ArabicNewSplits4_WithDuplicationsForScore5_FineTuningAraBERT_run1_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: 0.9366
• Qwk: 0.4476
• Mse: 0.9366
• Rmse: 0.9678

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	0.0220	2	4.0292	-0.0169	4.0292	2.0073
No log	0.0440	4	2.2646	0.1133	2.2646	1.5048
No log	0.0659	6	1.1887	0.0678	1.1887	1.0903
No log	0.0879	8	1.0106	-0.0056	1.0106	1.0053
No log	0.1099	10	0.8045	0.0435	0.8045	0.8969
No log	0.1319	12	0.8708	0.0918	0.8708	0.9332
No log	0.1538	14	1.0317	0.1049	1.0317	1.0157
No log	0.1758	16	0.9683	-0.0025	0.9683	0.9840
No log	0.1978	18	1.0811	-0.0772	1.0811	1.0398
No log	0.2198	20	1.2227	-0.0455	1.2227	1.1058
No log	0.2418	22	0.9246	-0.0264	0.9246	0.9616
No log	0.2637	24	1.0459	-0.0125	1.0459	1.0227
No log	0.2857	26	1.1247	0.0437	1.1247	1.0605
No log	0.3077	28	0.9400	0.0425	0.9400	0.9695
No log	0.3297	30	0.8445	0.1095	0.8445	0.9190
No log	0.3516	32	0.8476	0.1232	0.8476	0.9207
No log	0.3736	34	0.8670	0.0335	0.8670	0.9311
No log	0.3956	36	0.8106	0.1578	0.8106	0.9003
No log	0.4176	38	0.9497	0.0304	0.9497	0.9745
No log	0.4396	40	1.3779	0.1667	1.3779	1.1738
No log	0.4615	42	1.3275	0.1707	1.3275	1.1522
No log	0.4835	44	0.9630	0.2551	0.9630	0.9813
No log	0.5055	46	0.9260	0.2874	0.9260	0.9623
No log	0.5275	48	1.1263	0.2784	1.1263	1.0613
No log	0.5495	50	1.4856	0.2099	1.4856	1.2189
No log	0.5714	52	1.5535	0.2118	1.5535	1.2464
No log	0.5934	54	1.0685	0.2900	1.0685	1.0337
No log	0.6154	56	0.8421	0.3611	0.8421	0.9177
No log	0.6374	58	0.6824	0.4223	0.6824	0.8261
No log	0.6593	60	0.7006	0.3505	0.7006	0.8370
No log	0.6813	62	0.7964	0.3507	0.7964	0.8924
No log	0.7033	64	1.6449	0.2497	1.6449	1.2825
No log	0.7253	66	2.1405	0.2252	2.1405	1.4630
No log	0.7473	68	1.6831	0.2521	1.6831	1.2974
No log	0.7692	70	0.9568	0.3541	0.9568	0.9782
No log	0.7912	72	0.9163	0.3398	0.9163	0.9572
No log	0.8132	74	1.2541	0.3320	1.2541	1.1199
No log	0.8352	76	1.9853	0.2273	1.9853	1.4090
No log	0.8571	78	2.3083	0.2143	2.3083	1.5193
No log	0.8791	80	1.6193	0.2864	1.6193	1.2725
No log	0.9011	82	1.1788	0.3434	1.1788	1.0857
No log	0.9231	84	1.0762	0.3472	1.0762	1.0374
No log	0.9451	86	1.2460	0.3493	1.2460	1.1163
No log	0.9670	88	1.7317	0.2541	1.7317	1.3159
No log	0.9890	90	1.5405	0.2718	1.5405	1.2412
No log	1.0110	92	1.2422	0.3135	1.2422	1.1145
No log	1.0330	94	0.7554	0.4566	0.7554	0.8691
No log	1.0549	96	0.7300	0.4994	0.7300	0.8544
No log	1.0769	98	0.8128	0.4233	0.8128	0.9016
No log	1.0989	100	1.0293	0.3558	1.0293	1.0145
No log	1.1209	102	2.1403	0.2338	2.1403	1.4630
No log	1.1429	104	2.6481	0.1732	2.6481	1.6273
No log	1.1648	106	2.0640	0.2331	2.0640	1.4367
No log	1.1868	108	1.7367	0.3155	1.7367	1.3178
No log	1.2088	110	1.6314	0.3332	1.6314	1.2773
No log	1.2308	112	1.8603	0.3037	1.8603	1.3639
No log	1.2527	114	1.6573	0.3079	1.6573	1.2874
No log	1.2747	116	1.3939	0.3611	1.3939	1.1806
No log	1.2967	118	1.1751	0.3986	1.1751	1.0840
No log	1.3187	120	0.9988	0.4048	0.9988	0.9994
No log	1.3407	122	1.1556	0.3965	1.1556	1.0750
No log	1.3626	124	1.2619	0.4034	1.2619	1.1233
No log	1.3846	126	1.1315	0.4190	1.1315	1.0637
No log	1.4066	128	1.1046	0.4223	1.1046	1.0510
No log	1.4286	130	1.0883	0.3921	1.0883	1.0432
No log	1.4505	132	1.4556	0.3404	1.4556	1.2065
No log	1.4725	134	1.9223	0.3007	1.9223	1.3865
No log	1.4945	136	1.9124	0.3053	1.9125	1.3829
No log	1.5165	138	1.5846	0.3340	1.5846	1.2588
No log	1.5385	140	1.6171	0.3261	1.6171	1.2717
No log	1.5604	142	1.8234	0.2935	1.8234	1.3503
No log	1.5824	144	1.8054	0.2800	1.8054	1.3437
No log	1.6044	146	1.5063	0.3458	1.5063	1.2273
No log	1.6264	148	1.1462	0.4041	1.1462	1.0706
No log	1.6484	150	1.3009	0.3691	1.3009	1.1405
No log	1.6703	152	1.6008	0.3218	1.6008	1.2652
No log	1.6923	154	1.5759	0.3324	1.5759	1.2554
No log	1.7143	156	1.5928	0.3360	1.5928	1.2621
No log	1.7363	158	1.3437	0.3656	1.3437	1.1592
No log	1.7582	160	1.2401	0.3605	1.2401	1.1136
No log	1.7802	162	1.0951	0.3839	1.0951	1.0465
No log	1.8022	164	1.3738	0.3717	1.3738	1.1721
No log	1.8242	166	1.6266	0.3267	1.6266	1.2754
No log	1.8462	168	1.2696	0.3619	1.2696	1.1268
No log	1.8681	170	1.2181	0.3579	1.2181	1.1037
No log	1.8901	172	1.6300	0.3249	1.6300	1.2767
No log	1.9121	174	1.7067	0.3011	1.7067	1.3064
No log	1.9341	176	1.2472	0.3996	1.2472	1.1168
No log	1.9560	178	1.1368	0.3994	1.1368	1.0662
No log	1.9780	180	1.2262	0.3942	1.2262	1.1074
No log	2.0	182	1.3113	0.3500	1.3113	1.1451
No log	2.0220	184	1.0029	0.3908	1.0029	1.0015
No log	2.0440	186	0.9172	0.4397	0.9172	0.9577
No log	2.0659	188	1.0695	0.4485	1.0695	1.0342
No log	2.0879	190	1.2234	0.4307	1.2234	1.1061
No log	2.1099	192	1.2448	0.4294	1.2448	1.1157
No log	2.1319	194	1.1363	0.4637	1.1363	1.0660
No log	2.1538	196	0.8613	0.4834	0.8613	0.9281
No log	2.1758	198	0.8167	0.4628	0.8167	0.9037
No log	2.1978	200	0.7885	0.4644	0.7885	0.8880
No log	2.2198	202	0.9406	0.4283	0.9406	0.9699
No log	2.2418	204	0.8924	0.4180	0.8924	0.9446
No log	2.2637	206	0.9454	0.4337	0.9454	0.9723
No log	2.2857	208	1.1006	0.4155	1.1006	1.0491
No log	2.3077	210	1.1844	0.4410	1.1844	1.0883
No log	2.3297	212	1.2121	0.4252	1.2121	1.1009
No log	2.3516	214	1.4079	0.3695	1.4079	1.1866
No log	2.3736	216	1.5999	0.3514	1.5999	1.2649
No log	2.3956	218	1.3760	0.3550	1.3760	1.1730
No log	2.4176	220	1.1288	0.3855	1.1288	1.0625
No log	2.4396	222	0.8539	0.4306	0.8539	0.9240
No log	2.4615	224	0.9425	0.4262	0.9425	0.9708
No log	2.4835	226	1.0263	0.3805	1.0263	1.0130
No log	2.5055	228	1.1567	0.3776	1.1567	1.0755
No log	2.5275	230	1.3311	0.4067	1.3311	1.1537
No log	2.5495	232	1.1399	0.4110	1.1399	1.0677
No log	2.5714	234	0.9354	0.4138	0.9354	0.9672
No log	2.5934	236	0.7763	0.4067	0.7763	0.8811
No log	2.6154	238	0.8093	0.4183	0.8093	0.8996
No log	2.6374	240	1.0172	0.4128	1.0172	1.0086
No log	2.6593	242	1.7563	0.3416	1.7563	1.3253
No log	2.6813	244	2.2594	0.2558	2.2594	1.5031
No log	2.7033	246	2.0341	0.2986	2.0341	1.4262
No log	2.7253	248	1.4714	0.4041	1.4714	1.2130
No log	2.7473	250	0.9403	0.4275	0.9403	0.9697
No log	2.7692	252	0.8969	0.4773	0.8969	0.9471
No log	2.7912	254	0.8280	0.5093	0.8280	0.9100
No log	2.8132	256	0.8042	0.4041	0.8042	0.8968
No log	2.8352	258	0.9545	0.4160	0.9545	0.9770
No log	2.8571	260	0.9424	0.4335	0.9424	0.9708
No log	2.8791	262	0.9089	0.4445	0.9089	0.9534
No log	2.9011	264	0.8263	0.4342	0.8263	0.9090
No log	2.9231	266	0.8154	0.4170	0.8154	0.9030
No log	2.9451	268	0.7695	0.4111	0.7695	0.8772
No log	2.9670	270	0.7091	0.4310	0.7091	0.8421
No log	2.9890	272	0.8019	0.4341	0.8019	0.8955
No log	3.0110	274	0.8622	0.4482	0.8622	0.9286
No log	3.0330	276	0.8306	0.4378	0.8306	0.9114
No log	3.0549	278	0.7885	0.4423	0.7885	0.8880
No log	3.0769	280	0.7204	0.4954	0.7204	0.8488
No log	3.0989	282	0.7132	0.4867	0.7132	0.8445
No log	3.1209	284	0.8522	0.4390	0.8522	0.9232
No log	3.1429	286	1.2022	0.3255	1.2022	1.0964
No log	3.1648	288	1.2278	0.3255	1.2278	1.1081
No log	3.1868	290	0.9814	0.3655	0.9814	0.9907
No log	3.2088	292	0.7408	0.4728	0.7408	0.8607
No log	3.2308	294	0.7002	0.5053	0.7002	0.8368
No log	3.2527	296	0.7744	0.4614	0.7744	0.8800
No log	3.2747	298	1.0578	0.4116	1.0578	1.0285
No log	3.2967	300	1.4897	0.3557	1.4897	1.2205
No log	3.3187	302	1.4690	0.3611	1.4690	1.2120
No log	3.3407	304	1.4286	0.3665	1.4286	1.1952
No log	3.3626	306	1.0894	0.4293	1.0894	1.0438
No log	3.3846	308	0.7791	0.4384	0.7791	0.8827
No log	3.4066	310	0.7292	0.4970	0.7292	0.8539
No log	3.4286	312	0.7596	0.4421	0.7596	0.8715
No log	3.4505	314	0.8729	0.4425	0.8729	0.9343
No log	3.4725	316	0.7912	0.4455	0.7912	0.8895
No log	3.4945	318	0.7013	0.4860	0.7013	0.8374
No log	3.5165	320	0.7507	0.4530	0.7507	0.8664
No log	3.5385	322	0.7418	0.4773	0.7418	0.8613
No log	3.5604	324	0.7412	0.4846	0.7412	0.8609
No log	3.5824	326	0.8347	0.4392	0.8347	0.9136
No log	3.6044	328	1.0981	0.4599	1.0981	1.0479
No log	3.6264	330	1.2260	0.4473	1.2260	1.1072
No log	3.6484	332	1.1522	0.4685	1.1522	1.0734
No log	3.6703	334	0.9715	0.4358	0.9715	0.9857
No log	3.6923	336	0.7610	0.4141	0.7610	0.8723
No log	3.7143	338	0.7126	0.5283	0.7126	0.8442
No log	3.7363	340	0.7086	0.5328	0.7086	0.8418
No log	3.7582	342	0.7992	0.4181	0.7992	0.8940
No log	3.7802	344	1.0778	0.4468	1.0778	1.0382
No log	3.8022	346	1.4001	0.3962	1.4001	1.1833
No log	3.8242	348	1.3927	0.3962	1.3927	1.1801
No log	3.8462	350	1.2590	0.4175	1.2590	1.1221
No log	3.8681	352	1.1166	0.4306	1.1166	1.0567
No log	3.8901	354	1.0849	0.4367	1.0849	1.0416
No log	3.9121	356	1.1989	0.4189	1.1989	1.0949
No log	3.9341	358	1.4086	0.3540	1.4086	1.1868
No log	3.9560	360	1.3901	0.3717	1.3901	1.1790
No log	3.9780	362	1.2724	0.4041	1.2724	1.1280
No log	4.0	364	1.0862	0.3731	1.0862	1.0422
No log	4.0220	366	0.9850	0.3662	0.9850	0.9925
No log	4.0440	368	0.9087	0.3964	0.9087	0.9533
No log	4.0659	370	0.7935	0.3955	0.7935	0.8908
No log	4.0879	372	0.8370	0.4243	0.8370	0.9149
No log	4.1099	374	1.0084	0.3734	1.0084	1.0042
No log	4.1319	376	1.2395	0.3757	1.2395	1.1133
No log	4.1538	378	1.2730	0.3736	1.2730	1.1283
No log	4.1758	380	1.0757	0.4208	1.0757	1.0371
No log	4.1978	382	0.8649	0.4355	0.8649	0.9300
No log	4.2198	384	0.8174	0.4408	0.8174	0.9041
No log	4.2418	386	0.9097	0.4402	0.9097	0.9538
No log	4.2637	388	1.0806	0.4159	1.0806	1.0395
No log	4.2857	390	1.1150	0.4022	1.1150	1.0559
No log	4.3077	392	1.1593	0.3889	1.1593	1.0767
No log	4.3297	394	1.1204	0.4022	1.1204	1.0585
No log	4.3516	396	1.0753	0.3900	1.0753	1.0370
No log	4.3736	398	0.8866	0.4333	0.8866	0.9416
No log	4.3956	400	0.7489	0.4250	0.7489	0.8654
No log	4.4176	402	0.8033	0.4064	0.8033	0.8963
No log	4.4396	404	1.0029	0.4526	1.0029	1.0014
No log	4.4615	406	1.3263	0.3761	1.3263	1.1517
No log	4.4835	408	1.4655	0.3835	1.4655	1.2106
No log	4.5055	410	1.3270	0.3874	1.3270	1.1520
No log	4.5275	412	1.0364	0.4293	1.0364	1.0180
No log	4.5495	414	0.9646	0.4382	0.9646	0.9821
No log	4.5714	416	1.0641	0.4159	1.0641	1.0315
No log	4.5934	418	1.0391	0.4009	1.0391	1.0193
No log	4.6154	420	1.0687	0.4011	1.0687	1.0338
No log	4.6374	422	0.9336	0.4348	0.9336	0.9662
No log	4.6593	424	0.8923	0.4349	0.8923	0.9446
No log	4.6813	426	0.8851	0.4366	0.8851	0.9408
No log	4.7033	428	0.8395	0.4676	0.8395	0.9162
No log	4.7253	430	0.8922	0.4367	0.8922	0.9446
No log	4.7473	432	0.9123	0.4448	0.9123	0.9551
No log	4.7692	434	0.8787	0.4760	0.8787	0.9374
No log	4.7912	436	0.8807	0.4634	0.8807	0.9384
No log	4.8132	438	0.9617	0.4544	0.9617	0.9806
No log	4.8352	440	1.1032	0.4076	1.1032	1.0503
No log	4.8571	442	1.0980	0.4150	1.0980	1.0479
No log	4.8791	444	0.9708	0.3944	0.9708	0.9853
No log	4.9011	446	0.8401	0.4429	0.8401	0.9166
No log	4.9231	448	0.7184	0.4811	0.7184	0.8476
No log	4.9451	450	0.7142	0.5066	0.7142	0.8451
No log	4.9670	452	0.7552	0.4509	0.7552	0.8690
No log	4.9890	454	0.9143	0.4300	0.9143	0.9562
No log	5.0110	456	1.0087	0.4023	1.0087	1.0043
No log	5.0330	458	0.9668	0.4211	0.9668	0.9833
No log	5.0549	460	0.9554	0.4348	0.9554	0.9774
No log	5.0769	462	0.8631	0.4409	0.8631	0.9290
No log	5.0989	464	0.7687	0.4363	0.7687	0.8768
No log	5.1209	466	0.7465	0.4510	0.7465	0.8640
No log	5.1429	468	0.7614	0.4799	0.7614	0.8726
No log	5.1648	470	0.8599	0.4546	0.8599	0.9273
No log	5.1868	472	0.9751	0.4295	0.9751	0.9875
No log	5.2088	474	1.0573	0.4542	1.0573	1.0283
No log	5.2308	476	1.1634	0.4503	1.1634	1.0786
No log	5.2527	478	1.1772	0.4508	1.1772	1.0850
No log	5.2747	480	1.0336	0.4582	1.0336	1.0167
No log	5.2967	482	0.9175	0.4844	0.9175	0.9579
No log	5.3187	484	0.8932	0.4436	0.8932	0.9451
No log	5.3407	486	0.9733	0.4626	0.9733	0.9866
No log	5.3626	488	1.0763	0.4228	1.0763	1.0375
No log	5.3846	490	1.1634	0.3905	1.1634	1.0786
No log	5.4066	492	1.1729	0.3729	1.1729	1.0830
No log	5.4286	494	1.0310	0.3745	1.0310	1.0154
No log	5.4505	496	0.8594	0.3552	0.8594	0.9270
No log	5.4725	498	0.7289	0.4668	0.7289	0.8537
0.4865	5.4945	500	0.6963	0.4794	0.6963	0.8344
0.4865	5.5165	502	0.7491	0.4143	0.7491	0.8655
0.4865	5.5385	504	0.8799	0.3714	0.8799	0.9380
0.4865	5.5604	506	0.9061	0.3996	0.9061	0.9519
0.4865	5.5824	508	0.8719	0.4037	0.8719	0.9337
0.4865	5.6044	510	0.8940	0.4135	0.8940	0.9455
0.4865	5.6264	512	0.8703	0.4482	0.8703	0.9329
0.4865	5.6484	514	0.9162	0.4135	0.9162	0.9572
0.4865	5.6703	516	0.9908	0.4381	0.9908	0.9954
0.4865	5.6923	518	1.0534	0.4130	1.0534	1.0263
0.4865	5.7143	520	1.0199	0.4106	1.0199	1.0099
0.4865	5.7363	522	0.9835	0.4225	0.9835	0.9917
0.4865	5.7582	524	0.8792	0.4114	0.8792	0.9376
0.4865	5.7802	526	0.7632	0.4117	0.7632	0.8736
0.4865	5.8022	528	0.6968	0.5437	0.6968	0.8347
0.4865	5.8242	530	0.7015	0.5022	0.7015	0.8375
0.4865	5.8462	532	0.7864	0.4187	0.7864	0.8868
0.4865	5.8681	534	0.9983	0.4082	0.9983	0.9992
0.4865	5.8901	536	1.1276	0.3889	1.1276	1.0619
0.4865	5.9121	538	1.0931	0.3957	1.0931	1.0455
0.4865	5.9341	540	1.0099	0.3854	1.0099	1.0050
0.4865	5.9560	542	0.9444	0.4123	0.9444	0.9718
0.4865	5.9780	544	0.9306	0.4280	0.9306	0.9647
0.4865	6.0	546	1.0273	0.4195	1.0273	1.0136
0.4865	6.0220	548	1.1504	0.4306	1.1504	1.0725
0.4865	6.0440	550	1.2135	0.3921	1.2135	1.1016
0.4865	6.0659	552	1.3179	0.3713	1.3179	1.1480
0.4865	6.0879	554	1.2909	0.3708	1.2909	1.1362
0.4865	6.1099	556	1.2013	0.3850	1.2013	1.0960
0.4865	6.1319	558	1.0899	0.4085	1.0899	1.0440
0.4865	6.1538	560	0.9435	0.4232	0.9435	0.9714
0.4865	6.1758	562	0.8739	0.4420	0.8739	0.9348
0.4865	6.1978	564	0.9093	0.4318	0.9093	0.9536
0.4865	6.2198	566	1.0430	0.4341	1.0430	1.0213
0.4865	6.2418	568	1.1755	0.3950	1.1755	1.0842
0.4865	6.2637	570	1.2596	0.3789	1.2596	1.1223
0.4865	6.2857	572	1.2485	0.3919	1.2485	1.1173
0.4865	6.3077	574	1.1178	0.4029	1.1178	1.0573
0.4865	6.3297	576	0.9933	0.3916	0.9933	0.9966
0.4865	6.3516	578	0.8468	0.4116	0.8468	0.9202
0.4865	6.3736	580	0.7944	0.4642	0.7944	0.8913
0.4865	6.3956	582	0.8328	0.4171	0.8328	0.9126
0.4865	6.4176	584	0.9681	0.3642	0.9681	0.9839
0.4865	6.4396	586	1.0708	0.3835	1.0708	1.0348
0.4865	6.4615	588	1.1422	0.3727	1.1422	1.0687
0.4865	6.4835	590	1.0731	0.3835	1.0731	1.0359
0.4865	6.5055	592	0.9734	0.4053	0.9734	0.9866
0.4865	6.5275	594	0.8596	0.4057	0.8596	0.9272
0.4865	6.5495	596	0.7802	0.4306	0.7802	0.8833
0.4865	6.5714	598	0.7433	0.4612	0.7433	0.8622
0.4865	6.5934	600	0.7409	0.4661	0.7409	0.8607
0.4865	6.6154	602	0.7793	0.4438	0.7793	0.8828
0.4865	6.6374	604	0.8420	0.4189	0.8420	0.9176
0.4865	6.6593	606	0.8917	0.4114	0.8917	0.9443
0.4865	6.6813	608	0.8890	0.4137	0.8890	0.9429
0.4865	6.7033	610	0.8405	0.4484	0.8405	0.9168
0.4865	6.7253	612	0.7761	0.4662	0.7761	0.8810
0.4865	6.7473	614	0.7307	0.4665	0.7307	0.8548
0.4865	6.7692	616	0.7438	0.4590	0.7438	0.8624
0.4865	6.7912	618	0.8409	0.4616	0.8409	0.9170
0.4865	6.8132	620	0.9991	0.4461	0.9991	0.9995
0.4865	6.8352	622	1.0503	0.4388	1.0503	1.0249
0.4865	6.8571	624	1.0261	0.4518	1.0261	1.0130
0.4865	6.8791	626	1.0011	0.4361	1.0011	1.0006
0.4865	6.9011	628	0.9796	0.4482	0.9796	0.9898
0.4865	6.9231	630	0.8880	0.4425	0.8880	0.9423
0.4865	6.9451	632	0.8131	0.4492	0.8131	0.9017
0.4865	6.9670	634	0.7579	0.4717	0.7579	0.8706
0.4865	6.9890	636	0.7520	0.4504	0.7520	0.8672
0.4865	7.0110	638	0.7939	0.4476	0.7939	0.8910
0.4865	7.0330	640	0.8525	0.4134	0.8525	0.9233
0.4865	7.0549	642	0.8564	0.4134	0.8564	0.9254
0.4865	7.0769	644	0.8628	0.4539	0.8628	0.9289
0.4865	7.0989	646	0.8837	0.4536	0.8837	0.9401
0.4865	7.1209	648	0.9205	0.3964	0.9205	0.9594
0.4865	7.1429	650	0.9336	0.4039	0.9336	0.9662
0.4865	7.1648	652	0.9703	0.4125	0.9703	0.9850
0.4865	7.1868	654	0.9959	0.4087	0.9959	0.9979
0.4865	7.2088	656	1.0021	0.3817	1.0021	1.0010
0.4865	7.2308	658	0.9671	0.3934	0.9671	0.9834
0.4865	7.2527	660	0.9440	0.3734	0.9440	0.9716
0.4865	7.2747	662	0.9280	0.3734	0.9280	0.9633
0.4865	7.2967	664	0.8618	0.3933	0.8618	0.9283
0.4865	7.3187	666	0.7777	0.4387	0.7777	0.8819
0.4865	7.3407	668	0.7471	0.3880	0.7471	0.8643
0.4865	7.3626	670	0.7310	0.4123	0.7310	0.8550
0.4865	7.3846	672	0.7684	0.4387	0.7684	0.8766
0.4865	7.4066	674	0.8645	0.3902	0.8645	0.9298
0.4865	7.4286	676	0.9989	0.3740	0.9989	0.9994
0.4865	7.4505	678	1.1058	0.3939	1.1058	1.0516
0.4865	7.4725	680	1.1185	0.3939	1.1185	1.0576
0.4865	7.4945	682	1.0821	0.4180	1.0821	1.0402
0.4865	7.5165	684	1.0068	0.4165	1.0068	1.0034
0.4865	7.5385	686	0.9145	0.4139	0.9145	0.9563
0.4865	7.5604	688	0.8878	0.4126	0.8878	0.9423
0.4865	7.5824	690	0.8721	0.4317	0.8721	0.9338
0.4865	7.6044	692	0.8836	0.4247	0.8836	0.9400
0.4865	7.6264	694	0.8923	0.4389	0.8923	0.9446
0.4865	7.6484	696	0.9029	0.3917	0.9029	0.9502
0.4865	7.6703	698	0.8696	0.3961	0.8696	0.9325
0.4865	7.6923	700	0.8097	0.4645	0.8097	0.8998
0.4865	7.7143	702	0.7559	0.4560	0.7559	0.8694
0.4865	7.7363	704	0.7010	0.4616	0.7010	0.8373
0.4865	7.7582	706	0.6791	0.4555	0.6791	0.8241
0.4865	7.7802	708	0.6998	0.4678	0.6998	0.8365
0.4865	7.8022	710	0.7372	0.4892	0.7372	0.8586
0.4865	7.8242	712	0.8166	0.4458	0.8166	0.9037
0.4865	7.8462	714	0.8983	0.3682	0.8983	0.9478
0.4865	7.8681	716	0.9739	0.3826	0.9739	0.9869
0.4865	7.8901	718	0.9846	0.375	0.9846	0.9923
0.4865	7.9121	720	0.9333	0.3821	0.9333	0.9661
0.4865	7.9341	722	0.8878	0.3894	0.8878	0.9422
0.4865	7.9560	724	0.8658	0.3890	0.8658	0.9305
0.4865	7.9780	726	0.8832	0.4183	0.8832	0.9398
0.4865	8.0	728	0.9195	0.4260	0.9195	0.9589
0.4865	8.0220	730	0.9122	0.4260	0.9122	0.9551
0.4865	8.0440	732	0.9158	0.4260	0.9158	0.9570
0.4865	8.0659	734	0.8701	0.4355	0.8701	0.9328
0.4865	8.0879	736	0.8134	0.4447	0.8134	0.9019
0.4865	8.1099	738	0.8063	0.4319	0.8063	0.8980
0.4865	8.1319	740	0.8412	0.4355	0.8412	0.9172
0.4865	8.1538	742	0.8822	0.4260	0.8822	0.9393
0.4865	8.1758	744	0.9090	0.4390	0.9090	0.9534
0.4865	8.1978	746	0.9487	0.4260	0.9487	0.9740
0.4865	8.2198	748	0.9381	0.4260	0.9381	0.9685
0.4865	8.2418	750	0.9187	0.4333	0.9187	0.9585
0.4865	8.2637	752	0.9018	0.4260	0.9018	0.9496
0.4865	8.2857	754	0.8852	0.4260	0.8852	0.9409
0.4865	8.3077	756	0.8615	0.4470	0.8615	0.9282
0.4865	8.3297	758	0.8210	0.4338	0.8210	0.9061
0.4865	8.3516	760	0.7662	0.4580	0.7662	0.8753
0.4865	8.3736	762	0.7465	0.4731	0.7465	0.8640
0.4865	8.3956	764	0.7644	0.4705	0.7644	0.8743
0.4865	8.4176	766	0.8145	0.4338	0.8145	0.9025
0.4865	8.4396	768	0.8782	0.4240	0.8782	0.9371
0.4865	8.4615	770	0.9004	0.4316	0.9004	0.9489
0.4865	8.4835	772	0.9128	0.4316	0.9128	0.9554
0.4865	8.5055	774	0.9113	0.4316	0.9113	0.9546
0.4865	8.5275	776	0.9013	0.4599	0.9013	0.9494
0.4865	8.5495	778	0.8853	0.4355	0.8853	0.9409
0.4865	8.5714	780	0.8520	0.4430	0.8520	0.9231
0.4865	8.5934	782	0.8176	0.4451	0.8176	0.9042
0.4865	8.6154	784	0.7851	0.4283	0.7851	0.8860
0.4865	8.6374	786	0.7731	0.4687	0.7731	0.8793
0.4865	8.6593	788	0.7912	0.4207	0.7912	0.8895
0.4865	8.6813	790	0.8276	0.4451	0.8276	0.9097
0.4865	8.7033	792	0.8707	0.4372	0.8707	0.9331
0.4865	8.7253	794	0.9310	0.4541	0.9310	0.9649
0.4865	8.7473	796	0.9677	0.4347	0.9677	0.9837
0.4865	8.7692	798	1.0093	0.4294	1.0093	1.0046
0.4865	8.7912	800	1.0369	0.4357	1.0369	1.0183
0.4865	8.8132	802	1.0396	0.4357	1.0396	1.0196
0.4865	8.8352	804	1.0126	0.4226	1.0126	1.0063
0.4865	8.8571	806	0.9590	0.4364	0.9590	0.9793
0.4865	8.8791	808	0.9013	0.4512	0.9013	0.9494
0.4865	8.9011	810	0.8539	0.4447	0.8539	0.9241
0.4865	8.9231	812	0.8414	0.4447	0.8414	0.9173
0.4865	8.9451	814	0.8424	0.4447	0.8424	0.9178
0.4865	8.9670	816	0.8505	0.4561	0.8505	0.9222
0.4865	8.9890	818	0.8556	0.4561	0.8556	0.9250
0.4865	9.0110	820	0.8781	0.4613	0.8781	0.9370
0.4865	9.0330	822	0.8945	0.4599	0.8945	0.9458
0.4865	9.0549	824	0.9027	0.4599	0.9027	0.9501
0.4865	9.0769	826	0.9133	0.4599	0.9133	0.9557
0.4865	9.0989	828	0.9109	0.4599	0.9109	0.9544
0.4865	9.1209	830	0.9069	0.4599	0.9069	0.9523
0.4865	9.1429	832	0.9017	0.4599	0.9017	0.9496
0.4865	9.1648	834	0.8821	0.4599	0.8821	0.9392
0.4865	9.1868	836	0.8644	0.4599	0.8644	0.9297
0.4865	9.2088	838	0.8647	0.4599	0.8647	0.9299
0.4865	9.2308	840	0.8636	0.4599	0.8636	0.9293
0.4865	9.2527	842	0.8718	0.4599	0.8718	0.9337
0.4865	9.2747	844	0.8867	0.4599	0.8867	0.9416
0.4865	9.2967	846	0.8936	0.4599	0.8936	0.9453
0.4865	9.3187	848	0.8852	0.4599	0.8852	0.9408
0.4865	9.3407	850	0.8615	0.4674	0.8615	0.9282
0.4865	9.3626	852	0.8408	0.4319	0.8408	0.9169
0.4865	9.3846	854	0.8154	0.4451	0.8154	0.9030
0.4865	9.4066	856	0.7959	0.4451	0.7959	0.8921
0.4865	9.4286	858	0.7786	0.4454	0.7786	0.8824
0.4865	9.4505	860	0.7660	0.4591	0.7660	0.8752
0.4865	9.4725	862	0.7592	0.4591	0.7592	0.8713
0.4865	9.4945	864	0.7589	0.4591	0.7589	0.8711
0.4865	9.5165	866	0.7684	0.4591	0.7684	0.8766
0.4865	9.5385	868	0.7861	0.4434	0.7861	0.8866
0.4865	9.5604	870	0.8131	0.4434	0.8131	0.9017
0.4865	9.5824	872	0.8462	0.4338	0.8462	0.9199
0.4865	9.6044	874	0.8857	0.4599	0.8857	0.9411
0.4865	9.6264	876	0.9235	0.4599	0.9235	0.9610
0.4865	9.6484	878	0.9499	0.4316	0.9499	0.9746
0.4865	9.6703	880	0.9641	0.4316	0.9641	0.9819
0.4865	9.6923	882	0.9726	0.4206	0.9726	0.9862
0.4865	9.7143	884	0.9766	0.4206	0.9766	0.9882
0.4865	9.7363	886	0.9795	0.4206	0.9795	0.9897
0.4865	9.7582	888	0.9798	0.4206	0.9798	0.9898
0.4865	9.7802	890	0.9778	0.4206	0.9778	0.9888
0.4865	9.8022	892	0.9722	0.4206	0.9722	0.9860
0.4865	9.8242	894	0.9634	0.4206	0.9634	0.9815
0.4865	9.8462	896	0.9562	0.4476	0.9562	0.9779
0.4865	9.8681	898	0.9494	0.4476	0.9494	0.9744
0.4865	9.8901	900	0.9435	0.4476	0.9435	0.9714
0.4865	9.9121	902	0.9413	0.4476	0.9413	0.9702
0.4865	9.9341	904	0.9400	0.4476	0.9400	0.9696
0.4865	9.9560	906	0.9383	0.4476	0.9383	0.9687
0.4865	9.9780	908	0.9372	0.4476	0.9372	0.9681
0.4865	10.0	910	0.9366	0.4476	0.9366	0.9678

Framework versions

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