
No log	10.7619	226	0.7232	0.5189	0.7232	0.8504
No log	10.8571	228	0.7359	0.5102	0.7359	0.8579
No log	10.9524	230	0.7401	0.5194	0.7401	0.8603
No log	11.0476	232	0.7517	0.5225	0.7517	0.8670
No log	11.1429	234	0.7711	0.4849	0.7711	0.8781
No log	11.2381	236	0.8419	0.4791	0.8419	0.9175
No log	11.3333	238	0.8699	0.4876	0.8699	0.9327
No log	11.4286	240	0.8055	0.5110	0.8055	0.8975
No log	11.5238	242	0.7800	0.5099	0.7800	0.8832
No log	11.6190	244	0.8095	0.5082	0.8095	0.8997
No log	11.7143	246	0.7842	0.5068	0.7842	0.8856
No log	11.8095	248	0.7575	0.4968	0.7575	0.8703
No log	11.9048	250	0.8261	0.5315	0.8261	0.9089
No log	12.0	252	0.8532	0.5203	0.8532	0.9237
No log	12.0952	254	0.8015	0.5112	0.8015	0.8953
No log	12.1905	256	0.7194	0.5260	0.7194	0.8482
No log	12.2857	258	0.7094	0.5130	0.7094	0.8423
No log	12.3810	260	0.7243	0.5123	0.7243	0.8511
No log	12.4762	262	0.7336	0.5018	0.7336	0.8565
No log	12.5714	264	0.7534	0.4606	0.7534	0.8680
No log	12.6667	266	0.7522	0.4534	0.7522	0.8673
No log	12.7619	268	0.7936	0.4857	0.7936	0.8909
No log	12.8571	270	0.8680	0.4794	0.8680	0.9317
No log	12.9524	272	0.8822	0.4508	0.8822	0.9393
No log	13.0476	274	0.8048	0.5052	0.8048	0.8971
No log	13.1429	276	0.7619	0.4692	0.7619	0.8729
No log	13.2381	278	0.8418	0.4958	0.8418	0.9175
No log	13.3333	280	0.8736	0.4870	0.8736	0.9347
No log	13.4286	282	0.8098	0.5070	0.8098	0.8999
No log	13.5238	284	0.7573	0.4776	0.7573	0.8702
No log	13.6190	286	0.7683	0.4730	0.7683	0.8765
No log	13.7143	288	0.7611	0.4730	0.7611	0.8724
No log	13.8095	290	0.7440	0.4842	0.7440	0.8626
No log	13.9048	292	0.7394	0.4793	0.7394	0.8599
No log	14.0	294	0.7447	0.4849	0.7447	0.8629
No log	14.0952	296	0.7521	0.4752	0.7521	0.8672
No log	14.1905	298	0.7802	0.5080	0.7802	0.8833
No log	14.2857	300	0.8181	0.4852	0.8181	0.9045
No log	14.3810	302	0.7959	0.4939	0.7959	0.8922
No log	14.4762	304	0.7788	0.4876	0.7788	0.8825
No log	14.5714	306	0.7785	0.4882	0.7785	0.8823
No log	14.6667	308	0.7759	0.4819	0.7759	0.8808
No log	14.7619	310	0.7735	0.4863	0.7735	0.8795
No log	14.8571	312	0.7756	0.4814	0.7756	0.8807
No log	14.9524	314	0.7989	0.5082	0.7989	0.8938
No log	15.0476	316	0.8171	0.5426	0.8171	0.9039
No log	15.1429	318	0.7771	0.5211	0.7771	0.8815
No log	15.2381	320	0.7211	0.4619	0.7211	0.8492
No log	15.3333	322	0.7156	0.5009	0.7156	0.8459
No log	15.4286	324	0.7159	0.4710	0.7159	0.8461
No log	15.5238	326	0.7290	0.4632	0.7290	0.8538
No log	15.6190	328	0.7551	0.4733	0.7551	0.8689
No log	15.7143	330	0.7881	0.4552	0.7881	0.8877
No log	15.8095	332	0.8245	0.4741	0.8245	0.9080
No log	15.9048	334	0.8556	0.5005	0.8556	0.9250
No log	16.0	336	0.8876	0.4865	0.8876	0.9421
No log	16.0952	338	0.8609	0.4956	0.8609	0.9278
No log	16.1905	340	0.8344	0.5150	0.8344	0.9134
No log	16.2857	342	0.8199	0.4828	0.8199	0.9055
No log	16.3810	344	0.8065	0.4756	0.8065	0.8981
No log	16.4762	346	0.8107	0.4784	0.8107	0.9004
No log	16.5714	348	0.8213	0.4753	0.8213	0.9063
No log	16.6667	350	0.8299	0.4710	0.8299	0.9110
No log	16.7619	352	0.8373	0.4609	0.8373	0.9150
No log	16.8571	354	0.8341	0.4410	0.8341	0.9133
No log	16.9524	356	0.8223	0.4463	0.8223	0.9068
No log	17.0476	358	0.8071	0.4513	0.8071	0.8984
No log	17.1429	360	0.8005	0.4928	0.8005	0.8947
No log	17.2381	362	0.8209	0.4824	0.8209	0.9061
No log	17.3333	364	0.8280	0.4845	0.8280	0.9099
No log	17.4286	366	0.7807	0.4631	0.7807	0.8836
No log	17.5238	368	0.7699	0.4581	0.7699	0.8775
No log	17.6190	370	0.7737	0.4617	0.7737	0.8796
No log	17.7143	372	0.7636	0.4683	0.7636	0.8739
No log	17.8095	374	0.7715	0.4492	0.7715	0.8783
No log	17.9048	376	0.7623	0.4576	0.7623	0.8731
No log	18.0	378	0.7716	0.4822	0.7716	0.8784
No log	18.0952	380	0.7765	0.4878	0.7765	0.8812
No log	18.1905	382	0.7762	0.4747	0.7762	0.8810
No log	18.2857	384	0.7805	0.4734	0.7805	0.8834
No log	18.3810	386	0.7872	0.4812	0.7872	0.8872
No log	18.4762	388	0.7954	0.4731	0.7954	0.8919
No log	18.5714	390	0.7841	0.4538	0.7841	0.8855
No log	18.6667	392	0.7778	0.4802	0.7778	0.8819
No log	18.7619	394	0.7799	0.4853	0.7799	0.8831
No log	18.8571	396	0.8026	0.4588	0.8026	0.8959
No log	18.9524	398	0.8516	0.4978	0.8516	0.9228
No log	19.0476	400	0.8769	0.4801	0.8769	0.9364
No log	19.1429	402	0.8635	0.4393	0.8635	0.9292
No log	19.2381	404	0.8748	0.4697	0.8748	0.9353
No log	19.3333	406	0.8867	0.4574	0.8867	0.9416
No log	19.4286	408	0.8352	0.4722	0.8352	0.9139
No log	19.5238	410	0.8004	0.4348	0.8004	0.8947
No log	19.6190	412	0.7881	0.4538	0.7881	0.8878
No log	19.7143	414	0.7864	0.4469	0.7864	0.8868
No log	19.8095	416	0.7958	0.4630	0.7958	0.8921
No log	19.9048	418	0.7925	0.4668	0.7925	0.8902
No log	20.0	420	0.7873	0.4707	0.7873	0.8873
No log	20.0952	422	0.7784	0.4603	0.7784	0.8823
No log	20.1905	424	0.7664	0.4581	0.7664	0.8754
No log	20.2857	426	0.7832	0.4623	0.7832	0.8850
No log	20.3810	428	0.8055	0.4857	0.8055	0.8975
No log	20.4762	430	0.8047	0.4593	0.8047	0.8971
No log	20.5714	432	0.8027	0.4378	0.8027	0.8959
No log	20.6667	434	0.8029	0.4621	0.8029	0.8960
No log	20.7619	436	0.8196	0.4592	0.8196	0.9053
No log	20.8571	438	0.8240	0.4741	0.8240	0.9077
No log	20.9524	440	0.7998	0.4548	0.7998	0.8943
No log	21.0476	442	0.7770	0.4565	0.7770	0.8815
No log	21.1429	444	0.7558	0.4613	0.7558	0.8694
No log	21.2381	446	0.7433	0.5006	0.7433	0.8622
No log	21.3333	448	0.7437	0.4776	0.7437	0.8624
No log	21.4286	450	0.7641	0.4552	0.7641	0.8741
No log	21.5238	452	0.7735	0.4822	0.7735	0.8795
No log	21.6190	454	0.7863	0.4800	0.7863	0.8867
No log	21.7143	456	0.8327	0.4921	0.8327	0.9125
No log	21.8095	458	0.8548	0.4921	0.8548	0.9246
No log	21.9048	460	0.8321	0.5069	0.8321	0.9122
No log	22.0	462	0.8426	0.4395	0.8426	0.9179
No log	22.0952	464	0.8764	0.4393	0.8764	0.9361
No log	22.1905	466	0.8837	0.4624	0.8837	0.9400
No log	22.2857	468	0.8595	0.4275	0.8595	0.9271
No log	22.3810	470	0.8315	0.4698	0.8315	0.9119
No log	22.4762	472	0.8022	0.4478	0.8022	0.8956
No log	22.5714	474	0.7882	0.4616	0.7882	0.8878
No log	22.6667	476	0.8144	0.4829	0.8144	0.9024
No log	22.7619	478	0.7922	0.4761	0.7922	0.8900
No log	22.8571	480	0.7514	0.4704	0.7514	0.8668
No log	22.9524	482	0.7412	0.4524	0.7412	0.8609
No log	23.0476	484	0.7564	0.4839	0.7564	0.8697
No log	23.1429	486	0.7788	0.4812	0.7788	0.8825
No log	23.2381	488	0.7867	0.4609	0.7867	0.8869
No log	23.3333	490	0.8101	0.4551	0.8101	0.9001
No log	23.4286	492	0.8221	0.4662	0.8221	0.9067
No log	23.5238	494	0.8501	0.4694	0.8501	0.9220
No log	23.6190	496	0.8602	0.4641	0.8602	0.9275
No log	23.7143	498	0.8416	0.4557	0.8416	0.9174
0.5477	23.8095	500	0.8104	0.4047	0.8104	0.9002
0.5477	23.9048	502	0.7904	0.4790	0.7904	0.8891
0.5477	24.0	504	0.7626	0.4877	0.7626	0.8733
0.5477	24.0952	506	0.7342	0.4530	0.7342	0.8568
0.5477	24.1905	508	0.7248	0.4627	0.7248	0.8514
0.5477	24.2857	510	0.7325	0.4973	0.7325	0.8559
0.5477	24.3810	512	0.7379	0.4997	0.7379	0.8590
0.5477	24.4762	514	0.7348	0.4925	0.7348	0.8572
0.5477	24.5714	516	0.7433	0.4702	0.7433	0.8622
0.5477	24.6667	518	0.7552	0.4942	0.7552	0.8690
0.5477	24.7619	520	0.7669	0.4914	0.7669	0.8757
0.5477	24.8571	522	0.7756	0.4668	0.7756	0.8807
0.5477	24.9524	524	0.7863	0.4816	0.7863	0.8867
0.5477	25.0476	526	0.7935	0.4946	0.7935	0.8908
0.5477	25.1429	528	0.7792	0.4871	0.7792	0.8828
0.5477	25.2381	530	0.7572	0.4878	0.7572	0.8702
0.5477	25.3333	532	0.7534	0.4755	0.7534	0.8680
0.5477	25.4286	534	0.7545	0.4700	0.7545	0.8686
0.5477	25.5238	536	0.7560	0.4787	0.7560	0.8695
0.5477	25.6190	538	0.7729	0.5137	0.7729	0.8791
0.5477	25.7143	540	0.7759	0.5121	0.7759	0.8808
0.5477	25.8095	542	0.7501	0.4983	0.7501	0.8661
0.5477	25.9048	544	0.7556	0.5011	0.7556	0.8692
0.5477	26.0	546	0.7701	0.5011	0.7701	0.8776
0.5477	26.0952	548	0.7905	0.4860	0.7905	0.8891
0.5477	26.1905	550	0.8153	0.4790	0.8153	0.9030
0.5477	26.2857	552	0.8234	0.4612	0.8235	0.9074
0.5477	26.3810	554	0.8214	0.4707	0.8214	0.9063
0.5477	26.4762	556	0.8287	0.4702	0.8287	0.9103
0.5477	26.5714	558	0.8220	0.4707	0.8220	0.9067
0.5477	26.6667	560	0.7860	0.4569	0.7860	0.8865
0.5477	26.7619	562	0.7724	0.4997	0.7724	0.8789
0.5477	26.8571	564	0.7613	0.4653	0.7613	0.8725
0.5477	26.9524	566	0.7402	0.5028	0.7402	0.8603
0.5477	27.0476	568	0.7492	0.4761	0.7492	0.8656
0.5477	27.1429	570	0.7766	0.5320	0.7766	0.8813
0.5477	27.2381	572	0.7744	0.5320	0.7744	0.8800
0.5477	27.3333	574	0.7477	0.4686	0.7477	0.8647
0.5477	27.4286	576	0.7377	0.4817	0.7377	0.8589
0.5477	27.5238	578	0.7459	0.4888	0.7459	0.8637
0.5477	27.6190	580	0.7611	0.5141	0.7611	0.8724
0.5477	27.7143	582	0.7649	0.5013	0.7649	0.8746
0.5477	27.8095	584	0.7870	0.4969	0.7870	0.8871
0.5477	27.9048	586	0.8128	0.5044	0.8128	0.9016
0.5477	28.0	588	0.8036	0.4850	0.8036	0.8965
0.5477	28.0952	590	0.8135	0.4949	0.8135	0.9019
0.5477	28.1905	592	0.8228	0.4981	0.8228	0.9071
0.5477	28.2857	594	0.7977	0.4699	0.7977	0.8931
0.5477	28.3810	596	0.7705	0.4959	0.7705	0.8778
0.5477	28.4762	598	0.7614	0.4862	0.7614	0.8726
0.5477	28.5714	600	0.7502	0.4862	0.7502	0.8662
0.5477	28.6667	602	0.7533	0.4885	0.7533	0.8679
0.5477	28.7619	604	0.7427	0.4715	0.7427	0.8618
0.5477	28.8571	606	0.7399	0.5	0.7399	0.8602
0.5477	28.9524	608	0.7472	0.5054	0.7472	0.8644
0.5477	29.0476	610	0.7579	0.5111	0.7579	0.8706
0.5477	29.1429	612	0.7590	0.4805	0.7590	0.8712
0.5477	29.2381	614	0.7873	0.4984	0.7873	0.8873
0.5477	29.3333	616	0.7967	0.4984	0.7967	0.8926
0.5477	29.4286	618	0.7813	0.4805	0.7813	0.8839
0.5477	29.5238	620	0.7907	0.4866	0.7907	0.8892
0.5477	29.6190	622	0.8160	0.4811	0.8160	0.9033
0.5477	29.7143	624	0.8261	0.4827	0.8261	0.9089
0.5477	29.8095	626	0.8342	0.4885	0.8342	0.9133
0.5477	29.9048	628	0.8431	0.4678	0.8431	0.9182
0.5477	30.0	630	0.8471	0.4658	0.8471	0.9204
0.5477	30.0952	632	0.8396	0.4735	0.8396	0.9163
0.5477	30.1905	634	0.8271	0.5008	0.8271	0.9095
0.5477	30.2857	636	0.8231	0.4811	0.8231	0.9072
0.5477	30.3810	638	0.8167	0.5016	0.8167	0.9037
0.5477	30.4762	640	0.8143	0.4847	0.8143	0.9024
0.5477	30.5714	642	0.8096	0.4875	0.8096	0.8998
0.5477	30.6667	644	0.8119	0.4909	0.8119	0.9011
0.5477	30.7619	646	0.8262	0.5015	0.8262	0.9090
0.5477	30.8571	648	0.8823	0.4725	0.8823	0.9393
0.5477	30.9524	650	0.9339	0.4852	0.9339	0.9664
0.5477	31.0476	652	0.9229	0.4748	0.9229	0.9607
0.5477	31.1429	654	0.8777	0.5012	0.8777	0.9368
0.5477	31.2381	656	0.8566	0.4838	0.8566	0.9255
0.5477	31.3333	658	0.8814	0.5007	0.8814	0.9388
0.5477	31.4286	660	0.8862	0.5007	0.8862	0.9414
0.5477	31.5238	662	0.8675	0.4823	0.8675	0.9314
0.5477	31.6190	664	0.8645	0.4857	0.8645	0.9298
0.5477	31.7143	666	0.8747	0.4891	0.8747	0.9353
0.5477	31.8095	668	0.8514	0.5127	0.8514	0.9227
0.5477	31.9048	670	0.8195	0.4668	0.8195	0.9053
0.5477	32.0	672	0.8238	0.4707	0.8238	0.9076
0.5477	32.0952	674	0.8470	0.4798	0.8470	0.9203
0.5477	32.1905	676	0.8609	0.4814	0.8609	0.9278
0.5477	32.2857	678	0.8633	0.4723	0.8633	0.9291
0.5477	32.3810	680	0.8788	0.4744	0.8788	0.9374
0.5477	32.4762	682	0.8886	0.4952	0.8886	0.9427
0.5477	32.5714	684	0.8667	0.4778	0.8667	0.9310
0.5477	32.6667	686	0.8405	0.4775	0.8405	0.9168
0.5477	32.7619	688	0.8332	0.4775	0.8332	0.9128
0.5477	32.8571	690	0.8189	0.4920	0.8189	0.9049
0.5477	32.9524	692	0.8027	0.4859	0.8027	0.8959
0.5477	33.0476	694	0.7915	0.4937	0.7915	0.8897
0.5477	33.1429	696	0.7931	0.5031	0.7931	0.8906
0.5477	33.2381	698	0.7913	0.4778	0.7913	0.8895
0.5477	33.3333	700	0.8184	0.4846	0.8184	0.9046
0.5477	33.4286	702	0.8467	0.4862	0.8467	0.9201
0.5477	33.5238	704	0.8525	0.4798	0.8525	0.9233
0.5477	33.6190	706	0.8752	0.4799	0.8752	0.9355
0.5477	33.7143	708	0.8955	0.4814	0.8955	0.9463
0.5477	33.8095	710	0.8893	0.4799	0.8893	0.9430
0.5477	33.9048	712	0.8788	0.4413	0.8788	0.9374
0.5477	34.0	714	0.8826	0.4750	0.8826	0.9395
0.5477	34.0952	716	0.8838	0.4662	0.8838	0.9401
0.5477	34.1905	718	0.8771	0.4804	0.8771	0.9365
0.5477	34.2857	720	0.8741	0.4804	0.8741	0.9349
0.5477	34.3810	722	0.8842	0.4749	0.8842	0.9403
0.5477	34.4762	724	0.9089	0.4637	0.9089	0.9534
0.5477	34.5714	726	0.8885	0.4637	0.8885	0.9426
0.5477	34.6667	728	0.8597	0.4672	0.8597	0.9272
0.5477	34.7619	730	0.8441	0.4817	0.8441	0.9188
0.5477	34.8571	732	0.8406	0.4611	0.8406	0.9168
0.5477	34.9524	734	0.8521	0.4533	0.8521	0.9231
0.5477	35.0476	736	0.8694	0.4574	0.8694	0.9324
0.5477	35.1429	738	0.8933	0.4704	0.8933	0.9451
0.5477	35.2381	740	0.8918	0.4632	0.8918	0.9444
0.5477	35.3333	742	0.8544	0.4704	0.8544	0.9243
0.5477	35.4286	744	0.8168	0.4843	0.8168	0.9038
0.5477	35.5238	746	0.7735	0.4805	0.7735	0.8795
0.5477	35.6190	748	0.7621	0.4574	0.7621	0.8730
0.5477	35.7143	750	0.7688	0.4539	0.7688	0.8768
0.5477	35.8095	752	0.7748	0.4406	0.7748	0.8802
0.5477	35.9048	754	0.7934	0.4749	0.7934	0.8907
0.5477	36.0	756	0.8076	0.4843	0.8076	0.8987
0.5477	36.0952	758	0.8112	0.4787	0.8112	0.9007
0.5477	36.1905	760	0.7963	0.4749	0.7963	0.8924
0.5477	36.2857	762	0.7874	0.4992	0.7874	0.8874
0.5477	36.3810	764	0.7844	0.4764	0.7844	0.8857
0.5477	36.4762	766	0.7859	0.4873	0.7859	0.8865
0.5477	36.5714	768	0.7760	0.4873	0.7760	0.8809
0.5477	36.6667	770	0.7773	0.4767	0.7773	0.8817
0.5477	36.7619	772	0.7829	0.4860	0.7829	0.8848
0.5477	36.8571	774	0.7686	0.4749	0.7686	0.8767
0.5477	36.9524	776	0.7553	0.5025	0.7553	0.8691
0.5477	37.0476	778	0.7630	0.4953	0.7630	0.8735
0.5477	37.1429	780	0.7871	0.4644	0.7871	0.8872
0.5477	37.2381	782	0.7996	0.4784	0.7996	0.8942
0.5477	37.3333	784	0.7961	0.4784	0.7961	0.8922
0.5477	37.4286	786	0.7827	0.4814	0.7827	0.8847
0.5477	37.5238	788	0.7817	0.5011	0.7817	0.8841
0.5477	37.6190	790	0.7884	0.4651	0.7884	0.8879
0.5477	37.7143	792	0.8154	0.4959	0.8154	0.9030
0.5477	37.8095	794	0.8579	0.4956	0.8579	0.9262
0.5477	37.9048	796	0.8550	0.4981	0.8550	0.9247
0.5477	38.0	798	0.8342	0.4907	0.8342	0.9133
0.5477	38.0952	800	0.8136	0.4797	0.8136	0.9020
0.5477	38.1905	802	0.8083	0.4921	0.8083	0.8991
0.5477	38.2857	804	0.8047	0.4751	0.8047	0.8971
0.5477	38.3810	806	0.8064	0.4770	0.8064	0.8980
0.5477	38.4762	808	0.8215	0.4618	0.8215	0.9064
0.5477	38.5714	810	0.8294	0.4825	0.8294	0.9107
0.5477	38.6667	812	0.8288	0.5058	0.8288	0.9104
0.5477	38.7619	814	0.8111	0.5083	0.8111	0.9006
0.5477	38.8571	816	0.7930	0.4823	0.7930	0.8905
0.5477	38.9524	818	0.8013	0.4882	0.8013	0.8951
0.5477	39.0476	820	0.8249	0.4932	0.8249	0.9082
0.5477	39.1429	822	0.8443	0.4762	0.8443	0.9188
0.5477	39.2381	824	0.8610	0.4958	0.8610	0.9279
0.5477	39.3333	826	0.8717	0.4993	0.8717	0.9337
0.5477	39.4286	828	0.8581	0.4993	0.8581	0.9263
0.5477	39.5238	830	0.8405	0.5124	0.8405	0.9168
0.5477	39.6190	832	0.8410	0.5174	0.8410	0.9171
0.5477	39.7143	834	0.8587	0.4913	0.8587	0.9267
0.5477	39.8095	836	0.8723	0.4928	0.8723	0.9339
0.5477	39.9048	838	0.8761	0.4907	0.8761	0.9360
0.5477	40.0	840	0.8835	0.4953	0.8835	0.9399
0.5477	40.0952	842	0.8887	0.4783	0.8887	0.9427
0.5477	40.1905	844	0.8945	0.4655	0.8945	0.9458
0.5477	40.2857	846	0.9029	0.4705	0.9029	0.9502
0.5477	40.3810	848	0.9117	0.4886	0.9117	0.9548
0.5477	40.4762	850	0.9005	0.4886	0.9005	0.9490
0.5477	40.5714	852	0.8826	0.4886	0.8826	0.9394
0.5477	40.6667	854	0.8560	0.4789	0.8560	0.9252
0.5477	40.7619	856	0.8270	0.5008	0.8270	0.9094
0.5477	40.8571	858	0.8033	0.5101	0.8033	0.8963
0.5477	40.9524	860	0.7894	0.5024	0.7894	0.8885
0.5477	41.0476	862	0.7942	0.5045	0.7942	0.8912
0.5477	41.1429	864	0.8128	0.5067	0.8128	0.9015
0.5477	41.2381	866	0.8203	0.4929	0.8203	0.9057
0.5477	41.3333	868	0.8485	0.4735	0.8485	0.9211
0.5477	41.4286	870	0.8477	0.4997	0.8477	0.9207
0.5477	41.5238	872	0.8414	0.4997	0.8414	0.9173
0.5477	41.6190	874	0.8360	0.5114	0.8360	0.9143
0.5477	41.7143	876	0.8558	0.4733	0.8558	0.9251
0.5477	41.8095	878	0.8803	0.4907	0.8803	0.9383
0.5477	41.9048	880	0.9013	0.4778	0.9013	0.9494
0.5477	42.0	882	0.9127	0.4835	0.9127	0.9553
0.5477	42.0952	884	0.9093	0.4639	0.9093	0.9536
0.5477	42.1905	886	0.8946	0.4540	0.8946	0.9458
0.5477	42.2857	888	0.8868	0.4789	0.8868	0.9417
0.5477	42.3810	890	0.8842	0.4886	0.8842	0.9403
0.5477	42.4762	892	0.8715	0.5213	0.8715	0.9336
0.5477	42.5714	894	0.8259	0.5100	0.8259	0.9088
0.5477	42.6667	896	0.7753	0.5052	0.7753	0.8805
0.5477	42.7619	898	0.7383	0.4939	0.7383	0.8592
0.5477	42.8571	900	0.7288	0.5279	0.7288	0.8537
0.5477	42.9524	902	0.7411	0.5268	0.7411	0.8609
0.5477	43.0476	904	0.7628	0.5412	0.7628	0.8734
0.5477	43.1429	906	0.8026	0.5532	0.8026	0.8959
0.5477	43.2381	908	0.8129	0.5545	0.8129	0.9016
0.5477	43.3333	910	0.7838	0.5508	0.7838	0.8853
0.5477	43.4286	912	0.7631	0.4881	0.7631	0.8736
0.5477	43.5238	914	0.7787	0.5116	0.7787	0.8824
0.5477	43.6190	916	0.8043	0.4861	0.8043	0.8968
0.5477	43.7143	918	0.7872	0.5059	0.7872	0.8872
0.5477	43.8095	920	0.7653	0.4898	0.7653	0.8748
0.5477	43.9048	922	0.7735	0.5183	0.7735	0.8795
0.5477	44.0	924	0.7705	0.5083	0.7705	0.8778
0.5477	44.0952	926	0.7546	0.5183	0.7546	0.8687
0.5477	44.1905	928	0.7488	0.5183	0.7488	0.8653
0.5477	44.2857	930	0.7401	0.5251	0.7401	0.8603
0.5477	44.3810	932	0.7290	0.5346	0.7290	0.8538
0.5477	44.4762	934	0.7300	0.5045	0.7300	0.8544
0.5477	44.5714	936	0.7507	0.5251	0.7507	0.8664
0.5477	44.6667	938	0.7685	0.5306	0.7685	0.8766
0.5477	44.7619	940	0.7692	0.5306	0.7692	0.8770
0.5477	44.8571	942	0.7580	0.5069	0.7580	0.8706
0.5477	44.9524	944	0.7374	0.5045	0.7374	0.8587
0.5477	45.0476	946	0.7418	0.5074	0.7418	0.8613
0.5477	45.1429	948	0.7380	0.5143	0.7380	0.8591
0.5477	45.2381	950	0.7384	0.5143	0.7384	0.8593
0.5477	45.3333	952	0.7277	0.5114	0.7277	0.8530
0.5477	45.4286	954	0.7166	0.54	0.7166	0.8465
0.5477	45.5238	956	0.7161	0.5117	0.7161	0.8462
0.5477	45.6190	958	0.7237	0.5170	0.7237	0.8507
0.5477	45.7143	960	0.7293	0.5117	0.7293	0.8540
0.5477	45.8095	962	0.7327	0.5170	0.7327	0.8560
0.5477	45.9048	964	0.7475	0.5024	0.7475	0.8646
0.5477	46.0	966	0.7682	0.5130	0.7682	0.8764
0.5477	46.0952	968	0.7790	0.5130	0.7790	0.8826
0.5477	46.1905	970	0.7831	0.5114	0.7831	0.8849
0.5477	46.2857	972	0.7873	0.5143	0.7873	0.8873
0.5477	46.3810	974	0.7877	0.5211	0.7877	0.8875
0.5477	46.4762	976	0.8020	0.5238	0.8020	0.8956
0.5477	46.5714	978	0.7881	0.5143	0.7881	0.8877
0.5477	46.6667	980	0.7865	0.5196	0.7865	0.8869
0.5477	46.7619	982	0.7821	0.5211	0.7821	0.8844
0.5477	46.8571	984	0.7789	0.5196	0.7789	0.8825
0.5477	46.9524	986	0.7655	0.5130	0.7655	0.8749
0.5477	47.0476	988	0.7737	0.5422	0.7737	0.8796
0.5477	47.1429	990	0.7651	0.5422	0.7651	0.8747
0.5477	47.2381	992	0.7484	0.5244	0.7484	0.8651
0.5477	47.3333	994	0.7361	0.5092	0.7361	0.8579
0.5477	47.4286	996	0.7298	0.5108	0.7298	0.8543
0.5477	47.5238	998	0.7393	0.5055	0.7393	0.8598
0.1044	47.6190	1000	0.7500	0.5066	0.7500	0.8661
0.1044	47.7143	1002	0.7608	0.5110	0.7608	0.8722
0.1044	47.8095	1004	0.7775	0.5108	0.7775	0.8818
0.1044	47.9048	1006	0.7989	0.4976	0.7989	0.8938
0.1044	48.0	1008	0.8164	0.5005	0.8164	0.9035
0.1044	48.0952	1010	0.8165	0.5005	0.8165	0.9036
0.1044	48.1905	1012	0.7981	0.4837	0.7981	0.8934
0.1044	48.2857	1014	0.7893	0.5127	0.7893	0.8884
0.1044	48.3810	1016	0.7909	0.5130	0.7909	0.8893
0.1044	48.4762	1018	0.8022	0.4984	0.8022	0.8957
0.1044	48.5714	1020	0.8042	0.5096	0.8042	0.8968
0.1044	48.6667	1022	0.7915	0.5044	0.7915	0.8897
0.1044	48.7619	1024	0.7918	0.5103	0.7918	0.8898
0.1044	48.8571	1026	0.7912	0.5118	0.7912	0.8895
0.1044	48.9524	1028	0.7818	0.5076	0.7818	0.8842
0.1044	49.0476	1030	0.7755	0.5201	0.7755	0.8806
0.1044	49.1429	1032	0.7703	0.5172	0.7703	0.8777
0.1044	49.2381	1034	0.7765	0.5	0.7765	0.8812
0.1044	49.3333	1036	0.8001	0.5180	0.8001	0.8945
0.1044	49.4286	1038	0.8329	0.5063	0.8329	0.9126
0.1044	49.5238	1040	0.8353	0.4737	0.8353	0.9139
0.1044	49.6190	1042	0.7963	0.5165	0.7963	0.8923
0.1044	49.7143	1044	0.7727	0.5146	0.7727	0.8790
0.1044	49.8095	1046	0.7459	0.4863	0.7459	0.8637
0.1044	49.9048	1048	0.7472	0.5173	0.7472	0.8644
0.1044	50.0	1050	0.7523	0.5144	0.7523	0.8673
0.1044	50.0952	1052	0.7488	0.5216	0.7488	0.8654
0.1044	50.1905	1054	0.7616	0.4907	0.7616	0.8727
0.1044	50.2857	1056	0.7840	0.4914	0.7840	0.8854
0.1044	50.3810	1058	0.8038	0.4960	0.8038	0.8965
0.1044	50.4762	1060	0.8304	0.4820	0.8304	0.9112
0.1044	50.5714	1062	0.8426	0.4890	0.8426	0.9179

Framework versions

• Transformers 4.44.2
• Pytorch 2.4.1+cu121
• Datasets 3.2.0
• Tokenizers 0.19.1