ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k9_task3_organization

This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:

• Loss: 0.9286
• Qwk: -0.0182
• Mse: 0.9286
• Rmse: 0.9636

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	0.0426	2	3.9095	0.0023	3.9095	1.9772
No log	0.0851	4	2.5363	-0.0129	2.5363	1.5926
No log	0.1277	6	1.6959	0.0	1.6959	1.3023
No log	0.1702	8	1.0150	-0.1278	1.0150	1.0075
No log	0.2128	10	0.9603	0.0676	0.9603	0.9800
No log	0.2553	12	0.9406	0.0377	0.9406	0.9698
No log	0.2979	14	0.7949	-0.1230	0.7949	0.8916
No log	0.3404	16	0.7993	-0.1223	0.7993	0.8941
No log	0.3830	18	0.8381	-0.0711	0.8381	0.9155
No log	0.4255	20	0.9226	0.0159	0.9226	0.9605
No log	0.4681	22	1.1829	-0.0175	1.1829	1.0876
No log	0.5106	24	1.0225	0.0421	1.0225	1.0112
No log	0.5532	26	0.9938	-0.0283	0.9938	0.9969
No log	0.5957	28	1.1478	0.0576	1.1478	1.0713
No log	0.6383	30	1.0560	-0.0085	1.0560	1.0276
No log	0.6809	32	1.0660	-0.0566	1.0660	1.0325
No log	0.7234	34	1.1802	-0.0645	1.1802	1.0864
No log	0.7660	36	1.2855	0.0379	1.2855	1.1338
No log	0.8085	38	1.2419	-0.0362	1.2419	1.1144
No log	0.8511	40	1.1370	-0.0013	1.1370	1.0663
No log	0.8936	42	1.0901	-0.1055	1.0901	1.0441
No log	0.9362	44	1.1222	0.0464	1.1222	1.0594
No log	0.9787	46	1.0457	0.0844	1.0457	1.0226
No log	1.0213	48	1.0123	-0.0595	1.0123	1.0061
No log	1.0638	50	1.0455	-0.0721	1.0455	1.0225
No log	1.1064	52	0.9478	-0.0576	0.9478	0.9735
No log	1.1489	54	1.1941	0.0147	1.1941	1.0928
No log	1.1915	56	1.3162	-0.0030	1.3162	1.1473
No log	1.2340	58	1.0190	0.0020	1.0190	1.0095
No log	1.2766	60	1.0513	-0.0512	1.0513	1.0253
No log	1.3191	62	1.0588	0.1066	1.0588	1.0290
No log	1.3617	64	1.0881	0.0306	1.0881	1.0431
No log	1.4043	66	1.1527	-0.0013	1.1527	1.0736
No log	1.4468	68	1.3293	0.0199	1.3293	1.1529
No log	1.4894	70	1.0866	0.0540	1.0866	1.0424
No log	1.5319	72	1.0601	0.0125	1.0601	1.0296
No log	1.5745	74	1.0388	0.0619	1.0388	1.0192
No log	1.6170	76	1.0571	-0.0014	1.0571	1.0282
No log	1.6596	78	1.0230	0.1196	1.0230	1.0114
No log	1.7021	80	1.1631	-0.0096	1.1631	1.0785
No log	1.7447	82	1.4690	0.0929	1.4690	1.2120
No log	1.7872	84	1.0362	-0.1341	1.0362	1.0179
No log	1.8298	86	0.9390	0.0311	0.9390	0.9690
No log	1.8723	88	0.8875	0.1612	0.8875	0.9421
No log	1.9149	90	1.0475	0.0142	1.0475	1.0235
No log	1.9574	92	1.2450	0.0006	1.2450	1.1158
No log	2.0	94	0.9364	0.0293	0.9364	0.9677
No log	2.0426	96	0.8664	0.1424	0.8664	0.9308
No log	2.0851	98	0.9534	0.0378	0.9534	0.9764
No log	2.1277	100	1.2319	-0.0282	1.2319	1.1099
No log	2.1702	102	1.1508	0.0202	1.1508	1.0728
No log	2.2128	104	1.0103	-0.0264	1.0103	1.0052
No log	2.2553	106	1.2376	-0.0835	1.2376	1.1125
No log	2.2979	108	1.0560	-0.0295	1.0560	1.0276
No log	2.3404	110	1.1435	-0.0528	1.1435	1.0693
No log	2.3830	112	1.4188	0.0453	1.4188	1.1911
No log	2.4255	114	1.0724	-0.0437	1.0724	1.0356
No log	2.4681	116	1.0729	-0.0575	1.0729	1.0358
No log	2.5106	118	1.2208	0.0205	1.2208	1.1049
No log	2.5532	120	0.9341	-0.0381	0.9341	0.9665
No log	2.5957	122	0.9048	0.1660	0.9048	0.9512
No log	2.6383	124	1.0202	-0.0815	1.0202	1.0101
No log	2.6809	126	0.9924	0.0821	0.9924	0.9962
No log	2.7234	128	1.0177	0.0007	1.0177	1.0088
No log	2.7660	130	1.0601	0.0378	1.0601	1.0296
No log	2.8085	132	0.9804	-0.0274	0.9804	0.9902
No log	2.8511	134	1.1529	0.0497	1.1529	1.0737
No log	2.8936	136	1.0954	-0.0133	1.0954	1.0466
No log	2.9362	138	0.9049	0.0334	0.9049	0.9513
No log	2.9787	140	0.9425	-0.0393	0.9425	0.9708
No log	3.0213	142	0.9327	-0.0393	0.9327	0.9658
No log	3.0638	144	0.8427	0.0810	0.8427	0.9180
No log	3.1064	146	1.1515	-0.0012	1.1515	1.0731
No log	3.1489	148	1.2715	-0.0341	1.2715	1.1276
No log	3.1915	150	0.9691	0.1065	0.9691	0.9844
No log	3.2340	152	0.8823	-0.0257	0.8823	0.9393
No log	3.2766	154	0.9663	-0.0424	0.9663	0.9830
No log	3.3191	156	0.9420	0.0	0.9420	0.9706
No log	3.3617	158	1.2694	-0.0550	1.2694	1.1267
No log	3.4043	160	1.5474	0.0371	1.5474	1.2440
No log	3.4468	162	1.2374	-0.0474	1.2374	1.1124
No log	3.4894	164	0.9709	0.0166	0.9709	0.9853
No log	3.5319	166	0.9373	-0.0128	0.9373	0.9682
No log	3.5745	168	0.8623	0.0421	0.8623	0.9286
No log	3.6170	170	1.0576	-0.0163	1.0576	1.0284
No log	3.6596	172	1.1502	-0.0301	1.1502	1.0725
No log	3.7021	174	0.9316	0.0316	0.9316	0.9652
No log	3.7447	176	0.8137	0.0987	0.8137	0.9020
No log	3.7872	178	0.8835	0.0285	0.8835	0.9399
No log	3.8298	180	0.8361	0.0249	0.8361	0.9144
No log	3.8723	182	0.7779	0.0821	0.7779	0.8820
No log	3.9149	184	0.9199	0.0711	0.9199	0.9591
No log	3.9574	186	0.9405	0.0711	0.9405	0.9698
No log	4.0	188	0.9041	0.0392	0.9041	0.9509
No log	4.0426	190	0.8499	0.0551	0.8499	0.9219
No log	4.0851	192	0.8306	0.0434	0.8306	0.9114
No log	4.1277	194	0.8528	0.1179	0.8528	0.9235
No log	4.1702	196	1.0567	0.1662	1.0567	1.0280
No log	4.2128	198	0.9867	0.2632	0.9867	0.9933
No log	4.2553	200	0.8102	0.0733	0.8102	0.9001
No log	4.2979	202	0.7886	0.0851	0.7886	0.8881
No log	4.3404	204	0.8051	0.0999	0.8051	0.8973
No log	4.3830	206	1.0976	0.1113	1.0976	1.0477
No log	4.4255	208	1.0346	0.1228	1.0346	1.0172
No log	4.4681	210	0.7968	0.1471	0.7968	0.8926
No log	4.5106	212	0.8367	0.0637	0.8367	0.9147
No log	4.5532	214	0.8238	0.1304	0.8238	0.9076
No log	4.5957	216	0.8102	0.1407	0.8102	0.9001
No log	4.6383	218	0.8613	0.1243	0.8613	0.9280
No log	4.6809	220	0.7792	0.0574	0.7792	0.8827
No log	4.7234	222	0.7903	0.2490	0.7903	0.8890
No log	4.7660	224	0.7684	0.1232	0.7684	0.8766
No log	4.8085	226	0.8916	0.0711	0.8916	0.9442
No log	4.8511	228	0.8621	0.0711	0.8621	0.9285
No log	4.8936	230	0.7842	0.1281	0.7842	0.8855
No log	4.9362	232	0.7723	0.0393	0.7723	0.8788
No log	4.9787	234	0.7412	0.0495	0.7412	0.8609
No log	5.0213	236	0.7056	0.1254	0.7056	0.8400
No log	5.0638	238	0.7536	0.1243	0.7536	0.8681
No log	5.1064	240	0.8392	0.1064	0.8392	0.9161
No log	5.1489	242	0.8111	0.1107	0.8111	0.9006
No log	5.1915	244	0.7812	0.1558	0.7812	0.8838
No log	5.2340	246	0.7999	0.0913	0.7999	0.8944
No log	5.2766	248	0.8485	0.0570	0.8485	0.9211
No log	5.3191	250	0.8363	-0.0212	0.8363	0.9145
No log	5.3617	252	0.9700	0.1406	0.9700	0.9849
No log	5.4043	254	0.8907	0.0363	0.8907	0.9437
No log	5.4468	256	0.8166	0.0822	0.8166	0.9037
No log	5.4894	258	0.8568	0.0303	0.8568	0.9256
No log	5.5319	260	0.7584	0.0101	0.7584	0.8709
No log	5.5745	262	0.7436	0.1553	0.7436	0.8623
No log	5.6170	264	0.7610	0.1440	0.7610	0.8723
No log	5.6596	266	0.7459	0.0810	0.7459	0.8637
No log	5.7021	268	0.7760	0.0613	0.7760	0.8809
No log	5.7447	270	0.7792	0.1143	0.7792	0.8827
No log	5.7872	272	0.9629	0.0984	0.9629	0.9813
No log	5.8298	274	0.9022	0.0642	0.9022	0.9498
No log	5.8723	276	0.7214	0.1202	0.7214	0.8493
No log	5.9149	278	0.6877	0.0857	0.6877	0.8293
No log	5.9574	280	0.6811	0.0857	0.6811	0.8253
No log	6.0	282	0.6712	0.0909	0.6712	0.8193
No log	6.0426	284	0.6661	0.0964	0.6661	0.8162
No log	6.0851	286	0.6873	0.1259	0.6873	0.8290
No log	6.1277	288	0.7091	0.1565	0.7091	0.8421
No log	6.1702	290	0.7740	0.2141	0.7740	0.8798
No log	6.2128	292	0.7285	0.2718	0.7285	0.8535
No log	6.2553	294	0.6886	0.0834	0.6886	0.8298
No log	6.2979	296	0.7136	0.1189	0.7136	0.8448
No log	6.3404	298	0.8010	0.1147	0.8010	0.8950
No log	6.3830	300	0.9292	0.1077	0.9292	0.9639
No log	6.4255	302	0.9051	0.0498	0.9051	0.9513
No log	6.4681	304	0.7573	0.1817	0.7573	0.8702
No log	6.5106	306	0.7276	0.2519	0.7276	0.8530
No log	6.5532	308	0.7297	0.2522	0.7297	0.8542
No log	6.5957	310	0.7096	0.1244	0.7096	0.8424
No log	6.6383	312	0.7038	0.1097	0.7038	0.8389
No log	6.6809	314	0.6755	0.1758	0.6755	0.8219
No log	6.7234	316	0.7283	0.2277	0.7283	0.8534
No log	6.7660	318	0.8811	0.0182	0.8811	0.9387
No log	6.8085	320	0.8531	0.0233	0.8531	0.9237
No log	6.8511	322	0.7587	0.2366	0.7587	0.8710
No log	6.8936	324	0.8378	0.0754	0.8378	0.9153
No log	6.9362	326	0.9102	0.1114	0.9102	0.9540
No log	6.9787	328	0.7709	0.0347	0.7709	0.8780
No log	7.0213	330	0.7157	0.0428	0.7157	0.8460
No log	7.0638	332	0.7316	0.0628	0.7316	0.8554
No log	7.1064	334	0.8007	0.1196	0.8007	0.8948
No log	7.1489	336	0.7192	0.1148	0.7192	0.8481
No log	7.1915	338	0.6720	0.1807	0.6720	0.8198
No log	7.2340	340	0.7107	0.1675	0.7107	0.8430
No log	7.2766	342	0.7478	0.1675	0.7478	0.8648
No log	7.3191	344	0.8378	0.0748	0.8378	0.9153
No log	7.3617	346	0.8469	0.0711	0.8469	0.9203
No log	7.4043	348	0.7601	0.1612	0.7601	0.8718
No log	7.4468	350	0.7544	-0.0026	0.7544	0.8686
No log	7.4894	352	0.7657	-0.0076	0.7657	0.8750
No log	7.5319	354	0.7916	0.0913	0.7916	0.8897
No log	7.5745	356	0.8279	0.0786	0.8279	0.9099
No log	7.6170	358	0.7615	-0.0295	0.7615	0.8726
No log	7.6596	360	0.7064	0.1254	0.7064	0.8405
No log	7.7021	362	0.6832	0.1081	0.6832	0.8266
No log	7.7447	364	0.7075	0.0869	0.7075	0.8411
No log	7.7872	366	0.7675	0.0690	0.7675	0.8761
No log	7.8298	368	0.7949	0.0650	0.7949	0.8916
No log	7.8723	370	0.7743	0.0359	0.7743	0.8800
No log	7.9149	372	0.8170	0.0641	0.8170	0.9039
No log	7.9574	374	0.7983	0.1078	0.7983	0.8935
No log	8.0	376	0.7442	0.0469	0.7442	0.8627
No log	8.0426	378	0.7670	0.1495	0.7670	0.8758
No log	8.0851	380	0.9436	0.0984	0.9436	0.9714
No log	8.1277	382	0.8843	0.0676	0.8843	0.9404
No log	8.1702	384	0.7461	0.0639	0.7461	0.8638
No log	8.2128	386	0.7268	0.0741	0.7268	0.8525
No log	8.2553	388	0.7467	0.0650	0.7467	0.8641
No log	8.2979	390	0.8820	0.1311	0.8820	0.9391
No log	8.3404	392	1.0365	0.1640	1.0365	1.0181
No log	8.3830	394	0.9774	0.1449	0.9774	0.9886
No log	8.4255	396	0.8245	0.0826	0.8245	0.9080
No log	8.4681	398	0.7355	0.1143	0.7355	0.8576
No log	8.5106	400	0.7726	0.0211	0.7726	0.8790
No log	8.5532	402	0.7522	0.0989	0.7522	0.8673
No log	8.5957	404	0.7123	0.1249	0.7123	0.8440
No log	8.6383	406	0.7960	0.0867	0.7960	0.8922
No log	8.6809	408	0.9145	0.0909	0.9145	0.9563
No log	8.7234	410	0.8837	0.0711	0.8837	0.9401
No log	8.7660	412	0.7960	0.0538	0.7960	0.8922
No log	8.8085	414	0.7452	0.2096	0.7452	0.8632
No log	8.8511	416	0.7288	0.2150	0.7288	0.8537
No log	8.8936	418	0.7319	0.1627	0.7319	0.8555
No log	8.9362	420	0.6718	0.2258	0.6718	0.8196
No log	8.9787	422	0.6399	0.0967	0.6399	0.8000
No log	9.0213	424	0.6367	0.0967	0.6367	0.7979
No log	9.0638	426	0.6466	0.1828	0.6466	0.8041
No log	9.1064	428	0.7126	0.2584	0.7126	0.8441
No log	9.1489	430	0.7528	0.2034	0.7528	0.8676
No log	9.1915	432	0.7343	0.0732	0.7343	0.8569
No log	9.2340	434	0.7119	0.1340	0.7119	0.8437
No log	9.2766	436	0.6931	0.0436	0.6931	0.8325
No log	9.3191	438	0.6807	0.0964	0.6807	0.8251
No log	9.3617	440	0.6802	0.0909	0.6802	0.8248
No log	9.4043	442	0.7111	0.0296	0.7111	0.8432
No log	9.4468	444	0.7249	0.1627	0.7249	0.8514
No log	9.4894	446	0.6924	0.0857	0.6924	0.8321
No log	9.5319	448	0.6757	0.0454	0.6757	0.8220
No log	9.5745	450	0.6778	0.0	0.6778	0.8233
No log	9.6170	452	0.6565	0.0414	0.6565	0.8102
No log	9.6596	454	0.6722	0.0857	0.6722	0.8199
No log	9.7021	456	0.6975	0.1318	0.6975	0.8352
No log	9.7447	458	0.7140	0.1318	0.7140	0.8450
No log	9.7872	460	0.7613	0.0214	0.7613	0.8725
No log	9.8298	462	0.8666	0.0377	0.8666	0.9309
No log	9.8723	464	1.0126	0.0758	1.0126	1.0063
No log	9.9149	466	0.9859	0.0288	0.9859	0.9929
No log	9.9574	468	0.9178	0.0078	0.9178	0.9580
No log	10.0	470	0.8722	0.0066	0.8722	0.9339
No log	10.0426	472	0.8559	0.0879	0.8559	0.9252
No log	10.0851	474	0.8005	-0.0132	0.8005	0.8947
No log	10.1277	476	0.8190	0.0867	0.8190	0.9050
No log	10.1702	478	0.9244	0.0182	0.9244	0.9615
No log	10.2128	480	0.9115	0.0182	0.9115	0.9547
No log	10.2553	482	0.8089	0.1605	0.8089	0.8994
No log	10.2979	484	0.7570	0.0759	0.7570	0.8701
No log	10.3404	486	0.7647	0.0323	0.7647	0.8745
No log	10.3830	488	0.7815	0.1565	0.7815	0.8840
No log	10.4255	490	0.7556	0.1627	0.7556	0.8693
No log	10.4681	492	0.7734	0.1395	0.7734	0.8794
No log	10.5106	494	0.7519	0.0999	0.7519	0.8671
No log	10.5532	496	0.6895	0.0714	0.6895	0.8304
No log	10.5957	498	0.6702	0.0964	0.6702	0.8187
0.2805	10.6383	500	0.6976	0.0334	0.6976	0.8352
0.2805	10.6809	502	0.7927	0.0953	0.7927	0.8904
0.2805	10.7234	504	0.8590	0.1660	0.8590	0.9268
0.2805	10.7660	506	0.8270	0.1291	0.8270	0.9094
0.2805	10.8085	508	0.7422	0.0759	0.7422	0.8615
0.2805	10.8511	510	0.7303	0.0412	0.7303	0.8546
0.2805	10.8936	512	0.7408	0.0412	0.7408	0.8607
0.2805	10.9362	514	0.7315	0.0282	0.7315	0.8553
0.2805	10.9787	516	0.7965	0.0867	0.7965	0.8925
0.2805	11.0213	518	0.9329	0.0545	0.9329	0.9658
0.2805	11.0638	520	0.8770	0.1453	0.8770	0.9365
0.2805	11.1064	522	0.7331	0.0588	0.7331	0.8562
0.2805	11.1489	524	0.6828	0.0488	0.6828	0.8263
0.2805	11.1915	526	0.7549	-0.0214	0.7549	0.8689
0.2805	11.2340	528	0.7156	-0.0826	0.7156	0.8459
0.2805	11.2766	530	0.6426	0.0555	0.6426	0.8016
0.2805	11.3191	532	0.6553	0.1318	0.6553	0.8095
0.2805	11.3617	534	0.7645	0.1342	0.7645	0.8743
0.2805	11.4043	536	0.8220	0.1107	0.8220	0.9066
0.2805	11.4468	538	0.8026	0.1107	0.8026	0.8959
0.2805	11.4894	540	0.7479	0.1259	0.7479	0.8648
0.2805	11.5319	542	0.7617	0.0211	0.7617	0.8727
0.2805	11.5745	544	0.7943	0.0734	0.7943	0.8912
0.2805	11.6170	546	0.7359	0.0220	0.7359	0.8578
0.2805	11.6596	548	0.6941	0.0863	0.6941	0.8331
0.2805	11.7021	550	0.7841	0.0512	0.7841	0.8855
0.2805	11.7447	552	0.8982	0.0515	0.8982	0.9477
0.2805	11.7872	554	0.8924	0.0515	0.8924	0.9447
0.2805	11.8298	556	0.7913	0.1553	0.7913	0.8895
0.2805	11.8723	558	0.6886	0.1097	0.6886	0.8298
0.2805	11.9149	560	0.7207	0.1408	0.7207	0.8489
0.2805	11.9574	562	0.8061	0.1466	0.8061	0.8978
0.2805	12.0	564	0.7814	0.1434	0.7814	0.8840
0.2805	12.0426	566	0.7146	0.0926	0.7146	0.8453
0.2805	12.0851	568	0.7431	0.0999	0.7431	0.8620
0.2805	12.1277	570	0.8599	0.1273	0.8599	0.9273
0.2805	12.1702	572	0.9102	0.0486	0.9102	0.9540
0.2805	12.2128	574	0.8492	0.0984	0.8492	0.9215
0.2805	12.2553	576	0.7445	0.0512	0.7445	0.8629
0.2805	12.2979	578	0.6845	0.1433	0.6845	0.8274
0.2805	12.3404	580	0.6814	0.1027	0.6814	0.8255
0.2805	12.3830	582	0.6650	0.1024	0.6650	0.8155
0.2805	12.4255	584	0.6740	0.1311	0.6740	0.8210
0.2805	12.4681	586	0.8005	0.1107	0.8005	0.8947
0.2805	12.5106	588	0.8911	0.0984	0.8911	0.9440
0.2805	12.5532	590	0.8548	0.0984	0.8548	0.9246
0.2805	12.5957	592	0.7824	0.1107	0.7824	0.8845
0.2805	12.6383	594	0.7076	0.0205	0.7076	0.8412
0.2805	12.6809	596	0.7062	0.0834	0.7062	0.8403
0.2805	12.7234	598	0.7125	0.1240	0.7125	0.8441
0.2805	12.7660	600	0.7209	0.0226	0.7209	0.8491
0.2805	12.8085	602	0.7537	0.0538	0.7537	0.8682
0.2805	12.8511	604	0.7656	0.0504	0.7656	0.8750
0.2805	12.8936	606	0.7201	0.1048	0.7201	0.8486
0.2805	12.9362	608	0.7038	0.1096	0.7038	0.8389
0.2805	12.9787	610	0.7018	0.1506	0.7018	0.8378
0.2805	13.0213	612	0.7349	0.1342	0.7349	0.8573
0.2805	13.0638	614	0.7115	0.1449	0.7115	0.8435
0.2805	13.1064	616	0.6914	0.1097	0.6914	0.8315
0.2805	13.1489	618	0.6738	0.1691	0.6738	0.8209
0.2805	13.1915	620	0.6761	0.0863	0.6761	0.8222
0.2805	13.2340	622	0.7217	-0.0774	0.7217	0.8495
0.2805	13.2766	624	0.7480	0.0097	0.7480	0.8649
0.2805	13.3191	626	0.7456	0.0709	0.7456	0.8635
0.2805	13.3617	628	0.7300	0.1144	0.7300	0.8544
0.2805	13.4043	630	0.6959	0.0807	0.6959	0.8342
0.2805	13.4468	632	0.6834	0.1259	0.6834	0.8267
0.2805	13.4894	634	0.6807	0.1318	0.6807	0.8251
0.2805	13.5319	636	0.6885	0.1259	0.6885	0.8297
0.2805	13.5745	638	0.7115	0.1627	0.7115	0.8435
0.2805	13.6170	640	0.7500	0.1395	0.7500	0.8661
0.2805	13.6596	642	0.8219	0.1024	0.8219	0.9066
0.2805	13.7021	644	0.7935	0.0377	0.7935	0.8908
0.2805	13.7447	646	0.7315	0.1449	0.7315	0.8553
0.2805	13.7872	648	0.7114	0.0776	0.7114	0.8435
0.2805	13.8298	650	0.7168	0.0783	0.7168	0.8466
0.2805	13.8723	652	0.7247	0.0611	0.7247	0.8513
0.2805	13.9149	654	0.7848	0.1342	0.7848	0.8859
0.2805	13.9574	656	0.9548	0.0805	0.9548	0.9772
0.2805	14.0	658	0.9725	0.0805	0.9725	0.9862
0.2805	14.0426	660	0.8450	0.1316	0.8450	0.9192
0.2805	14.0851	662	0.7214	0.1449	0.7214	0.8493
0.2805	14.1277	664	0.6920	0.0732	0.6920	0.8319
0.2805	14.1702	666	0.7039	0.0732	0.7039	0.8390
0.2805	14.2128	668	0.7132	0.1565	0.7132	0.8445
0.2805	14.2553	670	0.7998	0.1291	0.7998	0.8943
0.2805	14.2979	672	0.8729	0.0676	0.8729	0.9343
0.2805	14.3404	674	0.8692	0.0711	0.8692	0.9323
0.2805	14.3830	676	0.7460	0.1899	0.7460	0.8637
0.2805	14.4255	678	0.6714	0.0814	0.6714	0.8194
0.2805	14.4681	680	0.6806	0.1498	0.6806	0.8250
0.2805	14.5106	682	0.6802	0.1433	0.6802	0.8248
0.2805	14.5532	684	0.6683	0.0814	0.6683	0.8175
0.2805	14.5957	686	0.6541	0.0814	0.6541	0.8088
0.2805	14.6383	688	0.6370	0.0807	0.6370	0.7981
0.2805	14.6809	690	0.6304	0.1379	0.6304	0.7940
0.2805	14.7234	692	0.6361	0.1259	0.6361	0.7976
0.2805	14.7660	694	0.6477	0.1691	0.6477	0.8048
0.2805	14.8085	696	0.6665	0.1254	0.6665	0.8164
0.2805	14.8511	698	0.7017	0.0856	0.7017	0.8377
0.2805	14.8936	700	0.7085	0.0816	0.7085	0.8417
0.2805	14.9362	702	0.7085	0.1585	0.7085	0.8417
0.2805	14.9787	704	0.7066	0.1485	0.7066	0.8406
0.2805	15.0213	706	0.6936	0.1599	0.6936	0.8328
0.2805	15.0638	708	0.6847	0.2078	0.6847	0.8275
0.2805	15.1064	710	0.6916	0.2390	0.6916	0.8317
0.2805	15.1489	712	0.7095	0.2641	0.7095	0.8423
0.2805	15.1915	714	0.7076	0.2277	0.7076	0.8412
0.2805	15.2340	716	0.7063	0.2248	0.7063	0.8404
0.2805	15.2766	718	0.7158	0.2248	0.7158	0.8461
0.2805	15.3191	720	0.7317	0.2248	0.7317	0.8554
0.2805	15.3617	722	0.7911	0.1064	0.7911	0.8894
0.2805	15.4043	724	0.8138	0.0651	0.8138	0.9021
0.2805	15.4468	726	0.8227	0.0986	0.8227	0.9070
0.2805	15.4894	728	0.7736	0.1286	0.7736	0.8795
0.2805	15.5319	730	0.7251	0.1395	0.7251	0.8515
0.2805	15.5745	732	0.6848	0.1675	0.6848	0.8275
0.2805	15.6170	734	0.6685	0.1807	0.6685	0.8176
0.2805	15.6596	736	0.6642	0.1878	0.6642	0.8150
0.2805	15.7021	738	0.6629	0.1807	0.6629	0.8142
0.2805	15.7447	740	0.6872	0.1506	0.6872	0.8290
0.2805	15.7872	742	0.7079	0.1506	0.7079	0.8414
0.2805	15.8298	744	0.7034	0.1506	0.7034	0.8387
0.2805	15.8723	746	0.6851	0.2034	0.6851	0.8277
0.2805	15.9149	748	0.6796	0.2105	0.6796	0.8244
0.2805	15.9574	750	0.6723	0.1691	0.6723	0.8200
0.2805	16.0	752	0.6601	0.1259	0.6601	0.8125
0.2805	16.0426	754	0.6620	0.1902	0.6620	0.8136
0.2805	16.0851	756	0.6900	0.1318	0.6900	0.8306
0.2805	16.1277	758	0.7423	0.1965	0.7423	0.8616
0.2805	16.1702	760	0.7799	0.0867	0.7799	0.8831
0.2805	16.2128	762	0.7577	0.1342	0.7577	0.8705
0.2805	16.2553	764	0.7122	0.1199	0.7122	0.8439
0.2805	16.2979	766	0.6948	0.1254	0.6948	0.8336
0.2805	16.3404	768	0.6918	0.1199	0.6918	0.8317
0.2805	16.3830	770	0.7073	0.2034	0.7073	0.8410
0.2805	16.4255	772	0.7860	0.1553	0.7860	0.8866
0.2805	16.4681	774	0.8252	0.1453	0.8252	0.9084
0.2805	16.5106	776	0.7853	0.2357	0.7853	0.8862
0.2805	16.5532	778	0.7365	0.0871	0.7365	0.8582
0.2805	16.5957	780	0.7133	0.1485	0.7133	0.8446
0.2805	16.6383	782	0.6864	0.1144	0.6864	0.8285
0.2805	16.6809	784	0.6731	0.1249	0.6731	0.8205
0.2805	16.7234	786	0.6729	0.1249	0.6729	0.8203
0.2805	16.7660	788	0.6894	0.1943	0.6894	0.8303
0.2805	16.8085	790	0.7404	0.1196	0.7404	0.8605
0.2805	16.8511	792	0.7341	0.1196	0.7341	0.8568
0.2805	16.8936	794	0.7165	0.0953	0.7165	0.8464
0.2805	16.9362	796	0.7022	0.1449	0.7022	0.8380
0.2805	16.9787	798	0.6914	0.1965	0.6914	0.8315
0.2805	17.0213	800	0.6718	0.1565	0.6718	0.8197
0.2805	17.0638	802	0.6649	0.1965	0.6649	0.8154
0.2805	17.1064	804	0.6625	0.1965	0.6625	0.8140
0.2805	17.1489	806	0.6569	0.2034	0.6569	0.8105
0.2805	17.1915	808	0.6640	0.2105	0.6640	0.8149
0.2805	17.2340	810	0.6820	0.2078	0.6820	0.8258
0.2805	17.2766	812	0.6968	0.1541	0.6968	0.8347
0.2805	17.3191	814	0.7068	0.1048	0.7068	0.8407
0.2805	17.3617	816	0.7553	0.1605	0.7553	0.8691
0.2805	17.4043	818	0.8274	0.0515	0.8274	0.9096
0.2805	17.4468	820	0.8510	0.0839	0.8510	0.9225
0.2805	17.4894	822	0.7807	0.1107	0.7807	0.8836
0.2805	17.5319	824	0.6972	0.2034	0.6972	0.8350
0.2805	17.5745	826	0.6696	0.1835	0.6696	0.8183
0.2805	17.6170	828	0.6646	0.0973	0.6646	0.8152
0.2805	17.6596	830	0.6593	0.0970	0.6593	0.8120
0.2805	17.7021	832	0.6391	0.1311	0.6391	0.7994
0.2805	17.7447	834	0.6492	0.1565	0.6492	0.8057
0.2805	17.7872	836	0.7158	0.2277	0.7158	0.8460
0.2805	17.8298	838	0.7635	0.2292	0.7635	0.8738
0.2805	17.8723	840	0.7555	0.1660	0.7555	0.8692
0.2805	17.9149	842	0.7267	0.1003	0.7267	0.8525
0.2805	17.9574	844	0.7128	0.1048	0.7128	0.8443
0.2805	18.0	846	0.7081	0.1048	0.7081	0.8415
0.2805	18.0426	848	0.7019	0.1048	0.7019	0.8378
0.2805	18.0851	850	0.6934	0.1506	0.6934	0.8327
0.2805	18.1277	852	0.6791	0.1565	0.6791	0.8241
0.2805	18.1702	854	0.6793	0.1565	0.6793	0.8242
0.2805	18.2128	856	0.7066	0.1449	0.7066	0.8406
0.2805	18.2553	858	0.7610	0.2077	0.7610	0.8723
0.2805	18.2979	860	0.9142	0.0805	0.9142	0.9562
0.2805	18.3404	862	0.9478	0.0805	0.9478	0.9736
0.2805	18.3830	864	0.8450	0.0949	0.8450	0.9192
0.2805	18.4255	866	0.7625	0.0643	0.7625	0.8732
0.2805	18.4681	868	0.7964	0.0802	0.7964	0.8924
0.2805	18.5106	870	0.7934	0.1575	0.7934	0.8907
0.2805	18.5532	872	0.7321	-0.0132	0.7321	0.8556
0.2805	18.5957	874	0.7387	0.1449	0.7387	0.8595
0.2805	18.6383	876	0.8393	0.1316	0.8393	0.9161
0.2805	18.6809	878	0.8884	0.1191	0.8884	0.9426
0.2805	18.7234	880	0.8758	0.1191	0.8758	0.9358
0.2805	18.7660	882	0.7947	0.1406	0.7947	0.8914
0.2805	18.8085	884	0.7232	0.1449	0.7232	0.8504
0.2805	18.8511	886	0.7164	0.0690	0.7164	0.8464
0.2805	18.8936	888	0.7325	-0.0073	0.7325	0.8559
0.2805	18.9362	890	0.7390	0.0709	0.7390	0.8596
0.2805	18.9787	892	0.7560	0.0490	0.7560	0.8695
0.2805	19.0213	894	0.7461	0.0909	0.7461	0.8638
0.2805	19.0638	896	0.7281	0.1097	0.7281	0.8533
0.2805	19.1064	898	0.7307	0.1097	0.7307	0.8548
0.2805	19.1489	900	0.7279	0.1097	0.7279	0.8532
0.2805	19.1915	902	0.7456	0.1047	0.7456	0.8635
0.2805	19.2340	904	0.7663	0.1342	0.7663	0.8754
0.2805	19.2766	906	0.7515	0.1899	0.7515	0.8669
0.2805	19.3191	908	0.7292	0.1097	0.7292	0.8539
0.2805	19.3617	910	0.7287	0.1097	0.7287	0.8537
0.2805	19.4043	912	0.7297	0.1097	0.7297	0.8542
0.2805	19.4468	914	0.7150	0.1097	0.7150	0.8456
0.2805	19.4894	916	0.6933	0.1097	0.6933	0.8326
0.2805	19.5319	918	0.7023	0.1097	0.7023	0.8380
0.2805	19.5745	920	0.7126	0.1097	0.7126	0.8441
0.2805	19.6170	922	0.7412	0.0999	0.7412	0.8609
0.2805	19.6596	924	0.7353	0.0999	0.7353	0.8575
0.2805	19.7021	926	0.7091	0.0588	0.7091	0.8421
0.2805	19.7447	928	0.6949	0.1612	0.6949	0.8336
0.2805	19.7872	930	0.6865	0.1787	0.6865	0.8285
0.2805	19.8298	932	0.6754	0.1787	0.6754	0.8218
0.2805	19.8723	934	0.6725	0.1691	0.6725	0.8201
0.2805	19.9149	936	0.6904	0.1097	0.6904	0.8309
0.2805	19.9574	938	0.7732	0.0826	0.7732	0.8793
0.2805	20.0	940	0.8750	0.0984	0.8750	0.9354
0.2805	20.0426	942	0.9185	0.0515	0.9185	0.9584
0.2805	20.0851	944	0.8622	0.1024	0.8622	0.9285
0.2805	20.1277	946	0.7997	0.0476	0.7997	0.8943
0.2805	20.1702	948	0.7627	0.1048	0.7627	0.8733
0.2805	20.2128	950	0.7559	0.0650	0.7559	0.8694
0.2805	20.2553	952	0.7372	0.1096	0.7372	0.8586
0.2805	20.2979	954	0.7288	0.1097	0.7288	0.8537
0.2805	20.3404	956	0.7399	0.1506	0.7399	0.8602
0.2805	20.3830	958	0.7763	-0.0008	0.7763	0.8811
0.2805	20.4255	960	0.8316	0.1064	0.8316	0.9119
0.2805	20.4681	962	0.8816	0.0545	0.8816	0.9389
0.2805	20.5106	964	0.8914	0.0515	0.8914	0.9441
0.2805	20.5532	966	0.8292	0.1064	0.8292	0.9106
0.2805	20.5957	968	0.7602	0.0476	0.7602	0.8719
0.2805	20.6383	970	0.7393	0.1097	0.7393	0.8598
0.2805	20.6809	972	0.7498	0.1097	0.7498	0.8659
0.2805	20.7234	974	0.7912	0.0826	0.7912	0.8895
0.2805	20.7660	976	0.8511	0.0316	0.8511	0.9225
0.2805	20.8085	978	0.9045	0.0260	0.9045	0.9510
0.2805	20.8511	980	0.9679	0.0515	0.9679	0.9838
0.2805	20.8936	982	0.9930	0.0515	0.9930	0.9965
0.2805	20.9362	984	0.9022	0.0233	0.9022	0.9499
0.2805	20.9787	986	0.7606	0.0588	0.7606	0.8721
0.2805	21.0213	988	0.7239	0.0776	0.7239	0.8508
0.2805	21.0638	990	0.7201	0.0412	0.7201	0.8486
0.2805	21.1064	992	0.7027	0.1254	0.7027	0.8383
0.2805	21.1489	994	0.7304	0.1097	0.7304	0.8547
0.2805	21.1915	996	0.8445	0.0287	0.8445	0.9189
0.2805	21.2340	998	0.9626	-0.0182	0.9626	0.9811
0.068	21.2766	1000	0.9761	-0.0200	0.9761	0.9880
0.068	21.3191	1002	0.9490	-0.0182	0.9490	0.9742
0.068	21.3617	1004	0.9286	-0.0182	0.9286	0.9636

Framework versions

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