ArabicNewSplits7_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: 0.9539
• Qwk: -0.0334
• Mse: 0.9539
• Rmse: 0.9767

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	0.0870	2	4.0820	0.0185	4.0820	2.0204
No log	0.1739	4	2.1870	0.0063	2.1870	1.4789
No log	0.2609	6	1.7386	0.0153	1.7386	1.3186
No log	0.3478	8	1.4680	-0.0217	1.4680	1.2116
No log	0.4348	10	1.0550	-0.0918	1.0550	1.0272
No log	0.5217	12	0.8871	0.0946	0.8871	0.9418
No log	0.6087	14	0.9995	-0.0207	0.9995	0.9997
No log	0.6957	16	1.0119	-0.0446	1.0119	1.0059
No log	0.7826	18	1.2517	0.0048	1.2517	1.1188
No log	0.8696	20	1.4249	-0.0247	1.4249	1.1937
No log	0.9565	22	0.9505	-0.0285	0.9505	0.9749
No log	1.0435	24	0.9445	-0.0595	0.9445	0.9719
No log	1.1304	26	1.0848	0.0610	1.0848	1.0415
No log	1.2174	28	1.2407	0.0	1.2407	1.1139
No log	1.3043	30	1.3873	0.0	1.3873	1.1778
No log	1.3913	32	1.4812	0.0	1.4812	1.2170
No log	1.4783	34	1.2708	0.0	1.2708	1.1273
No log	1.5652	36	1.2222	0.0	1.2222	1.1055
No log	1.6522	38	1.1095	0.0	1.1095	1.0533
No log	1.7391	40	1.1339	0.0	1.1339	1.0649
No log	1.8261	42	1.0943	0.0358	1.0943	1.0461
No log	1.9130	44	0.9348	0.0329	0.9348	0.9669
No log	2.0	46	1.0900	-0.0133	1.0900	1.0440
No log	2.0870	48	1.2010	-0.0164	1.2010	1.0959
No log	2.1739	50	1.1985	-0.0164	1.1985	1.0948
No log	2.2609	52	1.1087	0.0196	1.1087	1.0530
No log	2.3478	54	0.7783	0.0759	0.7783	0.8822
No log	2.4348	56	0.7094	-0.0069	0.7094	0.8423
No log	2.5217	58	0.8153	-0.1249	0.8153	0.9030
No log	2.6087	60	1.6180	0.0083	1.6180	1.2720
No log	2.6957	62	1.9936	-0.0482	1.9936	1.4119
No log	2.7826	64	1.5648	-0.0207	1.5648	1.2509
No log	2.8696	66	1.1291	-0.0117	1.1291	1.0626
No log	2.9565	68	0.8620	-0.0425	0.8620	0.9284
No log	3.0435	70	0.7736	0.0225	0.7736	0.8796
No log	3.1304	72	1.0123	-0.1665	1.0123	1.0061
No log	3.2174	74	1.8143	0.0196	1.8143	1.3470
No log	3.3043	76	1.3311	0.0631	1.3311	1.1538
No log	3.3913	78	0.9803	-0.1671	0.9803	0.9901
No log	3.4783	80	0.8949	-0.0699	0.8949	0.9460
No log	3.5652	82	1.2292	-0.0200	1.2292	1.1087
No log	3.6522	84	1.3035	-0.0282	1.3035	1.1417
No log	3.7391	86	1.0468	-0.1169	1.0468	1.0231
No log	3.8261	88	0.8199	-0.0967	0.8199	0.9055
No log	3.9130	90	0.8112	-0.0428	0.8112	0.9007
No log	4.0	92	0.8360	0.0282	0.8360	0.9143
No log	4.0870	94	1.1700	-0.0513	1.1700	1.0817
No log	4.1739	96	1.0345	-0.0442	1.0345	1.0171
No log	4.2609	98	0.8174	-0.0506	0.8174	0.9041
No log	4.3478	100	0.8243	-0.1106	0.8243	0.9079
No log	4.4348	102	0.8666	-0.1738	0.8666	0.9309
No log	4.5217	104	0.8415	-0.0725	0.8415	0.9173
No log	4.6087	106	1.2059	-0.0211	1.2059	1.0981
No log	4.6957	108	1.3109	-0.0245	1.3109	1.1450
No log	4.7826	110	1.6412	-0.0392	1.6412	1.2811
No log	4.8696	112	1.1362	-0.1267	1.1362	1.0659
No log	4.9565	114	0.7361	0.0416	0.7361	0.8579
No log	5.0435	116	0.7050	0.0	0.7050	0.8397
No log	5.1304	118	0.7172	-0.0035	0.7172	0.8469
No log	5.2174	120	0.9248	-0.2032	0.9248	0.9617
No log	5.3043	122	1.2937	-0.0133	1.2937	1.1374
No log	5.3913	124	1.1066	-0.0966	1.1066	1.0520
No log	5.4783	126	1.1029	-0.1277	1.1029	1.0502
No log	5.5652	128	1.5731	-0.0114	1.5731	1.2542
No log	5.6522	130	1.3794	-0.0648	1.3794	1.1745
No log	5.7391	132	0.9688	-0.2368	0.9688	0.9843
No log	5.8261	134	0.8529	-0.2008	0.8529	0.9235
No log	5.9130	136	0.9932	-0.2368	0.9932	0.9966
No log	6.0	138	1.4997	-0.1249	1.4997	1.2246
No log	6.0870	140	1.7031	-0.1133	1.7031	1.3050
No log	6.1739	142	1.0603	-0.1655	1.0603	1.0297
No log	6.2609	144	0.7682	-0.1785	0.7682	0.8765
No log	6.3478	146	0.7594	-0.1220	0.7594	0.8714
No log	6.4348	148	0.8758	-0.1241	0.8758	0.9358
No log	6.5217	150	1.7233	-0.0709	1.7233	1.3127
No log	6.6087	152	2.2321	-0.0823	2.2321	1.4940
No log	6.6957	154	1.7715	-0.0453	1.7715	1.3310
No log	6.7826	156	0.8759	-0.1088	0.8759	0.9359
No log	6.8696	158	0.7833	-0.0493	0.7833	0.8850
No log	6.9565	160	0.7711	-0.0513	0.7711	0.8781
No log	7.0435	162	1.1200	0.0067	1.1200	1.0583
No log	7.1304	164	1.4999	-0.0201	1.4999	1.2247
No log	7.2174	166	1.3061	-0.0178	1.3061	1.1429
No log	7.3043	168	0.8661	-0.0870	0.8661	0.9307
No log	7.3913	170	0.7253	-0.0035	0.7253	0.8517
No log	7.4783	172	0.7322	-0.0035	0.7322	0.8557
No log	7.5652	174	0.9186	-0.0886	0.9186	0.9585
No log	7.6522	176	1.3904	-0.0207	1.3904	1.1792
No log	7.7391	178	1.4871	-0.0207	1.4871	1.2195
No log	7.8261	180	1.2022	0.0651	1.2022	1.0964
No log	7.9130	182	0.9454	-0.1209	0.9454	0.9723
No log	8.0	184	0.9518	-0.0425	0.9518	0.9756
No log	8.0870	186	1.0440	-0.0513	1.0440	1.0217
No log	8.1739	188	1.1685	0.0353	1.1685	1.0810
No log	8.2609	190	1.1562	0.0353	1.1562	1.0753
No log	8.3478	192	1.1140	0.0353	1.1140	1.0555
No log	8.4348	194	0.9219	-0.0138	0.9219	0.9602
No log	8.5217	196	0.7688	-0.2165	0.7688	0.8768
No log	8.6087	198	0.7427	-0.1616	0.7427	0.8618
No log	8.6957	200	0.8004	-0.0295	0.8004	0.8947
No log	8.7826	202	1.0228	0.0848	1.0228	1.0113
No log	8.8696	204	1.6032	-0.0014	1.6032	1.2662
No log	8.9565	206	1.8421	-0.0484	1.8421	1.3572
No log	9.0435	208	1.4645	0.0083	1.4645	1.2102
No log	9.1304	210	1.0253	0.0974	1.0253	1.0126
No log	9.2174	212	0.7539	-0.0718	0.7539	0.8683
No log	9.3043	214	0.7139	-0.0520	0.7139	0.8450
No log	9.3913	216	0.7299	-0.1172	0.7299	0.8544
No log	9.4783	218	0.8061	0.0871	0.8061	0.8978
No log	9.5652	220	0.8953	0.0984	0.8953	0.9462
No log	9.6522	222	0.9369	0.0805	0.9369	0.9679
No log	9.7391	224	0.8463	0.1406	0.8463	0.9200
No log	9.8261	226	0.8589	0.1736	0.8589	0.9268
No log	9.9130	228	0.9281	0.1191	0.9281	0.9634
No log	10.0	230	1.0207	-0.0049	1.0207	1.0103
No log	10.0870	232	1.0780	-0.0101	1.0780	1.0383
No log	10.1739	234	0.9777	0.0416	0.9777	0.9888
No log	10.2609	236	0.8206	0.0392	0.8206	0.9059
No log	10.3478	238	0.8931	-0.0076	0.8931	0.9450
No log	10.4348	240	0.9931	-0.0013	0.9931	0.9966
No log	10.5217	242	0.8877	0.0287	0.8877	0.9422
No log	10.6087	244	0.7632	0.0260	0.7632	0.8736
No log	10.6957	246	0.7848	0.0225	0.7848	0.8859
No log	10.7826	248	0.8051	-0.0295	0.8051	0.8973
No log	10.8696	250	0.7978	0.0095	0.7978	0.8932
No log	10.9565	252	0.8306	0.0016	0.8306	0.9114
No log	11.0435	254	0.9147	-0.0118	0.9147	0.9564
No log	11.1304	256	0.8655	-0.0054	0.8655	0.9303
No log	11.2174	258	0.8765	-0.0054	0.8765	0.9362
No log	11.3043	260	0.7780	-0.0743	0.7780	0.8821
No log	11.3913	262	0.7539	-0.0204	0.7539	0.8683
No log	11.4783	264	0.7316	0.0479	0.7316	0.8554
No log	11.5652	266	0.8065	0.0409	0.8065	0.8980
No log	11.6522	268	0.9942	0.0046	0.9942	0.9971
No log	11.7391	270	1.0352	-0.0031	1.0352	1.0174
No log	11.8261	272	0.9229	-0.0200	0.9229	0.9607
No log	11.9130	274	0.8983	-0.0163	0.8983	0.9478
No log	12.0	276	0.8875	-0.1271	0.8875	0.9421
No log	12.0870	278	0.8445	0.0099	0.8445	0.9190
No log	12.1739	280	0.7681	-0.1230	0.7681	0.8764
No log	12.2609	282	0.7244	-0.0033	0.7244	0.8511
No log	12.3478	284	0.7422	-0.0609	0.7422	0.8615
No log	12.4348	286	0.8703	0.0182	0.8703	0.9329
No log	12.5217	288	0.9321	0.0111	0.9321	0.9655
No log	12.6087	290	0.7601	0.0490	0.7601	0.8718
No log	12.6957	292	0.7192	0.0541	0.7192	0.8481
No log	12.7826	294	0.7297	-0.0571	0.7297	0.8542
No log	12.8696	296	0.7346	-0.0609	0.7346	0.8571
No log	12.9565	298	0.8599	-0.0391	0.8599	0.9273
No log	13.0435	300	0.9767	0.0839	0.9767	0.9883
No log	13.1304	302	0.8759	-0.0056	0.8759	0.9359
No log	13.2174	304	0.7782	-0.1656	0.7782	0.8822
No log	13.3043	306	0.7703	-0.0033	0.7703	0.8777
No log	13.3913	308	0.7811	-0.1682	0.7811	0.8838
No log	13.4783	310	0.8398	0.0017	0.8398	0.9164
No log	13.5652	312	0.8109	-0.1708	0.8109	0.9005
No log	13.6522	314	0.7719	-0.0532	0.7719	0.8786
No log	13.7391	316	0.7752	0.1081	0.7752	0.8804
No log	13.8261	318	0.8127	-0.1176	0.8127	0.9015
No log	13.9130	320	0.8988	0.0260	0.8988	0.9480
No log	14.0	322	0.8611	-0.0008	0.8611	0.9279
No log	14.0870	324	0.8539	-0.0408	0.8539	0.9240
No log	14.1739	326	0.9442	-0.0285	0.9442	0.9717
No log	14.2609	328	1.0299	-0.0101	1.0299	1.0149
No log	14.3478	330	0.9492	-0.0331	0.9492	0.9743
No log	14.4348	332	0.7797	-0.0753	0.7797	0.8830
No log	14.5217	334	0.7391	0.0571	0.7391	0.8597
No log	14.6087	336	0.7511	0.0528	0.7511	0.8666
No log	14.6957	338	0.8142	0.0068	0.8142	0.9023
No log	14.7826	340	0.8605	0.0346	0.8605	0.9276
No log	14.8696	342	0.9659	-0.0253	0.9659	0.9828
No log	14.9565	344	0.9707	-0.0285	0.9707	0.9852
No log	15.0435	346	0.8664	0.0346	0.8664	0.9308
No log	15.1304	348	0.8192	0.0424	0.8192	0.9051
No log	15.2174	350	0.8596	-0.0008	0.8596	0.9271
No log	15.3043	352	0.9695	-0.0648	0.9695	0.9846
No log	15.3913	354	1.0369	-0.0117	1.0369	1.0183
No log	15.4783	356	0.9736	-0.0648	0.9736	0.9867
No log	15.5652	358	0.8192	0.0377	0.8192	0.9051
No log	15.6522	360	0.7789	0.0826	0.7789	0.8825
No log	15.7391	362	0.7756	0.0409	0.7756	0.8807
No log	15.8261	364	0.7777	0.0017	0.7777	0.8819
No log	15.9130	366	0.7899	0.0409	0.7899	0.8888
No log	16.0	368	0.9372	-0.0200	0.9372	0.9681
No log	16.0870	370	1.0452	0.0260	1.0452	1.0223
No log	16.1739	372	1.0132	-0.0301	1.0132	1.0066
No log	16.2609	374	0.9388	-0.0253	0.9388	0.9689
No log	16.3478	376	0.9534	-0.0269	0.9534	0.9764
No log	16.4348	378	0.8234	0.0041	0.8234	0.9074
No log	16.5217	380	0.7396	0.0776	0.7396	0.8600
No log	16.6087	382	0.7590	-0.0228	0.7590	0.8712
No log	16.6957	384	0.8167	0.0456	0.8167	0.9037
No log	16.7826	386	0.8048	-0.0316	0.8048	0.8971
No log	16.8696	388	0.7545	-0.0675	0.7545	0.8686
No log	16.9565	390	0.7417	-0.0627	0.7417	0.8612
No log	17.0435	392	0.7723	-0.2183	0.7723	0.8788
No log	17.1304	394	0.8278	-0.0390	0.8278	0.9098
No log	17.2174	396	0.8534	-0.0490	0.8534	0.9238
No log	17.3043	398	0.8741	-0.0101	0.8741	0.9349
No log	17.3913	400	0.8812	-0.0456	0.8812	0.9387
No log	17.4783	402	0.9177	-0.0118	0.9177	0.9580
No log	17.5652	404	0.9240	-0.0118	0.9240	0.9613
No log	17.6522	406	0.8571	-0.0295	0.8571	0.9258
No log	17.7391	408	0.8355	-0.0731	0.8355	0.9140
No log	17.8261	410	0.8521	0.0099	0.8521	0.9231
No log	17.9130	412	0.9583	-0.0571	0.9583	0.9789
No log	18.0	414	0.9762	-0.0943	0.9762	0.9880
No log	18.0870	416	0.9057	-0.0877	0.9057	0.9517
No log	18.1739	418	0.8112	-0.1187	0.8112	0.9007
No log	18.2609	420	0.7927	-0.0718	0.7927	0.8903
No log	18.3478	422	0.8076	-0.1187	0.8076	0.8987
No log	18.4348	424	0.8052	-0.0718	0.8052	0.8973
No log	18.5217	426	0.8339	-0.0425	0.8339	0.9132
No log	18.6087	428	0.8644	0.0316	0.8644	0.9298
No log	18.6957	430	0.8560	-0.0474	0.8560	0.9252
No log	18.7826	432	0.9039	-0.0200	0.9039	0.9507
No log	18.8696	434	0.8885	-0.0122	0.8885	0.9426
No log	18.9565	436	0.8478	-0.0833	0.8478	0.9207
No log	19.0435	438	0.8877	-0.0490	0.8877	0.9422
No log	19.1304	440	0.9207	-0.0532	0.9207	0.9595
No log	19.2174	442	0.9096	-0.0474	0.9096	0.9537
No log	19.3043	444	0.8442	-0.1638	0.8442	0.9188
No log	19.3913	446	0.7950	-0.2165	0.7950	0.8916
No log	19.4783	448	0.7723	-0.0571	0.7723	0.8788
No log	19.5652	450	0.7601	-0.1690	0.7601	0.8719
No log	19.6522	452	0.8189	-0.0801	0.8189	0.9049
No log	19.7391	454	0.9537	-0.0628	0.9537	0.9766
No log	19.8261	456	0.9819	-0.0648	0.9819	0.9909
No log	19.9130	458	0.9059	-0.0583	0.9059	0.9518
No log	20.0	460	0.8391	0.0953	0.8391	0.9160
No log	20.0870	462	0.8408	-0.0336	0.8408	0.9170
No log	20.1739	464	0.9222	0.0134	0.9222	0.9603
No log	20.2609	466	0.9225	0.0157	0.9225	0.9605
No log	20.3478	468	0.8652	-0.0837	0.8652	0.9302
No log	20.4348	470	0.7953	-0.1158	0.7953	0.8918
No log	20.5217	472	0.7691	-0.1158	0.7691	0.8770
No log	20.6087	474	0.7800	-0.0675	0.7800	0.8832
No log	20.6957	476	0.8355	-0.0390	0.8355	0.9141
No log	20.7826	478	1.0126	-0.0617	1.0126	1.0063
No log	20.8696	480	1.0721	0.0305	1.0721	1.0354
No log	20.9565	482	0.8887	-0.0490	0.8887	0.9427
No log	21.0435	484	0.7183	0.0964	0.7183	0.8475
No log	21.1304	486	0.6984	-0.0571	0.6984	0.8357
No log	21.2174	488	0.7117	-0.0571	0.7117	0.8436
No log	21.3043	490	0.7969	-0.0812	0.7969	0.8927
No log	21.3913	492	0.8844	-0.0101	0.8844	0.9404
No log	21.4783	494	0.9582	-0.0253	0.9582	0.9789
No log	21.5652	496	1.0156	-0.0345	1.0156	1.0078
No log	21.6522	498	0.9445	-0.0269	0.9445	0.9719
0.2729	21.7391	500	0.8185	-0.1191	0.8185	0.9047
0.2729	21.8261	502	0.7952	-0.2093	0.7952	0.8918
0.2729	21.9130	504	0.8085	-0.2465	0.8085	0.8992
0.2729	22.0	506	0.8413	-0.1191	0.8413	0.9172
0.2729	22.0870	508	0.9114	-0.0818	0.9114	0.9547
0.2729	22.1739	510	0.9107	-0.0818	0.9107	0.9543
0.2729	22.2609	512	0.8523	-0.1194	0.8523	0.9232
0.2729	22.3478	514	0.8168	-0.1638	0.8168	0.9038
0.2729	22.4348	516	0.8257	-0.1197	0.8257	0.9087
0.2729	22.5217	518	0.8771	-0.0138	0.8771	0.9365
0.2729	22.6087	520	0.8640	-0.0157	0.8640	0.9295
0.2729	22.6957	522	0.8862	-0.0228	0.8862	0.9414
0.2729	22.7826	524	0.9062	-0.0194	0.9062	0.9519
0.2729	22.8696	526	0.8735	-0.0138	0.8735	0.9346
0.2729	22.9565	528	0.8395	0.0362	0.8395	0.9163
0.2729	23.0435	530	0.7654	-0.1184	0.7654	0.8749
0.2729	23.1304	532	0.7671	-0.1180	0.7671	0.8759
0.2729	23.2174	534	0.8112	0.0392	0.8112	0.9006
0.2729	23.3043	536	0.9192	-0.0218	0.9192	0.9588
0.2729	23.3913	538	0.9159	-0.0595	0.9159	0.9570
0.2729	23.4783	540	0.8478	-0.0097	0.8478	0.9208
0.2729	23.5652	542	0.8021	0.0041	0.8021	0.8956
0.2729	23.6522	544	0.7643	-0.0690	0.7643	0.8742
0.2729	23.7391	546	0.7598	-0.1180	0.7598	0.8717
0.2729	23.8261	548	0.7671	-0.0295	0.7671	0.8758
0.2729	23.9130	550	0.7848	0.0016	0.7848	0.8859
0.2729	24.0	552	0.7943	-0.0408	0.7943	0.8913
0.2729	24.0870	554	0.7896	0.0016	0.7896	0.8886
0.2729	24.1739	556	0.7827	0.0913	0.7827	0.8847
0.2729	24.2609	558	0.8382	0.0260	0.8382	0.9155
0.2729	24.3478	560	0.9111	0.0839	0.9111	0.9545
0.2729	24.4348	562	0.8409	0.0984	0.8409	0.9170
0.2729	24.5217	564	0.7786	0.0913	0.7786	0.8824
0.2729	24.6087	566	0.7925	0.0831	0.7925	0.8902
0.2729	24.6957	568	0.8315	0.0333	0.8315	0.9119
0.2729	24.7826	570	0.8807	0.0207	0.8807	0.9385
0.2729	24.8696	572	0.9100	-0.0218	0.9100	0.9540
0.2729	24.9565	574	0.8284	0.0711	0.8284	0.9102
0.2729	25.0435	576	0.7666	0.0913	0.7666	0.8756
0.2729	25.1304	578	0.7897	0.0793	0.7897	0.8887
0.2729	25.2174	580	0.8356	-0.0031	0.8356	0.9141
0.2729	25.3043	582	0.8044	0.0793	0.8044	0.8969
0.2729	25.3913	584	0.7677	0.0236	0.7677	0.8762
0.2729	25.4783	586	0.7475	0.0432	0.7475	0.8646
0.2729	25.5652	588	0.7594	-0.0195	0.7594	0.8714
0.2729	25.6522	590	0.7735	0.0041	0.7735	0.8795
0.2729	25.7391	592	0.8294	0.1502	0.8294	0.9107
0.2729	25.8261	594	0.8825	0.0182	0.8825	0.9394
0.2729	25.9130	596	0.9488	0.0431	0.9488	0.9741
0.2729	26.0	598	0.8796	0.1024	0.8796	0.9379
0.2729	26.0870	600	0.7978	0.0826	0.7978	0.8932
0.2729	26.1739	602	0.7858	0.0424	0.7858	0.8865
0.2729	26.2609	604	0.7968	0.0424	0.7968	0.8926
0.2729	26.3478	606	0.8259	0.0392	0.8259	0.9088
0.2729	26.4348	608	0.8323	0.0362	0.8323	0.9123
0.2729	26.5217	610	0.8386	0.0362	0.8386	0.9158
0.2729	26.6087	612	0.9242	-0.0892	0.9242	0.9613
0.2729	26.6957	614	0.9636	-0.0617	0.9636	0.9816
0.2729	26.7826	616	0.9768	-0.0628	0.9768	0.9883
0.2729	26.8696	618	0.8938	0.0182	0.8938	0.9454
0.2729	26.9565	620	0.7881	0.0909	0.7881	0.8877
0.2729	27.0435	622	0.8276	0.0316	0.8276	0.9097
0.2729	27.1304	624	0.9447	0.0026	0.9447	0.9719
0.2729	27.2174	626	0.9511	-0.0628	0.9511	0.9752
0.2729	27.3043	628	0.8763	-0.0236	0.8763	0.9361
0.2729	27.3913	630	0.8272	-0.0056	0.8272	0.9095
0.2729	27.4783	632	0.7469	-0.0704	0.7469	0.8643
0.2729	27.5652	634	0.7480	-0.0704	0.7480	0.8649
0.2729	27.6522	636	0.7483	-0.0704	0.7483	0.8651
0.2729	27.7391	638	0.7955	-0.0373	0.7955	0.8919
0.2729	27.8261	640	0.9062	-0.0236	0.9062	0.9519
0.2729	27.9130	642	1.0336	-0.0359	1.0336	1.0167
0.2729	28.0	644	1.0803	-0.0101	1.0803	1.0394
0.2729	28.0870	646	1.0942	-0.0117	1.0942	1.0460
0.2729	28.1739	648	1.0028	-0.0638	1.0028	1.0014
0.2729	28.2609	650	0.9017	-0.0551	0.9017	0.9496
0.2729	28.3478	652	0.7902	-0.1197	0.7902	0.8890
0.2729	28.4348	654	0.7876	-0.1187	0.7876	0.8875
0.2729	28.5217	656	0.8697	0.0333	0.8697	0.9326
0.2729	28.6087	658	0.9327	-0.0551	0.9327	0.9657
0.2729	28.6957	660	0.9417	-0.0918	0.9417	0.9704
0.2729	28.7826	662	0.9288	-0.0345	0.9288	0.9637
0.2729	28.8696	664	0.9239	-0.0658	0.9239	0.9612
0.2729	28.9565	666	0.9141	-0.0966	0.9141	0.9561
0.2729	29.0435	668	0.8867	-0.0885	0.8867	0.9416
0.2729	29.1304	670	0.8218	0.0016	0.8218	0.9065
0.2729	29.2174	672	0.7704	-0.0145	0.7704	0.8777
0.2729	29.3043	674	0.7600	-0.0152	0.7600	0.8718
0.2729	29.3913	676	0.8098	-0.0373	0.8098	0.8999
0.2729	29.4783	678	0.9138	-0.0200	0.9138	0.9559
0.2729	29.5652	680	0.9653	-0.0253	0.9653	0.9825
0.2729	29.6522	682	0.9986	-0.0253	0.9986	0.9993
0.2729	29.7391	684	0.9952	-0.0253	0.9952	0.9976
0.2729	29.8261	686	0.9442	-0.0526	0.9442	0.9717
0.2729	29.9130	688	0.8948	0.0304	0.8948	0.9459
0.2729	30.0	690	0.8552	-0.0031	0.8552	0.9248
0.2729	30.0870	692	0.8634	-0.0054	0.8634	0.9292
0.2729	30.1739	694	0.9464	-0.0269	0.9464	0.9728
0.2729	30.2609	696	1.0131	-0.0648	1.0131	1.0065
0.2729	30.3478	698	1.0289	-0.0695	1.0289	1.0144
0.2729	30.4348	700	0.9953	-0.0686	0.9953	0.9976
0.2729	30.5217	702	0.9293	-0.0285	0.9293	0.9640
0.2729	30.6087	704	0.8633	-0.0474	0.8633	0.9291
0.2729	30.6957	706	0.8433	-0.1609	0.8433	0.9183
0.2729	30.7826	708	0.8895	-0.0886	0.8895	0.9432
0.2729	30.8696	710	1.0032	-0.0269	1.0032	1.0016
0.2729	30.9565	712	1.1670	0.0238	1.1670	1.0803
0.2729	31.0435	714	1.2951	0.0137	1.2951	1.1380
0.2729	31.1304	716	1.2866	0.0260	1.2866	1.1343
0.2729	31.2174	718	1.0755	0.0416	1.0755	1.0371
0.2729	31.3043	720	0.9018	0.0421	0.9018	0.9496
0.2729	31.3913	722	0.8831	0.0421	0.8831	0.9398
0.2729	31.4783	724	0.8571	-0.0291	0.8571	0.9258
0.2729	31.5652	726	0.8369	-0.0291	0.8369	0.9148
0.2729	31.6522	728	0.8402	-0.0008	0.8402	0.9166
0.2729	31.7391	730	0.8476	-0.0837	0.8476	0.9207
0.2729	31.8261	732	0.8727	-0.0885	0.8727	0.9342
0.2729	31.9130	734	0.9250	-0.0269	0.9250	0.9617
0.2729	32.0	736	1.0083	-0.0031	1.0083	1.0041
0.2729	32.0870	738	1.0541	-0.0031	1.0541	1.0267
0.2729	32.1739	740	1.0519	-0.0013	1.0519	1.0256
0.2729	32.2609	742	1.0131	-0.0269	1.0131	1.0065
0.2729	32.3478	744	0.9886	-0.0269	0.9886	0.9943
0.2729	32.4348	746	0.9176	-0.0862	0.9176	0.9579
0.2729	32.5217	748	0.8473	-0.0441	0.8473	0.9205
0.2729	32.6087	750	0.7909	-0.1180	0.7909	0.8893
0.2729	32.6957	752	0.7950	-0.1184	0.7950	0.8916
0.2729	32.7826	754	0.7863	-0.0704	0.7863	0.8867
0.2729	32.8696	756	0.8005	0.0525	0.8005	0.8947
0.2729	32.9565	758	0.8609	-0.0837	0.8609	0.9279
0.2729	33.0435	760	0.9436	-0.0253	0.9436	0.9714
0.2729	33.1304	762	0.9962	-0.0067	0.9962	0.9981
0.2729	33.2174	764	0.9568	-0.0253	0.9568	0.9782
0.2729	33.3043	766	0.8836	-0.0182	0.8836	0.9400
0.2729	33.3913	768	0.8205	0.0362	0.8205	0.9058
0.2729	33.4783	770	0.7747	0.0562	0.7747	0.8802
0.2729	33.5652	772	0.7601	0.0247	0.7601	0.8718
0.2729	33.6522	774	0.7772	0.0525	0.7772	0.8816
0.2729	33.7391	776	0.8370	0.0304	0.8370	0.9149
0.2729	33.8261	778	0.9918	0.0086	0.9918	0.9959
0.2729	33.9130	780	1.0361	0.0006	1.0361	1.0179
0.2729	34.0	782	1.0138	0.0006	1.0138	1.0069
0.2729	34.0870	784	0.9455	0.0378	0.9455	0.9724
0.2729	34.1739	786	0.8818	0.0909	0.8818	0.9391
0.2729	34.2609	788	0.7939	0.1453	0.7939	0.8910
0.2729	34.3478	790	0.7382	0.1449	0.7382	0.8592
0.2729	34.4348	792	0.7625	0.0831	0.7625	0.8732
0.2729	34.5217	794	0.8632	0.0175	0.8632	0.9291
0.2729	34.6087	796	0.9617	0.0026	0.9617	0.9807
0.2729	34.6957	798	1.0051	0.0282	1.0051	1.0025
0.2729	34.7826	800	1.0439	0.0217	1.0439	1.0217
0.2729	34.8696	802	1.0373	0.0217	1.0373	1.0185
0.2729	34.9565	804	0.9555	-0.0918	0.9555	0.9775
0.2729	35.0435	806	0.8830	-0.0211	0.8830	0.9397
0.2729	35.1304	808	0.8314	-0.0486	0.8314	0.9118
0.2729	35.2174	810	0.8292	-0.0486	0.8292	0.9106
0.2729	35.3043	812	0.8463	-0.0486	0.8463	0.9199
0.2729	35.3913	814	0.8711	-0.0175	0.8711	0.9333
0.2729	35.4783	816	0.8683	-0.0157	0.8683	0.9318
0.2729	35.5652	818	0.9600	-0.0912	0.9600	0.9798
0.2729	35.6522	820	1.0565	0.0238	1.0565	1.0279
0.2729	35.7391	822	1.0892	0.0156	1.0892	1.0436
0.2729	35.8261	824	1.0987	0.0156	1.0987	1.0482
0.2729	35.9130	826	1.0582	0.0238	1.0582	1.0287
0.2729	36.0	828	0.9672	-0.0912	0.9672	0.9835
0.2729	36.0870	830	0.9119	-0.0194	0.9119	0.9549
0.2729	36.1739	832	0.9191	-0.0899	0.9191	0.9587
0.2729	36.2609	834	0.8803	-0.0138	0.8803	0.9382
0.2729	36.3478	836	0.8774	-0.0138	0.8774	0.9367
0.2729	36.4348	838	0.8922	-0.0526	0.8922	0.9446
0.2729	36.5217	840	0.8627	-0.0138	0.8627	0.9288
0.2729	36.6087	842	0.8351	-0.0076	0.8351	0.9138
0.2729	36.6957	844	0.8135	0.0793	0.8135	0.9019
0.2729	36.7826	846	0.8341	-0.0486	0.8341	0.9133
0.2729	36.8696	848	0.8699	-0.0500	0.8699	0.9327
0.2729	36.9565	850	0.8944	-0.0236	0.8944	0.9457
0.2729	37.0435	852	0.8971	-0.0236	0.8971	0.9472
0.2729	37.1304	854	0.8470	-0.0486	0.8470	0.9203
0.2729	37.2174	856	0.7720	-0.0295	0.7720	0.8787
0.2729	37.3043	858	0.7417	-0.0179	0.7417	0.8612
0.2729	37.3913	860	0.7451	-0.0179	0.7451	0.8632
0.2729	37.4783	862	0.7619	-0.0731	0.7619	0.8729
0.2729	37.5652	864	0.8073	0.1243	0.8073	0.8985
0.2729	37.6522	866	0.8368	0.1605	0.8368	0.9148
0.2729	37.7391	868	0.8465	0.0748	0.8465	0.9201
0.2729	37.8261	870	0.8442	0.0362	0.8442	0.9188
0.2729	37.9130	872	0.8086	0.0456	0.8086	0.8992
0.2729	38.0	874	0.7974	-0.0336	0.7974	0.8930
0.2729	38.0870	876	0.7836	-0.1191	0.7836	0.8852
0.2729	38.1739	878	0.7772	-0.1191	0.7772	0.8816
0.2729	38.2609	880	0.7920	-0.0755	0.7920	0.8900
0.2729	38.3478	882	0.8262	0.0362	0.8262	0.9090
0.2729	38.4348	884	0.8859	-0.0471	0.8859	0.9412
0.2729	38.5217	886	0.9357	-0.0228	0.9357	0.9673
0.2729	38.6087	888	0.9296	-0.0157	0.9296	0.9642
0.2729	38.6957	890	0.8778	0.0362	0.8778	0.9369
0.2729	38.7826	892	0.8259	-0.0336	0.8259	0.9088
0.2729	38.8696	894	0.7692	-0.0718	0.7692	0.8770
0.2729	38.9565	896	0.7491	-0.0204	0.7491	0.8655
0.2729	39.0435	898	0.7847	-0.1191	0.7847	0.8858
0.2729	39.1304	900	0.9078	0.0676	0.9078	0.9528
0.2729	39.2174	902	0.9790	-0.0285	0.9790	0.9895
0.2729	39.3043	904	0.9797	-0.0285	0.9797	0.9898
0.2729	39.3913	906	0.9130	-0.0885	0.9130	0.9555
0.2729	39.4783	908	0.8947	-0.0526	0.8947	0.9459
0.2729	39.5652	910	0.8816	-0.0545	0.8816	0.9389
0.2729	39.6522	912	0.8722	-0.0532	0.8722	0.9339
0.2729	39.7391	914	0.8281	0.0287	0.8281	0.9100
0.2729	39.8261	916	0.7682	-0.0204	0.7682	0.8765
0.2729	39.9130	918	0.7403	0.0436	0.7403	0.8604
0.2729	40.0	920	0.7304	0.0436	0.7304	0.8546
0.2729	40.0870	922	0.7336	0.0479	0.7336	0.8565
0.2729	40.1739	924	0.7369	0.0436	0.7369	0.8584
0.2729	40.2609	926	0.7374	0.0436	0.7374	0.8587
0.2729	40.3478	928	0.7415	0.0436	0.7415	0.8611
0.2729	40.4348	930	0.8038	-0.1191	0.8038	0.8966
0.2729	40.5217	932	0.8593	-0.0033	0.8593	0.9270
0.2729	40.6087	934	0.9361	0.0157	0.9361	0.9675
0.2729	40.6957	936	0.9828	0.0067	0.9828	0.9914
0.2729	40.7826	938	0.9889	0.0046	0.9889	0.9944
0.2729	40.8696	940	0.9384	-0.0157	0.9384	0.9687
0.2729	40.9565	942	0.8903	-0.0809	0.8903	0.9436
0.2729	41.0435	944	0.8271	-0.1187	0.8271	0.9094
0.2729	41.1304	946	0.8391	-0.1187	0.8391	0.9160
0.2729	41.2174	948	0.8830	-0.0788	0.8830	0.9397
0.2729	41.3043	950	0.9651	-0.0563	0.9651	0.9824
0.2729	41.3913	952	1.0239	-0.0937	1.0239	1.0119
0.2729	41.4783	954	1.0218	-0.0084	1.0218	1.0108
0.2729	41.5652	956	0.9645	-0.0628	0.9645	0.9821
0.2729	41.6522	958	0.8578	-0.0818	0.8578	0.9262
0.2729	41.7391	960	0.7684	-0.1180	0.7684	0.8766
0.2729	41.8261	962	0.7219	0.0479	0.7219	0.8497
0.2729	41.9130	964	0.7205	-0.0571	0.7205	0.8488
0.2729	42.0	966	0.7063	0.0479	0.7063	0.8404
0.2729	42.0870	968	0.7070	0.0479	0.7070	0.8409
0.2729	42.1739	970	0.7152	0.0395	0.7152	0.8457
0.2729	42.2609	972	0.7437	-0.0204	0.7437	0.8624
0.2729	42.3478	974	0.7357	-0.0204	0.7357	0.8577
0.2729	42.4348	976	0.7346	-0.0204	0.7346	0.8571
0.2729	42.5217	978	0.7667	-0.0295	0.7667	0.8756
0.2729	42.6087	980	0.9300	0.0250	0.9300	0.9644
0.2729	42.6957	982	1.2195	0.0156	1.2195	1.1043
0.2729	42.7826	984	1.2760	-0.0247	1.2760	1.1296
0.2729	42.8696	986	1.2225	-0.0234	1.2225	1.1057
0.2729	42.9565	988	1.1473	0.0338	1.1473	1.0711
0.2729	43.0435	990	1.0271	-0.0334	1.0271	1.0135
0.2729	43.1304	992	0.9271	-0.0526	0.9271	0.9628
0.2729	43.2174	994	0.8593	0.0277	0.8593	0.9270
0.2729	43.3043	996	0.8348	0.0041	0.8348	0.9137
0.2729	43.3913	998	0.8615	0.0277	0.8615	0.9282
0.0487	43.4783	1000	0.9028	-0.0157	0.9028	0.9502
0.0487	43.5652	1002	0.9515	-0.0539	0.9515	0.9754
0.0487	43.6522	1004	0.9467	-0.0228	0.9467	0.9730
0.0487	43.7391	1006	0.8958	0.1399	0.8958	0.9465
0.0487	43.8261	1008	0.8935	0.1399	0.8935	0.9453
0.0487	43.9130	1010	0.8550	0.1825	0.8550	0.9247
0.0487	44.0	1012	0.9671	0.0416	0.9671	0.9834
0.0487	44.0870	1014	1.0209	0.0045	1.0209	1.0104
0.0487	44.1739	1016	1.0846	0.0006	1.0846	1.0414
0.0487	44.2609	1018	1.1166	-0.0030	1.1166	1.0567
0.0487	44.3478	1020	1.0649	0.0006	1.0649	1.0320
0.0487	44.4348	1022	1.0356	0.0006	1.0356	1.0176
0.0487	44.5217	1024	1.0110	0.0006	1.0110	1.0055
0.0487	44.6087	1026	0.9839	0.0006	0.9839	0.9919
0.0487	44.6957	1028	0.9519	-0.0918	0.9519	0.9757
0.0487	44.7826	1030	0.9311	-0.0912	0.9311	0.9649
0.0487	44.8696	1032	0.9205	-0.0912	0.9205	0.9594
0.0487	44.9565	1034	0.9323	-0.0937	0.9323	0.9656
0.0487	45.0435	1036	0.9539	-0.0334	0.9539	0.9767

Framework versions

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