ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k18_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: 0.8001
• Qwk: -0.0370
• Mse: 0.8001
• Rmse: 0.8945

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	0.0215	2	3.6638	-0.0154	3.6638	1.9141
No log	0.0430	4	1.9869	0.0591	1.9869	1.4096
No log	0.0645	6	1.3073	0.0016	1.3073	1.1434
No log	0.0860	8	0.9536	-0.0902	0.9536	0.9765
No log	0.1075	10	0.8279	-0.0801	0.8279	0.9099
No log	0.1290	12	1.0771	0.0543	1.0771	1.0378
No log	0.1505	14	0.7745	0.1449	0.7745	0.8800
No log	0.1720	16	0.7697	0.0260	0.7697	0.8773
No log	0.1935	18	0.8435	-0.0331	0.8435	0.9184
No log	0.2151	20	0.8386	-0.0766	0.8386	0.9158
No log	0.2366	22	0.9613	-0.1281	0.9613	0.9805
No log	0.2581	24	1.0011	-0.0982	1.0011	1.0005
No log	0.2796	26	0.8866	-0.0079	0.8866	0.9416
No log	0.3011	28	0.7876	0.0260	0.7876	0.8875
No log	0.3226	30	0.7294	0.0334	0.7294	0.8541
No log	0.3441	32	0.7770	0.0225	0.7770	0.8815
No log	0.3656	34	0.9345	-0.0122	0.9345	0.9667
No log	0.3871	36	0.8633	-0.0408	0.8633	0.9291
No log	0.4086	38	0.7229	0.0909	0.7229	0.8503
No log	0.4301	40	0.7224	0.0460	0.7224	0.8500
No log	0.4516	42	0.8375	0.1097	0.8375	0.9151
No log	0.4731	44	0.9874	-0.0490	0.9874	0.9937
No log	0.4946	46	0.7996	0.0225	0.7996	0.8942
No log	0.5161	48	0.7090	0.0460	0.7090	0.8420
No log	0.5376	50	0.6885	0.0416	0.6885	0.8297
No log	0.5591	52	0.8610	0.0260	0.8610	0.9279
No log	0.5806	54	0.7783	0.0071	0.7783	0.8822
No log	0.6022	56	0.7134	0.0334	0.7134	0.8446
No log	0.6237	58	0.7831	0.0110	0.7831	0.8849
No log	0.6452	60	0.8571	0.1078	0.8571	0.9258
No log	0.6667	62	0.8275	0.1724	0.8275	0.9097
No log	0.6882	64	0.8308	0.0497	0.8308	0.9115
No log	0.7097	66	0.8142	0.1518	0.8142	0.9023
No log	0.7312	68	0.9099	0.1002	0.9099	0.9539
No log	0.7527	70	0.8857	0.1660	0.8857	0.9411
No log	0.7742	72	1.0034	0.0903	1.0034	1.0017
No log	0.7957	74	1.3594	0.0510	1.3594	1.1659
No log	0.8172	76	1.0742	0.0912	1.0742	1.0364
No log	0.8387	78	0.9643	0.0973	0.9643	0.9820
No log	0.8602	80	0.9589	0.2160	0.9589	0.9792
No log	0.8817	82	1.0881	0.0101	1.0881	1.0431
No log	0.9032	84	1.3817	0.0836	1.3817	1.1755
No log	0.9247	86	1.0903	0.0190	1.0903	1.0442
No log	0.9462	88	0.8216	0.1393	0.8216	0.9064
No log	0.9677	90	0.8313	0.1007	0.8313	0.9117
No log	0.9892	92	0.8450	0.0802	0.8450	0.9192
No log	1.0108	94	0.9027	0.0	0.9027	0.9501
No log	1.0323	96	0.9253	-0.0394	0.9253	0.9619
No log	1.0538	98	0.8803	-0.0425	0.8803	0.9382
No log	1.0753	100	0.7678	-0.0056	0.7678	0.8762
No log	1.0968	102	0.8782	0.0676	0.8782	0.9371
No log	1.1183	104	0.8962	0.0363	0.8962	0.9467
No log	1.1398	106	1.1493	0.0692	1.1493	1.0720
No log	1.1613	108	1.4613	0.0780	1.4613	1.2089
No log	1.1828	110	1.2589	0.0412	1.2589	1.1220
No log	1.2043	112	1.1150	0.1026	1.1150	1.0560
No log	1.2258	114	1.2457	0.0421	1.2457	1.1161
No log	1.2473	116	1.0608	-0.0091	1.0608	1.0299
No log	1.2688	118	0.8332	-0.0238	0.8332	0.9128
No log	1.2903	120	0.7797	0.1906	0.7797	0.8830
No log	1.3118	122	0.8796	-0.0790	0.8796	0.9379
No log	1.3333	124	1.0738	0.0487	1.0738	1.0362
No log	1.3548	126	0.9591	-0.0307	0.9591	0.9793
No log	1.3763	128	0.9326	0.1102	0.9326	0.9657
No log	1.3978	130	0.9173	0.0110	0.9173	0.9577
No log	1.4194	132	1.2556	0.0535	1.2556	1.1205
No log	1.4409	134	1.3495	0.0311	1.3495	1.1617
No log	1.4624	136	0.9463	-0.0424	0.9463	0.9728
No log	1.4839	138	0.8812	0.0091	0.8812	0.9387
No log	1.5054	140	0.8701	-0.1066	0.8701	0.9328
No log	1.5269	142	0.9907	0.1005	0.9907	0.9954
No log	1.5484	144	1.1376	0.0199	1.1376	1.0666
No log	1.5699	146	0.9130	0.0995	0.9130	0.9555
No log	1.5914	148	0.9876	0.0293	0.9876	0.9938
No log	1.6129	150	1.0143	-0.0068	1.0143	1.0071
No log	1.6344	152	0.9617	0.2066	0.9617	0.9807
No log	1.6559	154	1.4308	0.0814	1.4308	1.1961
No log	1.6774	156	1.4519	0.0543	1.4519	1.2050
No log	1.6989	158	1.0495	0.0223	1.0495	1.0244
No log	1.7204	160	1.0439	0.1018	1.0439	1.0217
No log	1.7419	162	1.1131	0.0379	1.1131	1.0550
No log	1.7634	164	1.2923	0.0253	1.2923	1.1368
No log	1.7849	166	1.0427	-0.0191	1.0427	1.0211
No log	1.8065	168	0.9524	-0.0706	0.9524	0.9759
No log	1.8280	170	0.9708	-0.0728	0.9708	0.9853
No log	1.8495	172	0.9884	0.0329	0.9884	0.9942
No log	1.8710	174	1.3059	-0.0022	1.3059	1.1428
No log	1.8925	176	1.1303	-0.0191	1.1303	1.0632
No log	1.9140	178	0.8964	0.1009	0.8964	0.9468
No log	1.9355	180	0.8668	0.1094	0.8668	0.9310
No log	1.9570	182	0.9149	0.0311	0.9149	0.9565
No log	1.9785	184	1.3118	0.0350	1.3118	1.1453
No log	2.0	186	1.2060	0.0059	1.2060	1.0982
No log	2.0215	188	0.8412	0.1034	0.8412	0.9172
No log	2.0430	190	0.9062	0.0377	0.9062	0.9520
No log	2.0645	192	0.9904	-0.0138	0.9904	0.9952
No log	2.0860	194	0.8090	0.0709	0.8090	0.8994
No log	2.1075	196	0.8780	0.0307	0.8780	0.9370
No log	2.1290	198	0.9746	0.0378	0.9746	0.9872
No log	2.1505	200	0.8780	0.0476	0.8780	0.9370
No log	2.1720	202	0.8630	0.1620	0.8630	0.9290
No log	2.1935	204	0.8515	0.1635	0.8515	0.9227
No log	2.2151	206	0.8896	0.0600	0.8896	0.9432
No log	2.2366	208	0.8895	0.0957	0.8895	0.9431
No log	2.2581	210	0.8239	0.1942	0.8239	0.9077
No log	2.2796	212	0.8271	0.0679	0.8271	0.9094
No log	2.3011	214	0.8114	0.0804	0.8114	0.9008
No log	2.3226	216	0.8338	0.0344	0.8338	0.9131
No log	2.3441	218	0.8739	0.0870	0.8739	0.9348
No log	2.3656	220	0.8719	0.0913	0.8719	0.9338
No log	2.3871	222	0.8209	0.0879	0.8209	0.9060
No log	2.4086	224	0.8330	-0.0334	0.8330	0.9127
No log	2.4301	226	0.9084	-0.0717	0.9084	0.9531
No log	2.4516	228	1.0607	0.0549	1.0607	1.0299
No log	2.4731	230	0.8778	-0.1302	0.8778	0.9369
No log	2.4946	232	0.7932	0.0857	0.7932	0.8906
No log	2.5161	234	0.7805	0.0857	0.7805	0.8835
No log	2.5376	236	0.7852	0.0454	0.7852	0.8861
No log	2.5591	238	0.7787	0.0454	0.7787	0.8825
No log	2.5806	240	0.7910	-0.0118	0.7910	0.8894
No log	2.6022	242	0.8564	-0.0133	0.8564	0.9254
No log	2.6237	244	0.8478	-0.0133	0.8478	0.9208
No log	2.6452	246	0.8555	0.0097	0.8555	0.9249
No log	2.6667	248	0.9421	-0.0076	0.9421	0.9706
No log	2.6882	250	1.1010	0.0403	1.1010	1.0493
No log	2.7097	252	1.0647	0.0651	1.0647	1.0318
No log	2.7312	254	0.9592	-0.0173	0.9592	0.9794
No log	2.7527	256	0.8459	-0.0230	0.8459	0.9197
No log	2.7742	258	0.9460	0.0676	0.9460	0.9726
No log	2.7957	260	0.8074	-0.0295	0.8074	0.8986
No log	2.8172	262	0.8109	0.1395	0.8109	0.9005
No log	2.8387	264	0.9320	0.1318	0.9320	0.9654
No log	2.8602	266	0.9197	0.0652	0.9197	0.9590
No log	2.8817	268	0.9264	-0.0023	0.9264	0.9625
No log	2.9032	270	0.9687	-0.0033	0.9687	0.9842
No log	2.9247	272	0.9597	-0.1162	0.9597	0.9797
No log	2.9462	274	0.9650	0.0713	0.9650	0.9824
No log	2.9677	276	0.9364	0.0643	0.9364	0.9677
No log	2.9892	278	0.9378	-0.1077	0.9378	0.9684
No log	3.0108	280	1.0536	-0.0870	1.0536	1.0265
No log	3.0323	282	1.0725	-0.0436	1.0725	1.0356
No log	3.0538	284	0.9178	-0.0753	0.9178	0.9580
No log	3.0753	286	0.8748	0.0611	0.8748	0.9353
No log	3.0968	288	0.8769	0.0611	0.8769	0.9364
No log	3.1183	290	0.8867	-0.0014	0.8867	0.9417
No log	3.1398	292	0.9098	-0.0228	0.9098	0.9538
No log	3.1613	294	0.8317	-0.0821	0.8317	0.9120
No log	3.1828	296	0.9235	0.0484	0.9235	0.9610
No log	3.2043	298	0.9030	0.0484	0.9030	0.9503
No log	3.2258	300	0.9916	0.0315	0.9916	0.9958
No log	3.2473	302	1.1311	0.0193	1.1311	1.0635
No log	3.2688	304	0.9371	0.0618	0.9371	0.9680
No log	3.2903	306	0.9303	0.0484	0.9303	0.9645
No log	3.3118	308	0.9047	0.0541	0.9047	0.9512
No log	3.3333	310	1.0041	0.0659	1.0041	1.0020
No log	3.3548	312	1.0159	0.0114	1.0159	1.0079
No log	3.3763	314	0.8839	0.0886	0.8839	0.9402
No log	3.3978	316	0.8720	0.0562	0.8720	0.9338
No log	3.4194	318	0.9977	0.0348	0.9977	0.9988
No log	3.4409	320	0.9007	0.0842	0.9007	0.9490
No log	3.4624	322	0.8212	0.1189	0.8212	0.9062
No log	3.4839	324	0.9203	0.0643	0.9203	0.9593
No log	3.5054	326	0.9897	-0.0113	0.9897	0.9949
No log	3.5269	328	0.8433	0.0211	0.8433	0.9183
No log	3.5484	330	0.8294	0.1003	0.8294	0.9107
No log	3.5699	332	0.8554	0.1003	0.8554	0.9249
No log	3.5914	334	0.8662	-0.0608	0.8662	0.9307
No log	3.6129	336	0.8918	-0.0035	0.8918	0.9444
No log	3.6344	338	0.7992	0.1395	0.7992	0.8940
No log	3.6559	340	0.7971	0.0879	0.7971	0.8928
No log	3.6774	342	0.8108	0.1298	0.8108	0.9004
No log	3.6989	344	0.8381	0.1287	0.8381	0.9155
No log	3.7204	346	0.8510	0.1287	0.8510	0.9225
No log	3.7419	348	0.9528	0.0402	0.9528	0.9761
No log	3.7634	350	1.1646	0.1106	1.1646	1.0792
No log	3.7849	352	1.0187	0.0820	1.0187	1.0093
No log	3.8065	354	0.7745	-0.0469	0.7745	0.8801
No log	3.8280	356	0.7538	0.0454	0.7538	0.8682
No log	3.8495	358	0.7708	0.1304	0.7708	0.8779
No log	3.8710	360	0.8551	0.1286	0.8551	0.9247
No log	3.8925	362	0.8726	0.1387	0.8726	0.9341
No log	3.9140	364	0.8907	0.1003	0.8907	0.9438
No log	3.9355	366	0.9124	-0.0051	0.9124	0.9552
No log	3.9570	368	1.0800	-0.0170	1.0800	1.0392
No log	3.9785	370	1.0250	-0.0245	1.0250	1.0124
No log	4.0	372	0.9581	-0.0232	0.9581	0.9788
No log	4.0215	374	0.9664	0.0847	0.9664	0.9830
No log	4.0430	376	0.8754	0.0308	0.8754	0.9356
No log	4.0645	378	0.9116	-0.0727	0.9116	0.9548
No log	4.0860	380	0.9464	-0.0993	0.9464	0.9729
No log	4.1075	382	0.9211	-0.0585	0.9211	0.9598
No log	4.1290	384	0.9072	-0.1062	0.9072	0.9525
No log	4.1505	386	0.9104	-0.0347	0.9104	0.9541
No log	4.1720	388	0.9766	0.0315	0.9766	0.9882
No log	4.1935	390	0.9647	0.0044	0.9647	0.9822
No log	4.2151	392	0.9361	0.0078	0.9361	0.9675
No log	4.2366	394	0.8996	0.0597	0.8996	0.9485
No log	4.2581	396	0.8387	0.0660	0.8387	0.9158
No log	4.2796	398	0.8001	0.1244	0.8001	0.8945
No log	4.3011	400	0.8024	0.0741	0.8024	0.8958
No log	4.3226	402	0.8195	0.0660	0.8195	0.9053
No log	4.3441	404	0.8416	0.0586	0.8416	0.9174
No log	4.3656	406	0.8349	0.1240	0.8349	0.9137
No log	4.3871	408	0.8448	0.0408	0.8448	0.9191
No log	4.4086	410	0.8600	-0.1462	0.8600	0.9274
No log	4.4301	412	0.8650	-0.1408	0.8650	0.9300
No log	4.4516	414	0.8642	-0.1408	0.8642	0.9296
No log	4.4731	416	0.8514	0.0359	0.8514	0.9227
No log	4.4946	418	0.9008	-0.0934	0.9008	0.9491
No log	4.5161	420	0.9796	0.0415	0.9796	0.9897
No log	4.5376	422	0.9078	-0.0934	0.9078	0.9528
No log	4.5591	424	0.8896	-0.1173	0.8896	0.9432
No log	4.5806	426	0.8907	-0.0826	0.8907	0.9438
No log	4.6022	428	0.8609	0.0140	0.8609	0.9278
No log	4.6237	430	0.9019	0.0456	0.9019	0.9497
No log	4.6452	432	0.8169	0.1003	0.8169	0.9038
No log	4.6667	434	0.8694	-0.0829	0.8694	0.9324
No log	4.6882	436	0.9468	-0.0516	0.9468	0.9731
No log	4.7097	438	0.8770	-0.0764	0.8770	0.9365
No log	4.7312	440	0.8181	0.0732	0.8181	0.9045
No log	4.7527	442	0.7855	0.0768	0.7855	0.8863
No log	4.7742	444	0.7686	-0.0065	0.7686	0.8767
No log	4.7957	446	0.7561	-0.0033	0.7561	0.8695
No log	4.8172	448	0.7776	-0.0096	0.7776	0.8818
No log	4.8387	450	0.8417	0.1146	0.8417	0.9175
No log	4.8602	452	0.9308	0.0562	0.9308	0.9648
No log	4.8817	454	0.9803	-0.1336	0.9803	0.9901
No log	4.9032	456	0.9755	-0.1283	0.9755	0.9877
No log	4.9247	458	0.9560	-0.0672	0.9560	0.9777
No log	4.9462	460	0.9891	-0.1027	0.9891	0.9945
No log	4.9677	462	0.9614	-0.1022	0.9614	0.9805
No log	4.9892	464	0.8738	-0.1159	0.8738	0.9348
No log	5.0108	466	0.8829	-0.0408	0.8829	0.9396
No log	5.0323	468	0.8957	-0.0970	0.8957	0.9464
No log	5.0538	470	0.8984	-0.1798	0.8984	0.9479
No log	5.0753	472	0.9330	-0.1106	0.9330	0.9659
No log	5.0968	474	0.9417	-0.0036	0.9417	0.9704
No log	5.1183	476	0.8229	-0.1211	0.8229	0.9071
No log	5.1398	478	0.7863	0.0680	0.7863	0.8868
No log	5.1613	480	0.8280	0.0183	0.8280	0.9100
No log	5.1828	482	0.8343	-0.0195	0.8343	0.9134
No log	5.2043	484	0.9196	-0.0394	0.9196	0.9589
No log	5.2258	486	0.8887	-0.0488	0.8887	0.9427
No log	5.2473	488	0.7950	0.0058	0.7950	0.8916
No log	5.2688	490	0.7521	0.0914	0.7521	0.8672
No log	5.2903	492	0.8082	0.1047	0.8082	0.8990
No log	5.3118	494	0.8003	0.1565	0.8003	0.8946
No log	5.3333	496	0.7854	0.0357	0.7854	0.8862
No log	5.3548	498	0.8753	-0.1659	0.8753	0.9355
0.3122	5.3763	500	0.8898	-0.0357	0.8898	0.9433
0.3122	5.3978	502	0.8946	0.0660	0.8946	0.9458
0.3122	5.4194	504	0.9137	0.0586	0.9137	0.9559
0.3122	5.4409	506	0.8866	0.0660	0.8866	0.9416
0.3122	5.4624	508	0.8535	-0.0026	0.8535	0.9238
0.3122	5.4839	510	0.8671	-0.2025	0.8671	0.9312
0.3122	5.5054	512	0.8310	-0.0408	0.8310	0.9116
0.3122	5.5269	514	0.8363	0.0	0.8363	0.9145
0.3122	5.5484	516	0.8597	-0.0054	0.8597	0.9272
0.3122	5.5699	518	0.8906	-0.0103	0.8906	0.9437
0.3122	5.5914	520	0.8723	-0.0462	0.8723	0.9340
0.3122	5.6129	522	0.8235	0.0428	0.8235	0.9075
0.3122	5.6344	524	0.7793	-0.0059	0.7793	0.8828
0.3122	5.6559	526	0.7652	0.0357	0.7652	0.8748
0.3122	5.6774	528	0.8449	0.0909	0.8449	0.9192
0.3122	5.6989	530	0.8800	0.0041	0.8800	0.9381
0.3122	5.7204	532	0.8282	0.0551	0.8282	0.9100
0.3122	5.7419	534	0.8234	-0.0426	0.8234	0.9074
0.3122	5.7634	536	0.9607	0.0107	0.9607	0.9801
0.3122	5.7849	538	0.9234	-0.0661	0.9234	0.9610
0.3122	5.8065	540	0.7898	-0.0446	0.7898	0.8887
0.3122	5.8280	542	0.7816	0.1565	0.7816	0.8841
0.3122	5.8495	544	0.7838	0.1565	0.7838	0.8853
0.3122	5.8710	546	0.7256	0.1318	0.7256	0.8518
0.3122	5.8925	548	0.7503	-0.1010	0.7503	0.8662
0.3122	5.9140	550	0.7806	-0.1010	0.7806	0.8835
0.3122	5.9355	552	0.7553	-0.1010	0.7553	0.8691
0.3122	5.9570	554	0.7451	0.0680	0.7451	0.8632
0.3122	5.9785	556	0.8279	0.1243	0.8279	0.9099
0.3122	6.0	558	0.8312	0.0456	0.8312	0.9117
0.3122	6.0215	560	0.8127	0.0323	0.8127	0.9015
0.3122	6.0430	562	0.9262	0.0694	0.9262	0.9624
0.3122	6.0645	564	0.9188	0.0101	0.9188	0.9585
0.3122	6.0860	566	0.8055	0.0	0.8055	0.8975
0.3122	6.1075	568	0.7894	0.1096	0.7894	0.8885
0.3122	6.1290	570	0.7869	0.1565	0.7869	0.8871
0.3122	6.1505	572	0.7578	0.0375	0.7578	0.8705
0.3122	6.1720	574	0.7820	-0.0967	0.7820	0.8843
0.3122	6.1935	576	0.8154	-0.0810	0.8154	0.9030
0.3122	6.2151	578	0.8164	-0.0370	0.8164	0.9036
0.3122	6.2366	580	0.7988	-0.0059	0.7988	0.8938
0.3122	6.2581	582	0.8054	-0.0086	0.8054	0.8974
0.3122	6.2796	584	0.8030	-0.0113	0.8030	0.8961
0.3122	6.3011	586	0.7926	0.0741	0.7926	0.8903
0.3122	6.3226	588	0.7811	0.0323	0.7811	0.8838
0.3122	6.3441	590	0.7802	0.1599	0.7802	0.8833
0.3122	6.3656	592	0.8166	0.1395	0.8166	0.9037
0.3122	6.3871	594	0.8194	0.1395	0.8194	0.9052
0.3122	6.4086	596	0.7703	0.2078	0.7703	0.8777
0.3122	6.4301	598	0.8102	-0.0870	0.8102	0.9001
0.3122	6.4516	600	0.8955	-0.1576	0.8955	0.9463
0.3122	6.4731	602	0.8593	-0.0208	0.8593	0.9270
0.3122	6.4946	604	0.8293	0.0313	0.8293	0.9106
0.3122	6.5161	606	0.8296	0.0652	0.8296	0.9108
0.3122	6.5376	608	0.8430	-0.0238	0.8430	0.9181
0.3122	6.5591	610	0.8360	-0.0180	0.8360	0.9143
0.3122	6.5806	612	0.7693	-0.0387	0.7693	0.8771
0.3122	6.6022	614	0.7154	0.0914	0.7154	0.8458
0.3122	6.6237	616	0.7268	0.2105	0.7268	0.8525
0.3122	6.6452	618	0.7155	0.0814	0.7155	0.8459
0.3122	6.6667	620	0.7395	-0.0032	0.7395	0.8600
0.3122	6.6882	622	0.7693	-0.0387	0.7693	0.8771
0.3122	6.7097	624	0.7487	0.0375	0.7487	0.8653
0.3122	6.7312	626	0.7751	0.1943	0.7751	0.8804
0.3122	6.7527	628	0.8120	0.1329	0.8120	0.9011
0.3122	6.7742	630	0.7935	0.1047	0.7935	0.8908
0.3122	6.7957	632	0.7957	0.0959	0.7957	0.8920
0.3122	6.8172	634	0.7746	0.0834	0.7746	0.8801
0.3122	6.8387	636	0.8402	-0.0153	0.8402	0.9166
0.3122	6.8602	638	0.9110	0.0729	0.9110	0.9545
0.3122	6.8817	640	0.8509	0.0632	0.8509	0.9225
0.3122	6.9032	642	0.7631	0.0834	0.7631	0.8736
0.3122	6.9247	644	0.7499	0.1047	0.7499	0.8660
0.3122	6.9462	646	0.7688	0.1440	0.7688	0.8768
0.3122	6.9677	648	0.7625	0.1047	0.7625	0.8732
0.3122	6.9892	650	0.7397	0.1553	0.7397	0.8601
0.3122	7.0108	652	0.7454	0.2078	0.7454	0.8634
0.3122	7.0323	654	0.7569	0.1196	0.7569	0.8700
0.3122	7.0538	656	0.7766	0.0357	0.7766	0.8812
0.3122	7.0753	658	0.8143	0.0376	0.8143	0.9024
0.3122	7.0968	660	0.8319	-0.0056	0.8319	0.9121
0.3122	7.1183	662	0.8275	0.0670	0.8275	0.9097
0.3122	7.1398	664	0.8913	0.1231	0.8913	0.9441
0.3122	7.1613	666	0.8972	0.1646	0.8972	0.9472
0.3122	7.1828	668	0.7997	0.0611	0.7997	0.8942
0.3122	7.2043	670	0.7686	0.0776	0.7686	0.8767
0.3122	7.2258	672	0.7963	0.0028	0.7963	0.8923
0.3122	7.2473	674	0.8122	0.0	0.8122	0.9012
0.3122	7.2688	676	0.7961	0.1196	0.7961	0.8922
0.3122	7.2903	678	0.7962	0.1196	0.7962	0.8923
0.3122	7.3118	680	0.7786	0.0394	0.7786	0.8824
0.3122	7.3333	682	0.7563	-0.0062	0.7563	0.8697
0.3122	7.3548	684	0.7366	-0.0520	0.7366	0.8583
0.3122	7.3763	686	0.7226	0.0	0.7226	0.8501
0.3122	7.3978	688	0.7095	0.0524	0.7095	0.8423
0.3122	7.4194	690	0.7180	-0.0032	0.7180	0.8473
0.3122	7.4409	692	0.7384	0.0454	0.7384	0.8593
0.3122	7.4624	694	0.7537	0.0414	0.7537	0.8682
0.3122	7.4839	696	0.7795	0.0338	0.7795	0.8829
0.3122	7.5054	698	0.7906	-0.0113	0.7906	0.8891
0.3122	7.5269	700	0.8157	-0.0426	0.8157	0.9032
0.3122	7.5484	702	0.9163	-0.0424	0.9163	0.9572
0.3122	7.5699	704	0.9023	-0.0424	0.9023	0.9499
0.3122	7.5914	706	0.7875	-0.0930	0.7875	0.8874
0.3122	7.6129	708	0.7523	0.1144	0.7523	0.8674
0.3122	7.6344	710	0.7701	0.1395	0.7701	0.8775
0.3122	7.6559	712	0.7366	0.1202	0.7366	0.8583
0.3122	7.6774	714	0.7207	0.0869	0.7207	0.8489
0.3122	7.6989	716	0.7941	-0.0300	0.7941	0.8911
0.3122	7.7204	718	0.9673	0.0812	0.9673	0.9835
0.3122	7.7419	720	0.9581	0.0497	0.9581	0.9788
0.3122	7.7634	722	0.8267	-0.0550	0.8267	0.9092
0.3122	7.7849	724	0.7800	0.0639	0.7800	0.8832
0.3122	7.8065	726	0.8730	0.1291	0.8730	0.9343
0.3122	7.8280	728	0.9171	0.0287	0.9171	0.9576
0.3122	7.8495	730	0.8239	0.1395	0.8239	0.9077
0.3122	7.8710	732	0.8231	-0.1111	0.8231	0.9073
0.3122	7.8925	734	0.9410	-0.0899	0.9410	0.9701
0.3122	7.9140	736	0.9119	-0.1727	0.9119	0.9549
0.3122	7.9355	738	0.7751	-0.0912	0.7751	0.8804
0.3122	7.9570	740	0.7220	0.1379	0.7220	0.8497
0.3122	7.9785	742	0.7279	0.1202	0.7279	0.8532
0.3122	8.0	744	0.7282	0.1202	0.7282	0.8533
0.3122	8.0215	746	0.7173	0.0807	0.7173	0.8470
0.3122	8.0430	748	0.7372	0.0416	0.7372	0.8586
0.3122	8.0645	750	0.7528	-0.0096	0.7528	0.8676
0.3122	8.0860	752	0.8070	-0.0837	0.8070	0.8983
0.3122	8.1075	754	0.8486	-0.1826	0.8486	0.9212
0.3122	8.1290	756	0.8502	-0.1876	0.8502	0.9221
0.3122	8.1505	758	0.8223	0.0376	0.8223	0.9068
0.3122	8.1720	760	0.8045	-0.0145	0.8045	0.8969
0.3122	8.1935	762	0.7656	0.0395	0.7656	0.8750
0.3122	8.2151	764	0.7497	-0.0065	0.7497	0.8658
0.3122	8.2366	766	0.7577	-0.0065	0.7577	0.8705
0.3122	8.2581	768	0.7693	-0.0578	0.7693	0.8771
0.3122	8.2796	770	0.7639	0.0863	0.7639	0.8740
0.3122	8.3011	772	0.7954	-0.0209	0.7954	0.8919
0.3122	8.3226	774	0.8068	-0.0209	0.8068	0.8982
0.3122	8.3441	776	0.8083	-0.0209	0.8083	0.8991
0.3122	8.3656	778	0.8052	0.0611	0.8052	0.8973
0.3122	8.3871	780	0.8160	0.1047	0.8160	0.9034
0.3122	8.4086	782	0.8884	0.0409	0.8884	0.9426
0.3122	8.4301	784	0.9488	0.0409	0.9488	0.9741
0.3122	8.4516	786	0.8926	0.0476	0.8926	0.9448
0.3122	8.4731	788	0.8005	0.0628	0.8005	0.8947
0.3122	8.4946	790	0.8061	0.0	0.8061	0.8978
0.3122	8.5161	792	0.8869	-0.1163	0.8869	0.9417
0.3122	8.5376	794	0.8882	-0.0826	0.8882	0.9425
0.3122	8.5591	796	0.8779	0.0161	0.8779	0.9369
0.3122	8.5806	798	0.8741	-0.0209	0.8741	0.9349
0.3122	8.6022	800	0.8571	-0.0209	0.8571	0.9258
0.3122	8.6237	802	0.8270	-0.0209	0.8270	0.9094
0.3122	8.6452	804	0.8072	-0.0059	0.8072	0.8985
0.3122	8.6667	806	0.8075	-0.0930	0.8075	0.8986
0.3122	8.6882	808	0.7786	-0.0059	0.7786	0.8824
0.3122	8.7097	810	0.7523	0.0414	0.7523	0.8674
0.3122	8.7312	812	0.7608	0.1148	0.7608	0.8722
0.3122	8.7527	814	0.7987	0.0512	0.7987	0.8937
0.3122	8.7742	816	0.7827	0.0628	0.7827	0.8847
0.3122	8.7957	818	0.7415	0.0857	0.7415	0.8611
0.3122	8.8172	820	0.7663	-0.0513	0.7663	0.8754
0.3122	8.8387	822	0.8073	-0.0859	0.8073	0.8985
0.3122	8.8602	824	0.8015	-0.0059	0.8015	0.8953
0.3122	8.8817	826	0.8023	0.0247	0.8023	0.8957
0.3122	8.9032	828	0.8664	0.0476	0.8664	0.9308
0.3122	8.9247	830	0.8879	0.0476	0.8879	0.9423
0.3122	8.9462	832	0.8456	0.0205	0.8456	0.9196
0.3122	8.9677	834	0.8466	-0.0373	0.8466	0.9201
0.3122	8.9892	836	0.8171	-0.0248	0.8171	0.9039
0.3122	9.0108	838	0.7372	-0.0560	0.7372	0.8586
0.3122	9.0323	840	0.7142	-0.0065	0.7142	0.8451
0.3122	9.0538	842	0.7195	0.0857	0.7195	0.8482
0.3122	9.0753	844	0.7890	0.0680	0.7890	0.8882
0.3122	9.0968	846	0.8454	0.0205	0.8454	0.9195
0.3122	9.1183	848	0.8633	-0.0511	0.8633	0.9292
0.3122	9.1398	850	0.8521	-0.0156	0.8521	0.9231
0.3122	9.1613	852	0.8527	0.0547	0.8527	0.9234
0.3122	9.1828	854	0.8992	0.0680	0.8992	0.9483
0.3122	9.2043	856	0.8462	0.0998	0.8462	0.9199
0.3122	9.2258	858	0.7525	0.0414	0.7525	0.8674
0.3122	9.2473	860	0.7278	0.1311	0.7278	0.8531
0.3122	9.2688	862	0.7426	0.1259	0.7426	0.8618
0.3122	9.2903	864	0.7459	0.0375	0.7459	0.8636
0.3122	9.3118	866	0.8423	-0.0730	0.8423	0.9178
0.3122	9.3333	868	0.9807	0.0391	0.9807	0.9903
0.3122	9.3548	870	1.0187	0.0424	1.0187	1.0093
0.3122	9.3763	872	0.9521	0.0627	0.9521	0.9758
0.3122	9.3978	874	0.8370	0.0393	0.8370	0.9149
0.3122	9.4194	876	0.8282	-0.0103	0.8282	0.9101
0.3122	9.4409	878	0.8067	0.1196	0.8067	0.8982
0.3122	9.4624	880	0.7972	0.0611	0.7972	0.8929
0.3122	9.4839	882	0.8172	0.1342	0.8172	0.9040
0.3122	9.5054	884	0.7592	0.1097	0.7592	0.8713
0.3122	9.5269	886	0.7163	0.0414	0.7163	0.8463
0.3122	9.5484	888	0.8043	0.0664	0.8043	0.8968
0.3122	9.5699	890	0.8692	0.0405	0.8692	0.9323
0.3122	9.5914	892	0.8170	0.0268	0.8170	0.9039
0.3122	9.6129	894	0.7366	0.0454	0.7366	0.8583
0.3122	9.6344	896	0.7365	0.1304	0.7365	0.8582
0.3122	9.6559	898	0.7490	0.1249	0.7490	0.8654
0.3122	9.6774	900	0.7611	0.1304	0.7611	0.8724
0.3122	9.6989	902	0.7554	0.1304	0.7554	0.8691
0.3122	9.7204	904	0.7493	0.0414	0.7493	0.8656
0.3122	9.7419	906	0.7515	0.0414	0.7515	0.8669
0.3122	9.7634	908	0.7529	0.0454	0.7529	0.8677
0.3122	9.7849	910	0.7535	0.0869	0.7535	0.8680
0.3122	9.8065	912	0.7792	-0.0976	0.7792	0.8827
0.3122	9.8280	914	0.8021	-0.0370	0.8021	0.8956
0.3122	9.8495	916	0.7977	-0.0370	0.7977	0.8932
0.3122	9.8710	918	0.8231	-0.1106	0.8231	0.9072
0.3122	9.8925	920	0.8001	-0.0370	0.8001	0.8945

Framework versions

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