ArabicNewSplits7_B_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k19_task7_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: 0.9758
• Qwk: 0.3538
• Mse: 0.9758
• Rmse: 0.9878

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: 100

Training results

Training Loss	Epoch	Step	Validation Loss	Qwk	Mse	Rmse
No log	0.0206	2	2.7354	-0.0568	2.7354	1.6539
No log	0.0412	4	1.4214	0.0995	1.4214	1.1922
No log	0.0619	6	1.3302	-0.1975	1.3302	1.1533
No log	0.0825	8	1.1513	0.0300	1.1513	1.0730
No log	0.1031	10	1.0979	0.0279	1.0979	1.0478
No log	0.1237	12	1.1403	-0.0383	1.1403	1.0678
No log	0.1443	14	1.1466	0.0868	1.1466	1.0708
No log	0.1649	16	1.2319	-0.2114	1.2319	1.1099
No log	0.1856	18	1.2182	-0.0784	1.2182	1.1037
No log	0.2062	20	1.0119	0.1582	1.0119	1.0059
No log	0.2268	22	0.9969	0.1472	0.9969	0.9984
No log	0.2474	24	1.0197	0.1138	1.0197	1.0098
No log	0.2680	26	0.9999	0.1472	0.9999	1.0000
No log	0.2887	28	0.9459	0.1760	0.9459	0.9726
No log	0.3093	30	0.9335	0.1281	0.9335	0.9662
No log	0.3299	32	1.0354	0.0183	1.0354	1.0175
No log	0.3505	34	1.1011	-0.0680	1.1011	1.0494
No log	0.3711	36	0.9501	0.0206	0.9501	0.9747
No log	0.3918	38	0.8301	0.1260	0.8301	0.9111
No log	0.4124	40	0.8331	0.2589	0.8331	0.9128
No log	0.4330	42	0.8521	0.2527	0.8521	0.9231
No log	0.4536	44	0.8765	0.2140	0.8765	0.9362
No log	0.4742	46	0.9130	0.2163	0.9130	0.9555
No log	0.4948	48	0.9526	0.1967	0.9526	0.9760
No log	0.5155	50	0.9024	0.2090	0.9024	0.9500
No log	0.5361	52	0.9629	0.2410	0.9629	0.9813
No log	0.5567	54	1.0154	0.1612	1.0154	1.0077
No log	0.5773	56	1.0819	0.0952	1.0819	1.0401
No log	0.5979	58	1.1606	0.0641	1.1606	1.0773
No log	0.6186	60	1.0898	0.1254	1.0898	1.0439
No log	0.6392	62	0.9978	0.1416	0.9978	0.9989
No log	0.6598	64	0.9298	0.1699	0.9298	0.9642
No log	0.6804	66	0.8614	0.0265	0.8614	0.9281
No log	0.7010	68	0.8374	0.0	0.8374	0.9151
No log	0.7216	70	0.8160	0.0	0.8160	0.9034
No log	0.7423	72	0.8054	-0.0483	0.8054	0.8974
No log	0.7629	74	0.8342	0.2085	0.8342	0.9133
No log	0.7835	76	0.8373	0.2085	0.8373	0.9150
No log	0.8041	78	0.8809	0.2285	0.8809	0.9386
No log	0.8247	80	0.8717	0.1268	0.8717	0.9337
No log	0.8454	82	0.9018	0.2527	0.9018	0.9497
No log	0.8660	84	0.8815	0.2204	0.8815	0.9389
No log	0.8866	86	0.8538	0.2558	0.8538	0.9240
No log	0.9072	88	0.8151	0.1541	0.8151	0.9028
No log	0.9278	90	0.8244	0.1541	0.8244	0.9080
No log	0.9485	92	0.8989	0.3238	0.8989	0.9481
No log	0.9691	94	1.0367	0.2308	1.0367	1.0182
No log	0.9897	96	1.0632	0.2259	1.0632	1.0311
No log	1.0103	98	0.9107	0.2662	0.9107	0.9543
No log	1.0309	100	0.8595	0.1952	0.8595	0.9271
No log	1.0515	102	0.8805	0.1336	0.8805	0.9383
No log	1.0722	104	0.9431	0.2232	0.9431	0.9711
No log	1.0928	106	1.0798	0.2677	1.0798	1.0391
No log	1.1134	108	1.0643	0.2119	1.0643	1.0317
No log	1.1340	110	0.8848	0.3234	0.8848	0.9406
No log	1.1546	112	0.7902	0.2237	0.7902	0.8889
No log	1.1753	114	0.7886	0.0784	0.7886	0.8880
No log	1.1959	116	0.7906	0.2621	0.7906	0.8892
No log	1.2165	118	0.8528	0.3099	0.8528	0.9235
No log	1.2371	120	0.9167	0.3294	0.9167	0.9574
No log	1.2577	122	0.8887	0.3675	0.8887	0.9427
No log	1.2784	124	0.7965	0.3196	0.7965	0.8925
No log	1.2990	126	0.7725	0.1132	0.7725	0.8789
No log	1.3196	128	0.7721	0.0827	0.7721	0.8787
No log	1.3402	130	0.7699	0.2023	0.7699	0.8775
No log	1.3608	132	0.8630	0.3688	0.8630	0.9290
No log	1.3814	134	0.9577	0.3732	0.9577	0.9786
No log	1.4021	136	0.9519	0.2993	0.9519	0.9756
No log	1.4227	138	0.9433	0.2173	0.9433	0.9712
No log	1.4433	140	0.9387	0.1878	0.9387	0.9689
No log	1.4639	142	0.8309	0.2682	0.8309	0.9115
No log	1.4845	144	0.7866	0.2872	0.7866	0.8869
No log	1.5052	146	0.7700	0.2847	0.7700	0.8775
No log	1.5258	148	0.7962	0.3615	0.7962	0.8923
No log	1.5464	150	0.7873	0.4167	0.7873	0.8873
No log	1.5670	152	0.7405	0.4597	0.7405	0.8605
No log	1.5876	154	0.7232	0.4352	0.7232	0.8504
No log	1.6082	156	0.7119	0.4597	0.7119	0.8437
No log	1.6289	158	0.7586	0.4911	0.7586	0.8710
No log	1.6495	160	0.7783	0.4664	0.7783	0.8822
No log	1.6701	162	0.7486	0.4451	0.7486	0.8652
No log	1.6907	164	0.7023	0.3793	0.7023	0.8381
No log	1.7113	166	0.7039	0.3489	0.7039	0.8390
No log	1.7320	168	0.7468	0.3302	0.7468	0.8642
No log	1.7526	170	0.8459	0.3968	0.8459	0.9197
No log	1.7732	172	0.9338	0.3845	0.9338	0.9663
No log	1.7938	174	1.0276	0.4142	1.0276	1.0137
No log	1.8144	176	0.9705	0.4294	0.9705	0.9851
No log	1.8351	178	0.8626	0.4077	0.8626	0.9288
No log	1.8557	180	0.7655	0.4007	0.7655	0.8750
No log	1.8763	182	0.7464	0.3814	0.7464	0.8640
No log	1.8969	184	0.7683	0.4076	0.7683	0.8765
No log	1.9175	186	0.8405	0.4430	0.8405	0.9168
No log	1.9381	188	0.8714	0.4665	0.8714	0.9335
No log	1.9588	190	0.9024	0.4665	0.9024	0.9499
No log	1.9794	192	0.9099	0.3948	0.9099	0.9539
No log	2.0	194	0.9078	0.3432	0.9078	0.9528
No log	2.0206	196	0.9749	0.2750	0.9749	0.9874
No log	2.0412	198	1.0004	0.2208	1.0004	1.0002
No log	2.0619	200	1.1499	0.1711	1.1499	1.0723
No log	2.0825	202	1.1527	0.1679	1.1527	1.0736
No log	2.1031	204	0.9869	0.2242	0.9869	0.9934
No log	2.1237	206	0.8715	0.2392	0.8715	0.9336
No log	2.1443	208	0.8622	0.3384	0.8622	0.9286
No log	2.1649	210	0.7687	0.3549	0.7687	0.8767
No log	2.1856	212	0.7311	0.3786	0.7311	0.8550
No log	2.2062	214	0.7172	0.3811	0.7172	0.8469
No log	2.2268	216	0.7184	0.2843	0.7184	0.8476
No log	2.2474	218	0.7134	0.2684	0.7134	0.8446
No log	2.2680	220	0.7224	0.2684	0.7224	0.8499
No log	2.2887	222	0.7506	0.3155	0.7506	0.8664
No log	2.3093	224	0.8370	0.3023	0.8370	0.9149
No log	2.3299	226	0.8355	0.3594	0.8355	0.9141
No log	2.3505	228	0.8117	0.3260	0.8117	0.9009
No log	2.3711	230	0.8271	0.3861	0.8271	0.9095
No log	2.3918	232	0.8635	0.3136	0.8635	0.9293
No log	2.4124	234	1.0691	0.2881	1.0691	1.0340
No log	2.4330	236	1.1385	0.2346	1.1385	1.0670
No log	2.4536	238	1.0728	0.2217	1.0728	1.0357
No log	2.4742	240	1.0992	0.2119	1.0992	1.0484
No log	2.4948	242	1.1019	0.2002	1.1019	1.0497
No log	2.5155	244	1.0540	0.2277	1.0540	1.0267
No log	2.5361	246	0.9366	0.3206	0.9366	0.9678
No log	2.5567	248	0.8153	0.3918	0.8153	0.9030
No log	2.5773	250	0.8402	0.4089	0.8402	0.9166
No log	2.5979	252	0.8599	0.4014	0.8599	0.9273
No log	2.6186	254	0.8247	0.3972	0.8247	0.9081
No log	2.6392	256	0.7209	0.3789	0.7209	0.8490
No log	2.6598	258	0.6777	0.1790	0.6777	0.8232
No log	2.6804	260	0.6964	0.1138	0.6964	0.8345
No log	2.7010	262	0.6807	0.1448	0.6807	0.8251
No log	2.7216	264	0.7324	0.3789	0.7324	0.8558
No log	2.7423	266	0.8212	0.3675	0.8212	0.9062
No log	2.7629	268	0.8683	0.3538	0.8683	0.9318
No log	2.7835	270	0.8154	0.3637	0.8154	0.9030
No log	2.8041	272	0.8067	0.3372	0.8067	0.8982
No log	2.8247	274	0.8725	0.3294	0.8725	0.9341
No log	2.8454	276	0.9159	0.3231	0.9159	0.9570
No log	2.8660	278	0.8554	0.3586	0.8554	0.9249
No log	2.8866	280	0.8550	0.4072	0.8550	0.9247
No log	2.9072	282	0.8631	0.3343	0.8631	0.9290
No log	2.9278	284	0.7941	0.2777	0.7941	0.8911
No log	2.9485	286	0.7710	0.2777	0.7710	0.8781
No log	2.9691	288	0.7792	0.2947	0.7792	0.8827
No log	2.9897	290	0.8159	0.3076	0.8159	0.9033
No log	3.0103	292	0.8453	0.3316	0.8453	0.9194
No log	3.0309	294	0.8304	0.3076	0.8304	0.9113
No log	3.0515	296	0.8108	0.2920	0.8108	0.9004
No log	3.0722	298	0.8346	0.3656	0.8346	0.9135
No log	3.0928	300	0.8772	0.4093	0.8772	0.9366
No log	3.1134	302	0.8764	0.4522	0.8764	0.9362
No log	3.1340	304	0.8219	0.4007	0.8219	0.9066
No log	3.1546	306	0.7906	0.4007	0.7906	0.8891
No log	3.1753	308	0.8572	0.3891	0.8572	0.9259
No log	3.1959	310	0.8549	0.3710	0.8549	0.9246
No log	3.2165	312	0.7559	0.3891	0.7559	0.8694
No log	3.2371	314	0.7138	0.4288	0.7138	0.8449
No log	3.2577	316	0.6996	0.4362	0.6996	0.8364
No log	3.2784	318	0.6866	0.4137	0.6866	0.8286
No log	3.2990	320	0.6872	0.4278	0.6872	0.8290
No log	3.3196	322	0.7168	0.4158	0.7168	0.8467
No log	3.3402	324	0.7564	0.4076	0.7564	0.8697
No log	3.3608	326	0.8007	0.3794	0.8007	0.8948
No log	3.3814	328	0.7769	0.3746	0.7769	0.8814
No log	3.4021	330	0.8159	0.3700	0.8159	0.9033
No log	3.4227	332	0.9060	0.3164	0.9060	0.9518
No log	3.4433	334	0.8662	0.3365	0.8662	0.9307
No log	3.4639	336	0.8736	0.3760	0.8736	0.9347
No log	3.4845	338	0.9117	0.3418	0.9117	0.9548
No log	3.5052	340	0.8431	0.3976	0.8431	0.9182
No log	3.5258	342	0.7906	0.3746	0.7906	0.8891
No log	3.5464	344	0.7993	0.4336	0.7993	0.8941
No log	3.5670	346	0.8798	0.3183	0.8798	0.9380
No log	3.5876	348	1.0526	0.3386	1.0526	1.0259
No log	3.6082	350	1.0326	0.3411	1.0326	1.0161
No log	3.6289	352	0.8797	0.3219	0.8797	0.9379
No log	3.6495	354	0.7897	0.4020	0.7897	0.8886
No log	3.6701	356	0.7620	0.3329	0.7620	0.8730
No log	3.6907	358	0.7396	0.4081	0.7396	0.8600
No log	3.7113	360	0.7405	0.4227	0.7405	0.8605
No log	3.7320	362	0.7547	0.4262	0.7547	0.8688
No log	3.7526	364	0.7609	0.4473	0.7609	0.8723
No log	3.7732	366	0.7595	0.4678	0.7595	0.8715
No log	3.7938	368	0.7377	0.5229	0.7377	0.8589
No log	3.8144	370	0.7361	0.4826	0.7361	0.8579
No log	3.8351	372	0.7209	0.5143	0.7209	0.8491
No log	3.8557	374	0.7075	0.5228	0.7075	0.8411
No log	3.8763	376	0.7125	0.5185	0.7125	0.8441
No log	3.8969	378	0.7427	0.4749	0.7427	0.8618
No log	3.9175	380	0.7013	0.4689	0.7013	0.8374
No log	3.9381	382	0.6519	0.5019	0.6519	0.8074
No log	3.9588	384	0.6571	0.4315	0.6571	0.8106
No log	3.9794	386	0.7004	0.4112	0.7004	0.8369
No log	4.0	388	0.6661	0.3763	0.6661	0.8162
No log	4.0206	390	0.6786	0.3183	0.6786	0.8237
No log	4.0412	392	0.6930	0.3891	0.6930	0.8325
No log	4.0619	394	0.7025	0.3891	0.7025	0.8382
No log	4.0825	396	0.7759	0.3544	0.7759	0.8808
No log	4.1031	398	0.7916	0.3544	0.7916	0.8897
No log	4.1237	400	0.7042	0.3891	0.7042	0.8392
No log	4.1443	402	0.7106	0.3716	0.7106	0.8430
No log	4.1649	404	0.7225	0.3457	0.7225	0.8500
No log	4.1856	406	0.6748	0.3311	0.6748	0.8215
No log	4.2062	408	0.7226	0.3963	0.7226	0.8501
No log	4.2268	410	0.8383	0.3981	0.8383	0.9156
No log	4.2474	412	0.8197	0.4123	0.8197	0.9054
No log	4.2680	414	0.7649	0.4197	0.7649	0.8746
No log	4.2887	416	0.6862	0.4350	0.6862	0.8284
No log	4.3093	418	0.6153	0.4828	0.6153	0.7844
No log	4.3299	420	0.6254	0.4945	0.6254	0.7908
No log	4.3505	422	0.6183	0.4715	0.6183	0.7863
No log	4.3711	424	0.6152	0.4270	0.6152	0.7843
No log	4.3918	426	0.6864	0.3996	0.6864	0.8285
No log	4.4124	428	0.6726	0.3996	0.6726	0.8201
No log	4.4330	430	0.6095	0.3649	0.6095	0.7807
No log	4.4536	432	0.6030	0.3502	0.6030	0.7765
No log	4.4742	434	0.6083	0.3607	0.6083	0.7800
No log	4.4948	436	0.6040	0.4358	0.6040	0.7772
No log	4.5155	438	0.7047	0.3955	0.7047	0.8395
No log	4.5361	440	0.7719	0.3710	0.7719	0.8786
No log	4.5567	442	0.7248	0.3955	0.7248	0.8514
No log	4.5773	444	0.6668	0.3594	0.6668	0.8166
No log	4.5979	446	0.6618	0.4073	0.6618	0.8135
No log	4.6186	448	0.6753	0.4125	0.6753	0.8217
No log	4.6392	450	0.7421	0.3914	0.7421	0.8615
No log	4.6598	452	0.8258	0.4057	0.8258	0.9087
No log	4.6804	454	0.8023	0.4057	0.8023	0.8957
No log	4.7010	456	0.7120	0.3842	0.7120	0.8438
No log	4.7216	458	0.6708	0.3792	0.6708	0.8190
No log	4.7423	460	0.6640	0.3861	0.6640	0.8149
No log	4.7629	462	0.6703	0.3816	0.6703	0.8187
No log	4.7835	464	0.6861	0.4292	0.6861	0.8283
No log	4.8041	466	0.6924	0.4179	0.6924	0.8321
No log	4.8247	468	0.6839	0.3816	0.6839	0.8270
No log	4.8454	470	0.6764	0.3069	0.6764	0.8224
No log	4.8660	472	0.6873	0.3816	0.6873	0.8290
No log	4.8866	474	0.6976	0.3325	0.6976	0.8352
No log	4.9072	476	0.7267	0.4157	0.7267	0.8525
No log	4.9278	478	0.8429	0.4272	0.8429	0.9181
No log	4.9485	480	1.0740	0.2612	1.0740	1.0363
No log	4.9691	482	1.0918	0.2100	1.0918	1.0449
No log	4.9897	484	0.9153	0.3709	0.9153	0.9567
No log	5.0103	486	0.7457	0.4224	0.7457	0.8635
No log	5.0309	488	0.7113	0.4576	0.7113	0.8434
No log	5.0515	490	0.7443	0.4491	0.7443	0.8627
No log	5.0722	492	0.7786	0.4819	0.7786	0.8824
No log	5.0928	494	0.8389	0.4223	0.8389	0.9159
No log	5.1134	496	0.8200	0.4223	0.8200	0.9055
No log	5.1340	498	0.7260	0.4112	0.7260	0.8521
0.3866	5.1546	500	0.7047	0.3688	0.7047	0.8395
0.3866	5.1753	502	0.7123	0.4330	0.7123	0.8440
0.3866	5.1959	504	0.7410	0.4491	0.7410	0.8608
0.3866	5.2165	506	0.8294	0.4175	0.8294	0.9107
0.3866	5.2371	508	0.8473	0.3799	0.8473	0.9205
0.3866	5.2577	510	0.8064	0.4224	0.8064	0.8980
0.3866	5.2784	512	0.8201	0.4224	0.8201	0.9056
0.3866	5.2990	514	0.7587	0.4224	0.7587	0.8711
0.3866	5.3196	516	0.7431	0.4247	0.7431	0.8620
0.3866	5.3402	518	0.7635	0.4224	0.7635	0.8738
0.3866	5.3608	520	0.7702	0.4224	0.7702	0.8776
0.3866	5.3814	522	0.7783	0.4224	0.7783	0.8822
0.3866	5.4021	524	0.8311	0.4470	0.8311	0.9117
0.3866	5.4227	526	0.8812	0.3371	0.8812	0.9387
0.3866	5.4433	528	0.8123	0.4470	0.8123	0.9013
0.3866	5.4639	530	0.7670	0.4728	0.7670	0.8758
0.3866	5.4845	532	0.7243	0.4491	0.7243	0.8511
0.3866	5.5052	534	0.7405	0.4491	0.7405	0.8605
0.3866	5.5258	536	0.7815	0.4251	0.7815	0.8840
0.3866	5.5464	538	0.8132	0.4251	0.8132	0.9018
0.3866	5.5670	540	0.8044	0.3868	0.8044	0.8969
0.3866	5.5876	542	0.7416	0.4002	0.7416	0.8612
0.3866	5.6082	544	0.6717	0.4704	0.6717	0.8196
0.3866	5.6289	546	0.6593	0.4281	0.6593	0.8120
0.3866	5.6495	548	0.7107	0.4036	0.7107	0.8430
0.3866	5.6701	550	0.8254	0.3953	0.8254	0.9085
0.3866	5.6907	552	0.9316	0.3970	0.9316	0.9652
0.3866	5.7113	554	0.9224	0.3767	0.9224	0.9604
0.3866	5.7320	556	0.8195	0.4123	0.8195	0.9053
0.3866	5.7526	558	0.7063	0.4270	0.7063	0.8404
0.3866	5.7732	560	0.6700	0.4201	0.6700	0.8185
0.3866	5.7938	562	0.6676	0.4201	0.6676	0.8171
0.3866	5.8144	564	0.6842	0.4020	0.6842	0.8272
0.3866	5.8351	566	0.7590	0.3985	0.7590	0.8712
0.3866	5.8557	568	0.8550	0.3868	0.8550	0.9247
0.3866	5.8763	570	0.8796	0.3973	0.8796	0.9379
0.3866	5.8969	572	0.8750	0.4180	0.8750	0.9354
0.3866	5.9175	574	0.7500	0.4464	0.7500	0.8660
0.3866	5.9381	576	0.6890	0.4315	0.6890	0.8300
0.3866	5.9588	578	0.6709	0.4618	0.6709	0.8191
0.3866	5.9794	580	0.6894	0.4352	0.6894	0.8303
0.3866	6.0	582	0.6780	0.4352	0.6780	0.8234
0.3866	6.0206	584	0.7018	0.4371	0.7018	0.8377
0.3866	6.0412	586	0.7927	0.3869	0.7927	0.8904
0.3866	6.0619	588	0.8827	0.3657	0.8827	0.9395
0.3866	6.0825	590	1.0365	0.3777	1.0365	1.0181
0.3866	6.1031	592	0.9569	0.3593	0.9569	0.9782
0.3866	6.1237	594	0.7622	0.4002	0.7622	0.8730
0.3866	6.1443	596	0.6509	0.4451	0.6509	0.8068
0.3866	6.1649	598	0.6375	0.4534	0.6375	0.7985
0.3866	6.1856	600	0.6510	0.4534	0.6510	0.8068
0.3866	6.2062	602	0.6748	0.4371	0.6748	0.8215
0.3866	6.2268	604	0.7815	0.4002	0.7815	0.8840
0.3866	6.2474	606	0.8612	0.4462	0.8612	0.9280
0.3866	6.2680	608	0.8979	0.3810	0.8979	0.9476
0.3866	6.2887	610	0.7661	0.4002	0.7661	0.8753
0.3866	6.3093	612	0.7080	0.3985	0.7080	0.8415
0.3866	6.3299	614	0.7310	0.4218	0.7310	0.8550
0.3866	6.3505	616	0.8207	0.4684	0.8207	0.9059
0.3866	6.3711	618	0.9344	0.4189	0.9344	0.9666
0.3866	6.3918	620	0.9145	0.4081	0.9145	0.9563
0.3866	6.4124	622	0.8086	0.4104	0.8086	0.8992
0.3866	6.4330	624	0.7430	0.4218	0.7430	0.8620
0.3866	6.4536	626	0.7711	0.3963	0.7711	0.8781
0.3866	6.4742	628	0.8407	0.4051	0.8407	0.9169
0.3866	6.4948	630	0.8393	0.4051	0.8393	0.9161
0.3866	6.5155	632	0.7474	0.4112	0.7474	0.8645
0.3866	6.5361	634	0.6553	0.4190	0.6553	0.8095
0.3866	6.5567	636	0.6282	0.4726	0.6282	0.7926
0.3866	6.5773	638	0.6301	0.4190	0.6301	0.7938
0.3866	6.5979	640	0.6707	0.4112	0.6707	0.8190
0.3866	6.6186	642	0.7750	0.4582	0.7750	0.8804
0.3866	6.6392	644	0.9090	0.3767	0.9090	0.9534
0.3866	6.6598	646	0.9233	0.3707	0.9233	0.9609
0.3866	6.6804	648	0.7742	0.4002	0.7742	0.8799
0.3866	6.7010	650	0.6984	0.4350	0.6984	0.8357
0.3866	6.7216	652	0.7109	0.4350	0.7109	0.8431
0.3866	6.7423	654	0.7736	0.4369	0.7736	0.8795
0.3866	6.7629	656	0.8761	0.4597	0.8761	0.9360
0.3866	6.7835	658	0.8731	0.4400	0.8731	0.9344
0.3866	6.8041	660	0.8095	0.4104	0.8095	0.8997
0.3866	6.8247	662	0.7754	0.3776	0.7754	0.8806
0.3866	6.8454	664	0.6745	0.4845	0.6745	0.8213
0.3866	6.8660	666	0.6142	0.4179	0.6142	0.7837
0.3866	6.8866	668	0.6257	0.4179	0.6257	0.7910
0.3866	6.9072	670	0.6587	0.4769	0.6587	0.8116
0.3866	6.9278	672	0.7065	0.4513	0.7065	0.8405
0.3866	6.9485	674	0.8163	0.4002	0.8163	0.9035
0.3866	6.9691	676	0.9000	0.3782	0.9000	0.9487
0.3866	6.9897	678	0.8515	0.3981	0.8515	0.9228
0.3866	7.0103	680	0.7208	0.4350	0.7208	0.8490
0.3866	7.0309	682	0.6397	0.4292	0.6397	0.7998
0.3866	7.0515	684	0.6312	0.4314	0.6312	0.7945
0.3866	7.0722	686	0.6394	0.4292	0.6394	0.7996
0.3866	7.0928	688	0.6976	0.4350	0.6976	0.8352
0.3866	7.1134	690	0.7907	0.4089	0.7907	0.8892
0.3866	7.1340	692	0.7908	0.4089	0.7908	0.8893
0.3866	7.1546	694	0.7297	0.4089	0.7297	0.8542
0.3866	7.1753	696	0.6832	0.3196	0.6832	0.8266
0.3866	7.1959	698	0.6828	0.3701	0.6828	0.8263
0.3866	7.2165	700	0.7097	0.3518	0.7097	0.8424
0.3866	7.2371	702	0.8026	0.4089	0.8026	0.8959
0.3866	7.2577	704	0.9025	0.3869	0.9025	0.9500
0.3866	7.2784	706	0.8997	0.3799	0.8997	0.9485
0.3866	7.2990	708	0.8195	0.3699	0.8195	0.9053
0.3866	7.3196	710	0.7369	0.4247	0.7369	0.8584
0.3866	7.3402	712	0.7157	0.4513	0.7157	0.8460
0.3866	7.3608	714	0.7212	0.4845	0.7212	0.8492
0.3866	7.3814	716	0.7036	0.5081	0.7036	0.8388
0.3866	7.4021	718	0.7122	0.4854	0.7122	0.8439
0.3866	7.4227	720	0.6696	0.5016	0.6696	0.8183
0.3866	7.4433	722	0.6544	0.5016	0.6544	0.8089
0.3866	7.4639	724	0.6922	0.4769	0.6922	0.8320
0.3866	7.4845	726	0.7098	0.4513	0.7098	0.8425
0.3866	7.5052	728	0.7009	0.4513	0.7009	0.8372
0.3866	7.5258	730	0.6348	0.4534	0.6348	0.7967
0.3866	7.5464	732	0.6105	0.5195	0.6105	0.7814
0.3866	7.5670	734	0.6093	0.4945	0.6093	0.7806
0.3866	7.5876	736	0.6467	0.4769	0.6467	0.8042
0.3866	7.6082	738	0.6967	0.4602	0.6967	0.8347
0.3866	7.6289	740	0.8172	0.4133	0.8172	0.9040
0.3866	7.6495	742	0.8893	0.3970	0.8893	0.9430
0.3866	7.6701	744	0.8852	0.3970	0.8852	0.9408
0.3866	7.6907	746	0.7875	0.4512	0.7875	0.8874
0.3866	7.7113	748	0.7039	0.4513	0.7039	0.8390
0.3866	7.7320	750	0.6422	0.4513	0.6422	0.8014
0.3866	7.7526	752	0.6332	0.4769	0.6332	0.7958
0.3866	7.7732	754	0.6548	0.4845	0.6548	0.8092
0.3866	7.7938	756	0.6759	0.4845	0.6759	0.8221
0.3866	7.8144	758	0.6948	0.4476	0.6948	0.8336
0.3866	7.8351	760	0.7844	0.4333	0.7844	0.8856
0.3866	7.8557	762	0.7511	0.4610	0.7511	0.8667
0.3866	7.8763	764	0.6388	0.4451	0.6388	0.7992
0.3866	7.8969	766	0.5971	0.4352	0.5971	0.7727
0.3866	7.9175	768	0.5872	0.4352	0.5872	0.7663
0.3866	7.9381	770	0.6109	0.4451	0.6109	0.7816
0.3866	7.9588	772	0.6049	0.4165	0.6049	0.7778
0.3866	7.9794	774	0.5917	0.4239	0.5917	0.7692
0.3866	8.0	776	0.5917	0.4065	0.5917	0.7692
0.3866	8.0206	778	0.5889	0.4065	0.5889	0.7674
0.3866	8.0412	780	0.6091	0.4165	0.6091	0.7805
0.3866	8.0619	782	0.6028	0.4408	0.6028	0.7764
0.3866	8.0825	784	0.6025	0.4408	0.6025	0.7762
0.3866	8.1031	786	0.5729	0.4302	0.5729	0.7569
0.3866	8.1237	788	0.5766	0.4302	0.5766	0.7593
0.3866	8.1443	790	0.6003	0.4302	0.6003	0.7748
0.3866	8.1649	792	0.6827	0.4389	0.6827	0.8262
0.3866	8.1856	794	0.7506	0.4741	0.7506	0.8664
0.3866	8.2062	796	0.7451	0.4741	0.7451	0.8632
0.3866	8.2268	798	0.6724	0.4827	0.6724	0.8200
0.3866	8.2474	800	0.6409	0.5016	0.6409	0.8006
0.3866	8.2680	802	0.6641	0.5063	0.6641	0.8149
0.3866	8.2887	804	0.7200	0.4819	0.7200	0.8486
0.3866	8.3093	806	0.7094	0.4606	0.7094	0.8423
0.3866	8.3299	808	0.6512	0.4854	0.6512	0.8070
0.3866	8.3505	810	0.6082	0.4432	0.6082	0.7799
0.3866	8.3711	812	0.5966	0.4562	0.5966	0.7724
0.3866	8.3918	814	0.5926	0.4601	0.5926	0.7698
0.3866	8.4124	816	0.6185	0.4371	0.6185	0.7864
0.3866	8.4330	818	0.6890	0.4144	0.6890	0.8301
0.3866	8.4536	820	0.7393	0.4243	0.7393	0.8598
0.3866	8.4742	822	0.7357	0.4243	0.7357	0.8577
0.3866	8.4948	824	0.7240	0.4350	0.7240	0.8509
0.3866	8.5155	826	0.7598	0.4197	0.7598	0.8717
0.3866	8.5361	828	0.8180	0.4002	0.8180	0.9044
0.3866	8.5567	830	0.9635	0.3767	0.9635	0.9816
0.3866	8.5773	832	1.0639	0.3269	1.0639	1.0315
0.3866	8.5979	834	1.0485	0.3608	1.0485	1.0240
0.3866	8.6186	836	0.9346	0.3559	0.9346	0.9667
0.3866	8.6392	838	0.8259	0.3940	0.8259	0.9088
0.3866	8.6598	840	0.7926	0.4089	0.7926	0.8903
0.3866	8.6804	842	0.7879	0.4002	0.7879	0.8876
0.3866	8.7010	844	0.7859	0.4002	0.7859	0.8865
0.3866	8.7216	846	0.8275	0.3868	0.8275	0.9097
0.3866	8.7423	848	0.8015	0.3868	0.8015	0.8953
0.3866	8.7629	850	0.7564	0.4089	0.7564	0.8697
0.3866	8.7835	852	0.7776	0.4329	0.7776	0.8818
0.3866	8.8041	854	0.8306	0.3869	0.8306	0.9114
0.3866	8.8247	856	0.8344	0.3688	0.8344	0.9134
0.3866	8.8454	858	0.8100	0.4002	0.8100	0.9000
0.3866	8.8660	860	0.8028	0.4002	0.8028	0.8960
0.3866	8.8866	862	0.8193	0.3754	0.8193	0.9051
0.3866	8.9072	864	0.8405	0.3688	0.8405	0.9168
0.3866	8.9278	866	0.9281	0.3707	0.9281	0.9634
0.3866	8.9485	868	0.9495	0.3707	0.9495	0.9744
0.3866	8.9691	870	0.9128	0.3597	0.9128	0.9554
0.3866	8.9897	872	0.8066	0.3819	0.8066	0.8981
0.3866	9.0103	874	0.7397	0.3518	0.7397	0.8601
0.3866	9.0309	876	0.7379	0.3238	0.7379	0.8590
0.3866	9.0515	878	0.7562	0.3518	0.7562	0.8696
0.3866	9.0722	880	0.8058	0.3869	0.8058	0.8976
0.3866	9.0928	882	0.8421	0.3960	0.8421	0.9177
0.3866	9.1134	884	0.8267	0.3799	0.8267	0.9092
0.3866	9.1340	886	0.7702	0.4089	0.7702	0.8776
0.3866	9.1546	888	0.7307	0.3918	0.7307	0.8548
0.3866	9.1753	890	0.7248	0.3662	0.7248	0.8514
0.3866	9.1959	892	0.7230	0.3918	0.7230	0.8503
0.3866	9.2165	894	0.7126	0.4190	0.7126	0.8442
0.3866	9.2371	896	0.7256	0.4112	0.7256	0.8518
0.3866	9.2577	898	0.7499	0.4036	0.7499	0.8660
0.3866	9.2784	900	0.7468	0.4036	0.7468	0.8642
0.3866	9.2990	902	0.7436	0.4294	0.7436	0.8623
0.3866	9.3196	904	0.7318	0.3482	0.7318	0.8554
0.3866	9.3402	906	0.7407	0.3377	0.7407	0.8606
0.3866	9.3608	908	0.7907	0.4272	0.7907	0.8892
0.3866	9.3814	910	0.8258	0.4424	0.8258	0.9088
0.3866	9.4021	912	0.8569	0.3960	0.8569	0.9257
0.3866	9.4227	914	0.8259	0.3991	0.8259	0.9088
0.3866	9.4433	916	0.7736	0.3770	0.7736	0.8795
0.3866	9.4639	918	0.7763	0.3494	0.7763	0.8811
0.3866	9.4845	920	0.8095	0.3494	0.8095	0.8997
0.3866	9.5052	922	0.8260	0.3746	0.8260	0.9088
0.3866	9.5258	924	0.7872	0.3564	0.7872	0.8872
0.3866	9.5464	926	0.7487	0.3637	0.7487	0.8653
0.3866	9.5670	928	0.7058	0.4036	0.7058	0.8401
0.3866	9.5876	930	0.6945	0.4430	0.6945	0.8333
0.3866	9.6082	932	0.7015	0.4350	0.7015	0.8376
0.3866	9.6289	934	0.6946	0.4112	0.6946	0.8335
0.3866	9.6495	936	0.6820	0.4112	0.6820	0.8258
0.3866	9.6701	938	0.6770	0.4112	0.6770	0.8228
0.3866	9.6907	940	0.6689	0.4247	0.6689	0.8178
0.3866	9.7113	942	0.6691	0.4513	0.6691	0.8180
0.3866	9.7320	944	0.6992	0.4197	0.6992	0.8362
0.3866	9.7526	946	0.7780	0.4085	0.7780	0.8820
0.3866	9.7732	948	0.8008	0.4382	0.8008	0.8949
0.3866	9.7938	950	0.7994	0.4296	0.7994	0.8941
0.3866	9.8144	952	0.8426	0.4277	0.8426	0.9179
0.3866	9.8351	954	0.9857	0.3425	0.9857	0.9928
0.3866	9.8557	956	1.0464	0.2961	1.0464	1.0229
0.3866	9.8763	958	1.0934	0.2868	1.0934	1.0457
0.3866	9.8969	960	1.1117	0.2993	1.1117	1.0543
0.3866	9.9175	962	0.9758	0.3538	0.9758	0.9878

Framework versions

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