ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k12_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: 0.8727
• Qwk: 0.0748
• Mse: 0.8727
• Rmse: 0.9342

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	0.0323	2	3.9100	0.0017	3.9100	1.9774
No log	0.0645	4	2.1274	0.0284	2.1274	1.4586
No log	0.0968	6	1.4357	0.0235	1.4357	1.1982
No log	0.1290	8	1.2269	0.0469	1.2269	1.1077
No log	0.1613	10	0.8474	-0.0351	0.8474	0.9206
No log	0.1935	12	0.7495	0.0	0.7495	0.8657
No log	0.2258	14	0.8036	-0.1018	0.8036	0.8964
No log	0.2581	16	0.7812	-0.1468	0.7812	0.8838
No log	0.2903	18	0.8538	0.0770	0.8538	0.9240
No log	0.3226	20	0.7376	0.1080	0.7376	0.8589
No log	0.3548	22	0.7675	0.0717	0.7675	0.8761
No log	0.3871	24	1.0188	0.0226	1.0188	1.0094
No log	0.4194	26	1.2715	0.0328	1.2715	1.1276
No log	0.4516	28	1.0154	0.0609	1.0154	1.0077
No log	0.4839	30	1.3625	0.0869	1.3625	1.1672
No log	0.5161	32	1.1322	-0.0258	1.1322	1.0641
No log	0.5484	34	1.1920	0.0403	1.1920	1.0918
No log	0.5806	36	1.1652	0.0415	1.1652	1.0794
No log	0.6129	38	0.9016	0.0318	0.9016	0.9495
No log	0.6452	40	0.9418	-0.0667	0.9418	0.9704
No log	0.6774	42	0.9455	0.1575	0.9455	0.9724
No log	0.7097	44	1.3064	0.0151	1.3064	1.1430
No log	0.7419	46	1.3957	0.1219	1.3957	1.1814
No log	0.7742	48	1.1307	0.2165	1.1307	1.0633
No log	0.8065	50	1.1315	0.1985	1.1315	1.0637
No log	0.8387	52	1.0552	0.1509	1.0552	1.0272
No log	0.8710	54	0.9715	0.0835	0.9715	0.9857
No log	0.9032	56	0.9352	0.1672	0.9352	0.9671
No log	0.9355	58	0.9261	0.2222	0.9261	0.9623
No log	0.9677	60	0.8923	0.1575	0.8923	0.9446
No log	1.0	62	0.8813	0.1924	0.8813	0.9388
No log	1.0323	64	0.8811	0.1511	0.8811	0.9387
No log	1.0645	66	0.8948	0.2105	0.8948	0.9460
No log	1.0968	68	0.9023	0.1012	0.9023	0.9499
No log	1.1290	70	1.0739	0.0729	1.0739	1.0363
No log	1.1613	72	1.0333	0.0365	1.0333	1.0165
No log	1.1935	74	0.8725	0.1277	0.8725	0.9341
No log	1.2258	76	1.0255	-0.0106	1.0255	1.0127
No log	1.2581	78	1.0805	-0.0539	1.0805	1.0395
No log	1.2903	80	0.8311	0.0741	0.8311	0.9116
No log	1.3226	82	0.8711	0.0275	0.8711	0.9333
No log	1.3548	84	0.8006	0.0518	0.8006	0.8947
No log	1.3871	86	0.8810	0.0805	0.8810	0.9386
No log	1.4194	88	0.8389	0.1882	0.8389	0.9159
No log	1.4516	90	0.8645	0.0962	0.8645	0.9298
No log	1.4839	92	0.8895	0.1309	0.8895	0.9431
No log	1.5161	94	0.8388	-0.0257	0.8388	0.9159
No log	1.5484	96	0.8976	0.0301	0.8976	0.9474
No log	1.5806	98	0.8534	0.0165	0.8534	0.9238
No log	1.6129	100	0.8091	0.1136	0.8091	0.8995
No log	1.6452	102	0.8198	0.1051	0.8198	0.9054
No log	1.6774	104	0.8116	0.1093	0.8116	0.9009
No log	1.7097	106	0.8156	0.1050	0.8156	0.9031
No log	1.7419	108	0.7961	0.0840	0.7961	0.8922
No log	1.7742	110	0.8217	0.1365	0.8217	0.9065
No log	1.8065	112	0.8070	0.0840	0.8070	0.8983
No log	1.8387	114	0.8448	0.0460	0.8448	0.9191
No log	1.8710	116	0.8698	0.1009	0.8698	0.9326
No log	1.9032	118	0.9165	0.0670	0.9165	0.9573
No log	1.9355	120	0.9709	0.0500	0.9709	0.9854
No log	1.9677	122	1.3257	0.0227	1.3257	1.1514
No log	2.0	124	1.2379	0.0802	1.2379	1.1126
No log	2.0323	126	0.9360	0.0913	0.9360	0.9675
No log	2.0645	128	1.0879	0.0437	1.0879	1.0430
No log	2.0968	130	0.9665	0.0324	0.9665	0.9831
No log	2.1290	132	0.8333	0.0277	0.8333	0.9128
No log	2.1613	134	0.8789	0.1721	0.8789	0.9375
No log	2.1935	136	0.9664	0.1043	0.9664	0.9831
No log	2.2258	138	0.8065	0.1408	0.8065	0.8980
No log	2.2581	140	0.7874	-0.0170	0.7874	0.8874
No log	2.2903	142	0.8496	0.0597	0.8496	0.9218
No log	2.3226	144	0.9370	0.0221	0.9370	0.9680
No log	2.3548	146	1.0254	0.1309	1.0254	1.0126
No log	2.3871	148	0.8970	0.0705	0.8970	0.9471
No log	2.4194	150	0.8984	0.1407	0.8984	0.9478
No log	2.4516	152	0.9606	0.1065	0.9606	0.9801
No log	2.4839	154	0.8401	0.1049	0.8401	0.9166
No log	2.5161	156	0.8983	-0.0103	0.8983	0.9478
No log	2.5484	158	0.9570	0.1344	0.9570	0.9782
No log	2.5806	160	0.9361	0.1353	0.9361	0.9675
No log	2.6129	162	1.1435	0.0686	1.1435	1.0693
No log	2.6452	164	0.9398	0.0741	0.9398	0.9694
No log	2.6774	166	0.8126	0.0444	0.8126	0.9015
No log	2.7097	168	0.8053	0.0236	0.8053	0.8974
No log	2.7419	170	0.8018	0.0538	0.8018	0.8954
No log	2.7742	172	0.8846	0.0700	0.8846	0.9405
No log	2.8065	174	0.8064	0.0923	0.8064	0.8980
No log	2.8387	176	0.9798	0.1661	0.9798	0.9898
No log	2.8710	178	1.1812	0.1076	1.1812	1.0869
No log	2.9032	180	0.9127	0.1355	0.9127	0.9554
No log	2.9355	182	0.7399	0.0814	0.7399	0.8602
No log	2.9677	184	1.0261	0.1683	1.0261	1.0130
No log	3.0	186	1.1760	0.1370	1.1760	1.0845
No log	3.0323	188	0.9594	0.1726	0.9594	0.9795
No log	3.0645	190	0.6889	0.1318	0.6889	0.8300
No log	3.0968	192	0.7174	0.0532	0.7174	0.8470
No log	3.1290	194	0.7207	0.0532	0.7207	0.8490
No log	3.1613	196	0.8038	0.0490	0.8038	0.8965
No log	3.1935	198	0.9624	0.1525	0.9624	0.9810
No log	3.2258	200	0.8066	0.0490	0.8066	0.8981
No log	3.2581	202	0.7118	0.1304	0.7118	0.8437
No log	3.2903	204	0.7113	0.0814	0.7113	0.8434
No log	3.3226	206	0.7097	0.0282	0.7097	0.8424
No log	3.3548	208	0.7720	0.1379	0.7720	0.8786
No log	3.3871	210	0.8163	0.1329	0.8163	0.9035
No log	3.4194	212	0.7512	0.1599	0.7512	0.8667
No log	3.4516	214	0.7388	0.1354	0.7388	0.8595
No log	3.4839	216	0.7309	0.1371	0.7309	0.8549
No log	3.5161	218	0.7539	0.1254	0.7539	0.8682
No log	3.5484	220	0.7820	0.1573	0.7820	0.8843
No log	3.5806	222	0.8304	0.2222	0.8304	0.9112
No log	3.6129	224	0.8642	0.1903	0.8642	0.9296
No log	3.6452	226	0.9493	-0.0712	0.9493	0.9743
No log	3.6774	228	0.9918	-0.0742	0.9918	0.9959
No log	3.7097	230	0.8401	0.0269	0.8401	0.9165
No log	3.7419	232	0.7952	0.0926	0.7952	0.8917
No log	3.7742	234	0.8220	0.0987	0.8220	0.9067
No log	3.8065	236	0.8036	0.0165	0.8036	0.8965
No log	3.8387	238	0.7355	0.0471	0.7355	0.8576
No log	3.8710	240	0.7938	-0.0331	0.7938	0.8909
No log	3.9032	242	0.9353	0.0609	0.9353	0.9671
No log	3.9355	244	0.8917	0.0316	0.8917	0.9443
No log	3.9677	246	0.7924	0.0834	0.7924	0.8902
No log	4.0	248	0.9015	0.1595	0.9015	0.9495
No log	4.0323	250	0.8949	0.0823	0.8949	0.9460
No log	4.0645	252	0.9083	0.1988	0.9083	0.9531
No log	4.0968	254	0.8827	0.0365	0.8827	0.9395
No log	4.1290	256	0.8537	0.1206	0.8537	0.9239
No log	4.1613	258	0.7894	0.1232	0.7894	0.8885
No log	4.1935	260	0.7649	0.1372	0.7649	0.8746
No log	4.2258	262	0.9113	0.0596	0.9113	0.9546
No log	4.2581	264	0.8326	0.0392	0.8326	0.9125
No log	4.2903	266	0.6737	0.2339	0.6737	0.8208
No log	4.3226	268	0.7193	0.0414	0.7193	0.8481
No log	4.3548	270	0.7383	0.0922	0.7383	0.8593
No log	4.3871	272	0.7511	0.1807	0.7511	0.8667
No log	4.4194	274	1.0674	0.1149	1.0674	1.0332
No log	4.4516	276	1.1733	0.0706	1.1733	1.0832
No log	4.4839	278	0.9287	-0.0071	0.9287	0.9637
No log	4.5161	280	0.8269	0.2024	0.8269	0.9094
No log	4.5484	282	0.8166	0.1887	0.8166	0.9037
No log	4.5806	284	0.8518	0.0497	0.8518	0.9230
No log	4.6129	286	0.8733	0.1633	0.8733	0.9345
No log	4.6452	288	0.7634	0.2544	0.7634	0.8737
No log	4.6774	290	0.7276	0.1371	0.7276	0.8530
No log	4.7097	292	0.7338	-0.0532	0.7338	0.8566
No log	4.7419	294	0.7368	-0.0062	0.7368	0.8584
No log	4.7742	296	0.7567	0.2225	0.7567	0.8699
No log	4.8065	298	0.9096	0.1430	0.9096	0.9537
No log	4.8387	300	1.0341	0.1662	1.0341	1.0169
No log	4.8710	302	0.9375	0.1027	0.9375	0.9682
No log	4.9032	304	0.9113	-0.0021	0.9113	0.9546
No log	4.9355	306	0.9303	0.0153	0.9303	0.9645
No log	4.9677	308	0.8589	-0.0806	0.8589	0.9268
No log	5.0	310	0.8207	0.0639	0.8207	0.9059
No log	5.0323	312	0.9099	0.0207	0.9099	0.9539
No log	5.0645	314	0.9563	0.0873	0.9563	0.9779
No log	5.0968	316	0.8130	0.1097	0.8130	0.9017
No log	5.1290	318	0.7691	0.1691	0.7691	0.8770
No log	5.1613	320	0.7728	-0.0059	0.7728	0.8791
No log	5.1935	322	0.8204	0.1465	0.8204	0.9058
No log	5.2258	324	0.9762	0.0313	0.9762	0.9880
No log	5.2581	326	0.9810	0.0683	0.9810	0.9905
No log	5.2903	328	0.9049	0.0715	0.9049	0.9513
No log	5.3226	330	0.8184	0.1841	0.8184	0.9047
No log	5.3548	332	0.7614	0.1807	0.7614	0.8726
No log	5.3871	334	0.7669	0.1807	0.7669	0.8757
No log	5.4194	336	0.8186	0.0549	0.8186	0.9048
No log	5.4516	338	0.8923	0.0762	0.8923	0.9446
No log	5.4839	340	0.8442	0.1286	0.8442	0.9188
No log	5.5161	342	0.7523	0.0869	0.7523	0.8673
No log	5.5484	344	0.7451	0.0414	0.7451	0.8632
No log	5.5806	346	0.7222	0.0914	0.7222	0.8498
No log	5.6129	348	0.7200	0.1828	0.7200	0.8485
No log	5.6452	350	0.7405	0.1758	0.7405	0.8605
No log	5.6774	352	0.7526	0.1828	0.7526	0.8675
No log	5.7097	354	0.7734	0.0821	0.7734	0.8794
No log	5.7419	356	0.8196	0.1202	0.8196	0.9053
No log	5.7742	358	0.9351	0.0659	0.9351	0.9670
No log	5.8065	360	0.9214	0.1027	0.9214	0.9599
No log	5.8387	362	0.8386	0.0246	0.8386	0.9158
No log	5.8710	364	0.8441	0.1138	0.8441	0.9188
No log	5.9032	366	0.8368	0.1095	0.8368	0.9148
No log	5.9355	368	0.8031	0.1304	0.8031	0.8962
No log	5.9677	370	0.7739	0.0414	0.7739	0.8797
No log	6.0	372	0.7426	0.1444	0.7426	0.8617
No log	6.0323	374	0.7433	0.1444	0.7433	0.8622
No log	6.0645	376	0.8582	0.0734	0.8582	0.9264
No log	6.0968	378	0.9044	0.1065	0.9044	0.9510
No log	6.1290	380	0.7817	0.0807	0.7817	0.8841
No log	6.1613	382	0.7390	0.1444	0.7390	0.8597
No log	6.1935	384	0.7414	0.1444	0.7414	0.8611
No log	6.2258	386	0.8228	0.0837	0.8228	0.9071
No log	6.2581	388	0.8630	0.0762	0.8630	0.9290
No log	6.2903	390	0.7615	0.1379	0.7615	0.8726
No log	6.3226	392	0.7347	0.1444	0.7347	0.8571
No log	6.3548	394	0.7475	0.0414	0.7475	0.8646
No log	6.3871	396	0.7519	0.1379	0.7519	0.8671
No log	6.4194	398	0.7936	0.1047	0.7936	0.8909
No log	6.4516	400	0.9254	0.0267	0.9254	0.9620
No log	6.4839	402	0.8648	0.0793	0.8648	0.9299
No log	6.5161	404	0.7528	0.0863	0.7528	0.8676
No log	6.5484	406	0.7528	0.0414	0.7528	0.8677
No log	6.5806	408	0.7363	0.0863	0.7363	0.8581
No log	6.6129	410	0.7308	0.0863	0.7308	0.8548
No log	6.6452	412	0.7370	0.0863	0.7370	0.8585
No log	6.6774	414	0.7865	0.0670	0.7865	0.8868
No log	6.7097	416	0.9197	0.1437	0.9197	0.9590
No log	6.7419	418	0.8745	0.1190	0.8745	0.9352
No log	6.7742	420	0.7675	0.0863	0.7675	0.8761
No log	6.8065	422	0.7933	0.0412	0.7933	0.8907
No log	6.8387	424	0.7991	0.0449	0.7991	0.8939
No log	6.8710	426	0.7555	0.0914	0.7555	0.8692
No log	6.9032	428	0.7246	0.1444	0.7246	0.8512
No log	6.9355	430	0.7268	0.1379	0.7268	0.8525
No log	6.9677	432	0.7329	0.1379	0.7329	0.8561
No log	7.0	434	0.7522	0.2078	0.7522	0.8673
No log	7.0323	436	0.7654	0.1943	0.7654	0.8749
No log	7.0645	438	0.7538	0.1371	0.7538	0.8682
No log	7.0968	440	0.7884	0.1413	0.7884	0.8879
No log	7.1290	442	0.7943	0.1835	0.7943	0.8913
No log	7.1613	444	0.8653	0.0016	0.8653	0.9302
No log	7.1935	446	0.8959	-0.0408	0.8959	0.9465
No log	7.2258	448	0.8149	0.0639	0.8149	0.9027
No log	7.2581	450	0.7592	0.1298	0.7592	0.8713
No log	7.2903	452	0.7407	0.1691	0.7407	0.8606
No log	7.3226	454	0.7584	0.1506	0.7584	0.8709
No log	7.3548	456	0.7558	0.1565	0.7558	0.8694
No log	7.3871	458	0.7680	0.0476	0.7680	0.8763
No log	7.4194	460	0.7131	0.1259	0.7131	0.8445
No log	7.4516	462	0.7196	0.0914	0.7196	0.8483
No log	7.4839	464	0.7655	-0.0387	0.7655	0.8750
No log	7.5161	466	0.7355	0.0976	0.7355	0.8576
No log	7.5484	468	0.6984	0.1444	0.6984	0.8357
No log	7.5806	470	0.7966	0.0826	0.7966	0.8925
No log	7.6129	472	0.8445	0.0711	0.8445	0.9190
No log	7.6452	474	0.7770	0.0909	0.7770	0.8815
No log	7.6774	476	0.7007	0.1444	0.7007	0.8371
No log	7.7097	478	0.7312	-0.0030	0.7312	0.8551
No log	7.7419	480	0.7810	-0.0370	0.7810	0.8837
No log	7.7742	482	0.7266	0.1444	0.7266	0.8524
No log	7.8065	484	0.8076	0.0867	0.8076	0.8987
No log	7.8387	486	0.9757	0.1683	0.9757	0.9878
No log	7.8710	488	0.9785	0.0975	0.9785	0.9892
No log	7.9032	490	0.8206	0.0867	0.8206	0.9058
No log	7.9355	492	0.7091	0.0857	0.7091	0.8421
No log	7.9677	494	0.7027	0.1444	0.7027	0.8383
No log	8.0	496	0.7029	0.1444	0.7029	0.8384
No log	8.0323	498	0.7238	0.0857	0.7238	0.8508
0.2571	8.0645	500	0.8431	0.0727	0.8431	0.9182
0.2571	8.0968	502	0.9280	0.1649	0.9280	0.9633
0.2571	8.1290	504	0.8649	0.1493	0.8649	0.9300
0.2571	8.1613	506	0.7938	0.0867	0.7938	0.8909
0.2571	8.1935	508	0.7236	0.1691	0.7236	0.8506
0.2571	8.2258	510	0.7013	0.1259	0.7013	0.8375
0.2571	8.2581	512	0.7019	0.1259	0.7019	0.8378
0.2571	8.2903	514	0.7258	0.2034	0.7258	0.8519
0.2571	8.3226	516	0.7240	0.1627	0.7240	0.8509
0.2571	8.3548	518	0.7598	0.0999	0.7598	0.8717
0.2571	8.3871	520	0.8929	0.0651	0.8929	0.9449
0.2571	8.4194	522	0.9179	0.0596	0.9179	0.9581
0.2571	8.4516	524	0.8094	0.1817	0.8094	0.8997
0.2571	8.4839	526	0.7384	0.1379	0.7384	0.8593
0.2571	8.5161	528	0.7312	0.1423	0.7312	0.8551
0.2571	8.5484	530	0.7296	0.1423	0.7296	0.8541
0.2571	8.5806	532	0.6992	0.0914	0.6992	0.8362
0.2571	8.6129	534	0.6848	0.1379	0.6848	0.8275
0.2571	8.6452	536	0.7532	0.1449	0.7532	0.8679
0.2571	8.6774	538	0.8882	0.0346	0.8882	0.9424
0.2571	8.7097	540	0.8772	0.0786	0.8772	0.9366
0.2571	8.7419	542	0.8325	0.0826	0.8325	0.9124
0.2571	8.7742	544	0.8913	0.1150	0.8913	0.9441
0.2571	8.8065	546	0.9526	0.0233	0.9526	0.9760
0.2571	8.8387	548	0.8327	0.0786	0.8327	0.9125
0.2571	8.8710	550	0.7343	0.1691	0.7343	0.8569
0.2571	8.9032	552	0.6896	0.1444	0.6896	0.8304
0.2571	8.9355	554	0.6893	0.1444	0.6893	0.8302
0.2571	8.9677	556	0.6783	0.1444	0.6783	0.8236
0.2571	9.0	558	0.6733	0.1444	0.6733	0.8205
0.2571	9.0323	560	0.6735	0.1444	0.6735	0.8207
0.2571	9.0645	562	0.6870	0.1444	0.6870	0.8288
0.2571	9.0968	564	0.7151	0.1675	0.7151	0.8456
0.2571	9.1290	566	0.7604	0.1943	0.7604	0.8720
0.2571	9.1613	568	0.7911	0.1817	0.7911	0.8894
0.2571	9.1935	570	0.7990	0.1379	0.7990	0.8939
0.2571	9.2258	572	0.8096	0.0956	0.8096	0.8998
0.2571	9.2581	574	0.8615	0.1150	0.8615	0.9282
0.2571	9.2903	576	0.8881	0.1024	0.8881	0.9424
0.2571	9.3226	578	0.8717	0.1399	0.8717	0.9337
0.2571	9.3548	580	0.8194	0.1193	0.8194	0.9052
0.2571	9.3871	582	0.8108	0.0793	0.8108	0.9004
0.2571	9.4194	584	0.8456	0.1261	0.8456	0.9196
0.2571	9.4516	586	0.8137	0.1145	0.8137	0.9020
0.2571	9.4839	588	0.7955	0.1571	0.7955	0.8919
0.2571	9.5161	590	0.7741	0.1387	0.7741	0.8798
0.2571	9.5484	592	0.7538	0.1485	0.7538	0.8682
0.2571	9.5806	594	0.7646	0.1485	0.7646	0.8744
0.2571	9.6129	596	0.7932	0.0876	0.7932	0.8906
0.2571	9.6452	598	0.8553	0.1348	0.8553	0.9248
0.2571	9.6774	600	0.9105	0.1517	0.9105	0.9542
0.2571	9.7097	602	0.8596	0.1026	0.8596	0.9271
0.2571	9.7419	604	0.8247	0.1065	0.8247	0.9081
0.2571	9.7742	606	0.7532	0.1199	0.7532	0.8679
0.2571	9.8065	608	0.7587	0.1404	0.7587	0.8711
0.2571	9.8387	610	0.7531	0.0414	0.7531	0.8678
0.2571	9.8710	612	0.8013	0.1943	0.8013	0.8952
0.2571	9.9032	614	0.9293	0.0794	0.9293	0.9640
0.2571	9.9355	616	0.9784	0.0707	0.9784	0.9891
0.2571	9.9677	618	0.9709	0.0735	0.9709	0.9853
0.2571	10.0	620	0.8888	0.0991	0.8888	0.9428
0.2571	10.0323	622	0.8276	0.1422	0.8276	0.9097
0.2571	10.0645	624	0.7736	0.1196	0.7736	0.8795
0.2571	10.0968	626	0.7627	0.1196	0.7627	0.8733
0.2571	10.1290	628	0.7660	0.1196	0.7660	0.8752
0.2571	10.1613	630	0.7992	0.1324	0.7992	0.8940
0.2571	10.1935	632	0.8587	0.0991	0.8587	0.9267
0.2571	10.2258	634	0.8576	0.0700	0.8576	0.9261
0.2571	10.2581	636	0.7945	0.1372	0.7945	0.8913
0.2571	10.2903	638	0.8051	0.1094	0.8051	0.8972
0.2571	10.3226	640	0.8134	0.1372	0.8134	0.9019
0.2571	10.3548	642	0.8505	0.1422	0.8505	0.9222
0.2571	10.3871	644	0.8277	0.1935	0.8277	0.9098
0.2571	10.4194	646	0.7786	0.1599	0.7786	0.8824
0.2571	10.4516	648	0.7453	0.1304	0.7453	0.8633
0.2571	10.4839	650	0.7168	0.1807	0.7168	0.8466
0.2571	10.5161	652	0.7152	0.1807	0.7152	0.8457
0.2571	10.5484	654	0.7457	0.1800	0.7457	0.8635
0.2571	10.5806	656	0.7863	0.1742	0.7863	0.8868
0.2571	10.6129	658	0.7686	0.1742	0.7686	0.8767
0.2571	10.6452	660	0.7446	0.1304	0.7446	0.8629
0.2571	10.6774	662	0.7756	0.1395	0.7756	0.8807
0.2571	10.7097	664	0.7598	0.1769	0.7598	0.8717
0.2571	10.7419	666	0.7844	0.1485	0.7844	0.8857
0.2571	10.7742	668	0.9125	0.1468	0.9125	0.9552
0.2571	10.8065	670	0.8814	0.1258	0.8814	0.9388
0.2571	10.8387	672	0.7691	0.1095	0.7691	0.8770
0.2571	10.8710	674	0.7663	0.1304	0.7663	0.8754
0.2571	10.9032	676	0.7506	0.1444	0.7506	0.8664
0.2571	10.9355	678	0.7180	0.1444	0.7180	0.8473
0.2571	10.9677	680	0.7295	0.2150	0.7295	0.8541
0.2571	11.0	682	0.7763	0.1553	0.7763	0.8811
0.2571	11.0323	684	0.7854	0.1047	0.7854	0.8862
0.2571	11.0645	686	0.7344	0.1318	0.7344	0.8570
0.2571	11.0968	688	0.6958	0.1444	0.6958	0.8342
0.2571	11.1290	690	0.7013	0.1444	0.7013	0.8374
0.2571	11.1613	692	0.7188	0.1444	0.7188	0.8478
0.2571	11.1935	694	0.7305	0.1444	0.7305	0.8547
0.2571	11.2258	696	0.8100	0.0714	0.8100	0.9000
0.2571	11.2581	698	0.8223	-0.0331	0.8223	0.9068
0.2571	11.2903	700	0.7402	0.1259	0.7402	0.8604
0.2571	11.3226	702	0.6954	0.1444	0.6954	0.8339
0.2571	11.3548	704	0.7041	0.0857	0.7041	0.8391
0.2571	11.3871	706	0.7558	0.1612	0.7558	0.8694
0.2571	11.4194	708	0.8647	0.0627	0.8647	0.9299
0.2571	11.4516	710	0.9024	0.0951	0.9024	0.9499
0.2571	11.4839	712	0.8060	0.0470	0.8060	0.8978
0.2571	11.5161	714	0.7113	0.1807	0.7113	0.8434
0.2571	11.5484	716	0.7109	0.1444	0.7109	0.8432
0.2571	11.5806	718	0.7138	0.1444	0.7138	0.8448
0.2571	11.6129	720	0.8031	0.1235	0.8031	0.8962
0.2571	11.6452	722	1.0046	0.0508	1.0046	1.0023
0.2571	11.6774	724	1.1008	0.0602	1.1008	1.0492
0.2571	11.7097	726	0.9822	0.0508	0.9822	0.9910
0.2571	11.7419	728	0.7934	0.1235	0.7934	0.8908
0.2571	11.7742	730	0.6992	0.1807	0.6992	0.8362
0.2571	11.8065	732	0.7168	0.1444	0.7168	0.8467
0.2571	11.8387	734	0.7302	0.0914	0.7302	0.8545
0.2571	11.8710	736	0.7115	0.1444	0.7115	0.8435
0.2571	11.9032	738	0.7091	0.2225	0.7091	0.8421
0.2571	11.9355	740	0.7512	0.1281	0.7512	0.8667
0.2571	11.9677	742	0.8235	0.1105	0.8235	0.9075
0.2571	12.0	744	0.9236	0.1604	0.9236	0.9610
0.2571	12.0323	746	0.8872	0.1343	0.8872	0.9419
0.2571	12.0645	748	0.8290	0.0762	0.8290	0.9105
0.2571	12.0968	750	0.7561	0.1047	0.7561	0.8695
0.2571	12.1290	752	0.7372	0.1902	0.7372	0.8586
0.2571	12.1613	754	0.7211	0.1902	0.7211	0.8492
0.2571	12.1935	756	0.6975	0.1902	0.6975	0.8352
0.2571	12.2258	758	0.6960	0.1902	0.6960	0.8343
0.2571	12.2581	760	0.7369	0.1627	0.7369	0.8584
0.2571	12.2903	762	0.8389	0.0377	0.8389	0.9159
0.2571	12.3226	764	0.9779	0.0175	0.9779	0.9889
0.2571	12.3548	766	1.0391	-0.0204	1.0391	1.0194
0.2571	12.3871	768	0.9459	0.0508	0.9459	0.9726
0.2571	12.4194	770	0.8469	0.1542	0.8469	0.9203
0.2571	12.4516	772	0.7656	0.1943	0.7656	0.8750
0.2571	12.4839	774	0.7239	0.2150	0.7239	0.8508
0.2571	12.5161	776	0.6972	0.1444	0.6972	0.8350
0.2571	12.5484	778	0.7014	0.1807	0.7014	0.8375
0.2571	12.5806	780	0.7203	0.1740	0.7203	0.8487
0.2571	12.6129	782	0.7668	0.1921	0.7668	0.8757
0.2571	12.6452	784	0.7829	0.1431	0.7829	0.8848
0.2571	12.6774	786	0.7717	0.1675	0.7717	0.8785
0.2571	12.7097	788	0.7320	0.1807	0.7320	0.8555
0.2571	12.7419	790	0.7378	0.1675	0.7378	0.8589
0.2571	12.7742	792	0.7305	0.2078	0.7305	0.8547
0.2571	12.8065	794	0.7436	0.1553	0.7436	0.8623
0.2571	12.8387	796	0.7461	0.1879	0.7461	0.8638
0.2571	12.8710	798	0.7488	0.1879	0.7488	0.8653
0.2571	12.9032	800	0.7617	0.1387	0.7617	0.8728
0.2571	12.9355	802	0.7889	0.1646	0.7889	0.8882
0.2571	12.9677	804	0.7775	0.1646	0.7775	0.8817
0.2571	13.0	806	0.7432	0.0953	0.7432	0.8621
0.2571	13.0323	808	0.7528	0.0953	0.7528	0.8676
0.2571	13.0645	810	0.8121	0.1107	0.8121	0.9012
0.2571	13.0968	812	0.8003	0.1605	0.8003	0.8946
0.2571	13.1290	814	0.7379	0.1565	0.7379	0.8590
0.2571	13.1613	816	0.7039	0.1758	0.7039	0.8390
0.2571	13.1935	818	0.6939	0.1379	0.6939	0.8330
0.2571	13.2258	820	0.6926	0.1379	0.6926	0.8323
0.2571	13.2581	822	0.6925	0.1740	0.6925	0.8321
0.2571	13.2903	824	0.7039	0.1740	0.7039	0.8390
0.2571	13.3226	826	0.7277	0.2078	0.7277	0.8531
0.2571	13.3548	828	0.7268	0.1553	0.7268	0.8525
0.2571	13.3871	830	0.7153	0.2150	0.7153	0.8458
0.2571	13.4194	832	0.7449	0.1553	0.7449	0.8631
0.2571	13.4516	834	0.8111	0.1742	0.8111	0.9006
0.2571	13.4839	836	0.8399	0.1862	0.8399	0.9165
0.2571	13.5161	838	0.8481	0.1437	0.8481	0.9209
0.2571	13.5484	840	0.8170	0.1862	0.8170	0.9039
0.2571	13.5806	842	0.7883	0.2531	0.7883	0.8879
0.2571	13.6129	844	0.7235	0.1553	0.7235	0.8506
0.2571	13.6452	846	0.7097	0.0807	0.7097	0.8424
0.2571	13.6774	848	0.7174	0.0807	0.7174	0.8470
0.2571	13.7097	850	0.7245	0.1202	0.7245	0.8512
0.2571	13.7419	852	0.7131	0.0857	0.7131	0.8445
0.2571	13.7742	854	0.7093	0.0857	0.7093	0.8422
0.2571	13.8065	856	0.7330	0.1202	0.7330	0.8561
0.2571	13.8387	858	0.8087	0.1542	0.8087	0.8993
0.2571	13.8710	860	1.0036	0.0355	1.0036	1.0018
0.2571	13.9032	862	1.0450	-0.0047	1.0450	1.0222
0.2571	13.9355	864	0.9614	0.0815	0.9614	0.9805
0.2571	13.9677	866	0.7973	0.2116	0.7973	0.8929
0.2571	14.0	868	0.6918	0.1444	0.6918	0.8318
0.2571	14.0323	870	0.6963	0.0914	0.6963	0.8345
0.2571	14.0645	872	0.6943	0.0914	0.6943	0.8332
0.2571	14.0968	874	0.6771	0.1444	0.6771	0.8229
0.2571	14.1290	876	0.7056	0.1807	0.7056	0.8400
0.2571	14.1613	878	0.7604	0.1943	0.7604	0.8720
0.2571	14.1935	880	0.8104	0.2365	0.8104	0.9002
0.2571	14.2258	882	0.8420	0.2365	0.8420	0.9176
0.2571	14.2581	884	0.7756	0.2155	0.7756	0.8807
0.2571	14.2903	886	0.7291	0.1807	0.7291	0.8539
0.2571	14.3226	888	0.7515	0.1659	0.7515	0.8669
0.2571	14.3548	890	0.7896	0.2053	0.7896	0.8886
0.2571	14.3871	892	0.8572	0.2083	0.8572	0.9258
0.2571	14.4194	894	0.9667	0.0794	0.9667	0.9832
0.2571	14.4516	896	0.9901	0.1077	0.9901	0.9950
0.2571	14.4839	898	0.9152	0.1182	0.9152	0.9567
0.2571	14.5161	900	0.7722	0.1879	0.7722	0.8788
0.2571	14.5484	902	0.7044	0.1740	0.7044	0.8393
0.2571	14.5806	904	0.6941	0.1444	0.6941	0.8331
0.2571	14.6129	906	0.7086	0.1444	0.7086	0.8418
0.2571	14.6452	908	0.6929	0.1444	0.6929	0.8324
0.2571	14.6774	910	0.7071	0.1740	0.7071	0.8409
0.2571	14.7097	912	0.7705	0.1879	0.7705	0.8778
0.2571	14.7419	914	0.8166	0.1633	0.8166	0.9036
0.2571	14.7742	916	0.8173	0.1830	0.8173	0.9040
0.2571	14.8065	918	0.7782	0.1921	0.7782	0.8822
0.2571	14.8387	920	0.7664	0.1659	0.7664	0.8754
0.2571	14.8710	922	0.7648	0.1659	0.7648	0.8745
0.2571	14.9032	924	0.7640	0.1529	0.7640	0.8741
0.2571	14.9355	926	0.8044	0.2372	0.8044	0.8969
0.2571	14.9677	928	0.8674	0.2251	0.8674	0.9313
0.2571	15.0	930	0.9175	0.1780	0.9175	0.9579
0.2571	15.0323	932	0.9151	0.1780	0.9151	0.9566
0.2571	15.0645	934	0.9073	0.1830	0.9073	0.9525
0.2571	15.0968	936	0.8645	0.2372	0.8645	0.9298
0.2571	15.1290	938	0.8211	0.2436	0.8211	0.9061
0.2571	15.1613	940	0.7700	0.2053	0.7700	0.8775
0.2571	15.1935	942	0.7463	0.1659	0.7463	0.8639
0.2571	15.2258	944	0.7408	0.1659	0.7408	0.8607
0.2571	15.2581	946	0.7678	0.1986	0.7678	0.8762
0.2571	15.2903	948	0.8193	0.2534	0.8193	0.9052
0.2571	15.3226	950	0.8718	0.1780	0.8718	0.9337
0.2571	15.3548	952	0.8856	0.1297	0.8856	0.9411
0.2571	15.3871	954	0.8450	0.1882	0.8450	0.9192
0.2571	15.4194	956	0.8181	0.2534	0.8181	0.9045
0.2571	15.4516	958	0.8043	0.2011	0.8043	0.8968
0.2571	15.4839	960	0.8061	0.2011	0.8061	0.8978
0.2571	15.5161	962	0.7542	0.2534	0.7542	0.8684
0.2571	15.5484	964	0.7128	0.2605	0.7128	0.8443
0.2571	15.5806	966	0.7135	0.2225	0.7135	0.8447
0.2571	15.6129	968	0.7235	0.2431	0.7235	0.8506
0.2571	15.6452	970	0.7307	0.2431	0.7307	0.8548
0.2571	15.6774	972	0.7763	0.2534	0.7763	0.8811
0.2571	15.7097	974	0.8035	0.2011	0.8035	0.8964
0.2571	15.7419	976	0.8690	0.1467	0.8690	0.9322
0.2571	15.7742	978	0.8673	0.1467	0.8673	0.9313
0.2571	15.8065	980	0.8916	0.1379	0.8916	0.9443
0.2571	15.8387	982	0.9313	0.0888	0.9313	0.9651
0.2571	15.8710	984	0.9663	0.0856	0.9663	0.9830
0.2571	15.9032	986	0.9460	0.0888	0.9460	0.9726
0.2571	15.9355	988	0.9112	0.0888	0.9112	0.9546
0.2571	15.9677	990	0.8442	0.1235	0.8442	0.9188
0.2571	16.0	992	0.7715	0.2544	0.7715	0.8784
0.2571	16.0323	994	0.7502	0.2544	0.7502	0.8662
0.2571	16.0645	996	0.7649	0.2466	0.7649	0.8746
0.2571	16.0968	998	0.8282	0.0871	0.8282	0.9101
0.0634	16.1290	1000	0.8637	0.0831	0.8637	0.9294
0.0634	16.1613	1002	0.9435	0.1301	0.9435	0.9714
0.0634	16.1935	1004	0.9570	0.1182	0.9570	0.9783
0.0634	16.2258	1006	0.9115	0.0991	0.9115	0.9547
0.0634	16.2581	1008	0.8740	0.1935	0.8740	0.9349
0.0634	16.2903	1010	0.8454	0.2436	0.8454	0.9194
0.0634	16.3226	1012	0.8479	0.2436	0.8479	0.9208
0.0634	16.3548	1014	0.8414	0.2436	0.8414	0.9173
0.0634	16.3871	1016	0.8500	0.1991	0.8500	0.9220
0.0634	16.4194	1018	0.9154	0.0888	0.9154	0.9568
0.0634	16.4516	1020	0.8988	0.0888	0.8988	0.9481
0.0634	16.4839	1022	0.8144	0.2131	0.8144	0.9025
0.0634	16.5161	1024	0.7682	0.2626	0.7682	0.8765
0.0634	16.5484	1026	0.7535	0.2626	0.7535	0.8680
0.0634	16.5806	1028	0.8110	0.1329	0.8110	0.9006
0.0634	16.6129	1030	0.8868	0.1551	0.8868	0.9417
0.0634	16.6452	1032	0.9728	0.1390	0.9728	0.9863
0.0634	16.6774	1034	0.9700	0.1390	0.9700	0.9849
0.0634	16.7097	1036	0.9075	0.0951	0.9075	0.9526
0.0634	16.7419	1038	0.8235	0.1387	0.8235	0.9075
0.0634	16.7742	1040	0.7940	0.2544	0.7940	0.8911
0.0634	16.8065	1042	0.7835	0.2009	0.7835	0.8852
0.0634	16.8387	1044	0.7709	0.1943	0.7709	0.8780
0.0634	16.8710	1046	0.7478	0.1627	0.7478	0.8647
0.0634	16.9032	1048	0.7271	0.2258	0.7271	0.8527
0.0634	16.9355	1050	0.7095	0.2258	0.7095	0.8423
0.0634	16.9677	1052	0.6992	0.2339	0.6992	0.8362
0.0634	17.0	1054	0.7349	0.2180	0.7349	0.8573
0.0634	17.0323	1056	0.7603	0.1440	0.7603	0.8720
0.0634	17.0645	1058	0.7698	0.1047	0.7698	0.8774
0.0634	17.0968	1060	0.8066	0.1387	0.8066	0.8981
0.0634	17.1290	1062	0.8831	0.0793	0.8831	0.9397
0.0634	17.1613	1064	0.8978	0.0755	0.8978	0.9475
0.0634	17.1935	1066	0.9150	0.1106	0.9150	0.9565
0.0634	17.2258	1068	0.9757	0.1148	0.9757	0.9878
0.0634	17.2581	1070	0.9514	0.1399	0.9514	0.9754
0.0634	17.2903	1072	0.9164	0.1149	0.9164	0.9573
0.0634	17.3226	1074	0.8230	0.1387	0.8230	0.9072
0.0634	17.3548	1076	0.7595	0.2544	0.7595	0.8715
0.0634	17.3871	1078	0.7501	0.1943	0.7501	0.8661
0.0634	17.4194	1080	0.7666	0.1387	0.7666	0.8755
0.0634	17.4516	1082	0.8001	0.1387	0.8001	0.8945
0.0634	17.4839	1084	0.7934	0.1387	0.7934	0.8908
0.0634	17.5161	1086	0.7990	0.1387	0.7990	0.8939
0.0634	17.5484	1088	0.8357	0.1387	0.8357	0.9142
0.0634	17.5806	1090	0.9460	0.0918	0.9460	0.9726
0.0634	17.6129	1092	0.9996	0.1390	0.9996	0.9998
0.0634	17.6452	1094	1.0479	0.0735	1.0479	1.0237
0.0634	17.6774	1096	1.0095	0.0508	1.0095	1.0048
0.0634	17.7097	1098	0.9224	0.0986	0.9224	0.9604
0.0634	17.7419	1100	0.8241	0.1149	0.8241	0.9078
0.0634	17.7742	1102	0.7386	0.2009	0.7386	0.8594
0.0634	17.8065	1104	0.7105	0.1444	0.7105	0.8429
0.0634	17.8387	1106	0.7392	0.1413	0.7392	0.8597
0.0634	17.8710	1108	0.7376	0.1751	0.7376	0.8588
0.0634	17.9032	1110	0.7493	0.2009	0.7493	0.8656
0.0634	17.9355	1112	0.7925	0.1329	0.7925	0.8902
0.0634	17.9677	1114	0.8172	0.1235	0.8172	0.9040
0.0634	18.0	1116	0.8112	0.1190	0.8112	0.9007
0.0634	18.0323	1118	0.7775	0.1387	0.7775	0.8817
0.0634	18.0645	1120	0.7795	0.1387	0.7795	0.8829
0.0634	18.0968	1122	0.7709	0.1440	0.7709	0.8780
0.0634	18.1290	1124	0.7580	0.1440	0.7580	0.8706
0.0634	18.1613	1126	0.7548	0.2009	0.7548	0.8688
0.0634	18.1935	1128	0.7504	0.1751	0.7504	0.8662
0.0634	18.2258	1130	0.7457	0.1751	0.7457	0.8635
0.0634	18.2581	1132	0.7420	0.1787	0.7420	0.8614
0.0634	18.2903	1134	0.7793	0.1859	0.7793	0.8828
0.0634	18.3226	1136	0.8026	0.1621	0.8026	0.8959
0.0634	18.3548	1138	0.8255	0.1467	0.8255	0.9086
0.0634	18.3871	1140	0.8346	0.1780	0.8346	0.9135
0.0634	18.4194	1142	0.8698	0.1780	0.8698	0.9326
0.0634	18.4516	1144	0.8919	0.1684	0.8919	0.9444
0.0634	18.4839	1146	0.8683	0.1780	0.8683	0.9318
0.0634	18.5161	1148	0.8241	0.1467	0.8241	0.9078
0.0634	18.5484	1150	0.8407	0.1467	0.8407	0.9169
0.0634	18.5806	1152	0.8738	0.1467	0.8738	0.9348
0.0634	18.6129	1154	0.8856	0.1422	0.8856	0.9411
0.0634	18.6452	1156	0.8717	0.1422	0.8717	0.9336
0.0634	18.6774	1158	0.8807	0.1980	0.8807	0.9384
0.0634	18.7097	1160	0.8330	0.1422	0.8330	0.9127
0.0634	18.7419	1162	0.7615	0.1621	0.7615	0.8726
0.0634	18.7742	1164	0.7439	0.1742	0.7439	0.8625
0.0634	18.8065	1166	0.7518	0.1742	0.7518	0.8671
0.0634	18.8387	1168	0.7842	0.1621	0.7842	0.8856
0.0634	18.8710	1170	0.8321	0.1731	0.8321	0.9122
0.0634	18.9032	1172	0.8935	0.1551	0.8935	0.9453
0.0634	18.9355	1174	0.9160	0.1551	0.9160	0.9571
0.0634	18.9677	1176	0.8425	0.1467	0.8425	0.9179
0.0634	19.0	1178	0.7656	0.2626	0.7656	0.8750
0.0634	19.0323	1180	0.7698	0.1807	0.7698	0.8774
0.0634	19.0645	1182	0.7711	0.1807	0.7711	0.8781
0.0634	19.0968	1184	0.7761	0.1807	0.7761	0.8809
0.0634	19.1290	1186	0.8353	0.1935	0.8353	0.9140
0.0634	19.1613	1188	0.9545	0.1551	0.9545	0.9770
0.0634	19.1935	1190	0.9805	0.1468	0.9805	0.9902
0.0634	19.2258	1192	0.9606	0.1468	0.9606	0.9801
0.0634	19.2581	1194	0.8833	0.1731	0.8833	0.9398
0.0634	19.2903	1196	0.8119	0.1935	0.8119	0.9011
0.0634	19.3226	1198	0.7815	0.2070	0.7815	0.8840
0.0634	19.3548	1200	0.7461	0.2431	0.7461	0.8638
0.0634	19.3871	1202	0.7516	0.2431	0.7516	0.8669
0.0634	19.4194	1204	0.7616	0.2431	0.7616	0.8727
0.0634	19.4516	1206	0.8285	0.1882	0.8285	0.9102
0.0634	19.4839	1208	0.9731	0.1746	0.9731	0.9864
0.0634	19.5161	1210	1.0405	0.1746	1.0405	1.0200
0.0634	19.5484	1212	1.0049	0.1746	1.0049	1.0024
0.0634	19.5806	1214	0.8583	0.1026	0.8583	0.9265
0.0634	19.6129	1216	0.7336	0.1943	0.7336	0.8565
0.0634	19.6452	1218	0.6929	0.1902	0.6929	0.8324
0.0634	19.6774	1220	0.7047	0.1444	0.7047	0.8395
0.0634	19.7097	1222	0.7012	0.1444	0.7012	0.8374
0.0634	19.7419	1224	0.6855	0.1379	0.6855	0.8279
0.0634	19.7742	1226	0.6832	0.1379	0.6832	0.8266
0.0634	19.8065	1228	0.7045	0.1691	0.7045	0.8394
0.0634	19.8387	1230	0.7957	0.0909	0.7957	0.8920
0.0634	19.8710	1232	0.8888	0.0748	0.8888	0.9428
0.0634	19.9032	1234	0.9265	0.0676	0.9265	0.9626
0.0634	19.9355	1236	0.9068	0.0748	0.9068	0.9522
0.0634	19.9677	1238	0.8891	0.1196	0.8891	0.9429
0.0634	20.0	1240	0.9481	0.0748	0.9481	0.9737
0.0634	20.0323	1242	1.0613	-0.0571	1.0613	1.0302
0.0634	20.0645	1244	1.1281	-0.0628	1.1281	1.0621
0.0634	20.0968	1246	0.9892	-0.0182	0.9892	0.9946
0.0634	20.1290	1248	0.8727	0.0748	0.8727	0.9342

Framework versions

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