ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k15_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: 0.8027
• Qwk: -0.0488
• Mse: 0.8027
• Rmse: 0.8959

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	0.0526	2	4.0237	-0.0082	4.0237	2.0059
No log	0.1053	4	2.3187	0.0229	2.3187	1.5227
No log	0.1579	6	2.0156	0.0304	2.0156	1.4197
No log	0.2105	8	1.5780	0.0962	1.5780	1.2562
No log	0.2632	10	1.1056	-0.0133	1.1056	1.0515
No log	0.3158	12	0.9212	-0.0571	0.9212	0.9598
No log	0.3684	14	1.0904	-0.0117	1.0904	1.0442
No log	0.4211	16	1.5017	0.0032	1.5017	1.2255
No log	0.4737	18	1.1960	0.0065	1.1960	1.0936
No log	0.5263	20	0.7190	0.0909	0.7190	0.8479
No log	0.5789	22	0.6796	0.0	0.6796	0.8244
No log	0.6316	24	0.6860	0.0	0.6860	0.8283
No log	0.6842	26	0.7892	-0.0351	0.7892	0.8884
No log	0.7368	28	1.1039	-0.0468	1.1039	1.0507
No log	0.7895	30	1.0425	-0.0149	1.0425	1.0210
No log	0.8421	32	0.9608	0.0305	0.9608	0.9802
No log	0.8947	34	0.7242	0.0506	0.7242	0.8510
No log	0.9474	36	0.6985	-0.0035	0.6985	0.8358
No log	1.0	38	0.6698	-0.0035	0.6698	0.8184
No log	1.0526	40	0.7021	-0.0035	0.7021	0.8379
No log	1.1053	42	0.8220	-0.1249	0.8220	0.9066
No log	1.1579	44	0.9064	-0.1660	0.9064	0.9520
No log	1.2105	46	1.1058	0.0176	1.1058	1.0516
No log	1.2632	48	0.8730	-0.1257	0.8730	0.9343
No log	1.3158	50	0.8626	-0.1695	0.8626	0.9287
No log	1.3684	52	1.1683	0.0083	1.1683	1.0809
No log	1.4211	54	1.2742	-0.0490	1.2742	1.1288
No log	1.4737	56	1.0315	-0.0031	1.0315	1.0156
No log	1.5263	58	0.7552	-0.0131	0.7552	0.8690
No log	1.5789	60	0.6878	0.0	0.6878	0.8293
No log	1.6316	62	0.6929	0.0555	0.6929	0.8324
No log	1.6842	64	0.8309	-0.0309	0.8309	0.9116
No log	1.7368	66	1.0222	0.0680	1.0222	1.0110
No log	1.7895	68	0.7754	-0.1738	0.7754	0.8806
No log	1.8421	70	0.7237	0.0	0.7237	0.8507
No log	1.8947	72	0.7298	-0.0520	0.7298	0.8543
No log	1.9474	74	0.7405	0.0	0.7405	0.8605
No log	2.0	76	0.9241	-0.0408	0.9241	0.9613
No log	2.0526	78	0.9422	-0.0459	0.9422	0.9707
No log	2.1053	80	0.7841	-0.0595	0.7841	0.8855
No log	2.1579	82	0.7925	-0.0473	0.7925	0.8902
No log	2.2105	84	0.8018	-0.1106	0.8018	0.8955
No log	2.2632	86	0.8282	-0.0195	0.8282	0.9101
No log	2.3158	88	0.8122	-0.0595	0.8122	0.9012
No log	2.3684	90	0.9748	0.0293	0.9748	0.9873
No log	2.4211	92	0.9113	0.0118	0.9113	0.9546
No log	2.4737	94	0.8698	-0.0678	0.8698	0.9326
No log	2.5263	96	0.8739	0.0271	0.8739	0.9348
No log	2.5789	98	0.7935	-0.0493	0.7935	0.8908
No log	2.6316	100	0.7829	-0.0513	0.7829	0.8848
No log	2.6842	102	0.9319	0.0793	0.9319	0.9654
No log	2.7368	104	0.7892	-0.0030	0.7892	0.8883
No log	2.7895	106	0.8647	-0.0724	0.8647	0.9299
No log	2.8421	108	0.8841	-0.1991	0.8841	0.9403
No log	2.8947	110	0.8658	0.0449	0.8658	0.9305
No log	2.9474	112	0.9426	-0.0163	0.9426	0.9709
No log	3.0	114	0.8855	-0.0237	0.8855	0.9410
No log	3.0526	116	0.8988	-0.1474	0.8988	0.9480
No log	3.1053	118	0.9110	-0.0750	0.9110	0.9545
No log	3.1579	120	0.9118	-0.0226	0.9118	0.9549
No log	3.2105	122	0.9191	-0.0492	0.9191	0.9587
No log	3.2632	124	0.9232	0.0	0.9232	0.9608
No log	3.3158	126	0.9019	-0.0054	0.9019	0.9497
No log	3.3684	128	0.8219	-0.0826	0.8219	0.9066
No log	3.4211	130	0.7956	-0.0363	0.7956	0.8920
No log	3.4737	132	0.7569	0.0375	0.7569	0.8700
No log	3.5263	134	0.8054	0.0759	0.8054	0.8975
No log	3.5789	136	0.7376	0.0033	0.7376	0.8588
No log	3.6316	138	0.7823	-0.1001	0.7823	0.8845
No log	3.6842	140	0.7705	0.0033	0.7705	0.8778
No log	3.7368	142	0.9464	-0.0809	0.9464	0.9728
No log	3.7895	144	0.8867	-0.0262	0.8867	0.9416
No log	3.8421	146	0.8352	-0.0385	0.8352	0.9139
No log	3.8947	148	0.8707	-0.0881	0.8707	0.9331
No log	3.9474	150	0.7453	-0.0541	0.7453	0.8633
No log	4.0	152	0.7184	0.0479	0.7184	0.8476
No log	4.0526	154	0.7031	-0.0033	0.7031	0.8385
No log	4.1053	156	0.7011	-0.0069	0.7011	0.8373
No log	4.1579	158	0.7190	-0.0069	0.7190	0.8479
No log	4.2105	160	0.7376	-0.0541	0.7376	0.8588
No log	4.2632	162	0.8297	-0.0406	0.8297	0.9109
No log	4.3158	164	0.9076	-0.1606	0.9076	0.9527
No log	4.3684	166	0.8853	-0.1331	0.8853	0.9409
No log	4.4211	168	0.9753	-0.0149	0.9753	0.9876
No log	4.4737	170	1.1986	-0.0521	1.1986	1.0948
No log	4.5263	172	0.9987	-0.0642	0.9987	0.9994
No log	4.5789	174	0.8438	-0.0870	0.8438	0.9186
No log	4.6316	176	0.8137	-0.1329	0.8137	0.9021
No log	4.6842	178	0.8347	0.1146	0.8347	0.9136
No log	4.7368	180	0.9928	-0.0285	0.9928	0.9964
No log	4.7895	182	0.8448	-0.0033	0.8448	0.9191
No log	4.8421	184	0.7466	-0.0499	0.7466	0.8640
No log	4.8947	186	0.8193	-0.0363	0.8193	0.9051
No log	4.9474	188	0.7759	-0.1001	0.7759	0.8808
No log	5.0	190	0.8028	-0.0179	0.8028	0.8960
No log	5.0526	192	0.8634	-0.0274	0.8634	0.9292
No log	5.1053	194	0.7716	-0.1018	0.7716	0.8784
No log	5.1579	196	0.7855	-0.1067	0.7855	0.8863
No log	5.2105	198	0.7742	-0.1067	0.7742	0.8799
No log	5.2632	200	0.7629	-0.1067	0.7629	0.8735
No log	5.3158	202	0.7748	-0.1067	0.7748	0.8802
No log	5.3684	204	0.7437	0.0	0.7437	0.8624
No log	5.4211	206	0.7181	0.0	0.7181	0.8474
No log	5.4737	208	0.7834	0.0296	0.7834	0.8851
No log	5.5263	210	0.9549	0.0233	0.9549	0.9772
No log	5.5789	212	0.8208	0.0525	0.8208	0.9060
No log	5.6316	214	0.7556	0.0033	0.7556	0.8692
No log	5.6842	216	0.8079	-0.1001	0.8079	0.8988
No log	5.7368	218	0.8231	-0.1473	0.8231	0.9072
No log	5.7895	220	0.7763	0.0033	0.7763	0.8811
No log	5.8421	222	0.8573	0.0476	0.8573	0.9259
No log	5.8947	224	0.7929	-0.0660	0.7929	0.8904
No log	5.9474	226	0.8075	-0.1473	0.8075	0.8986
No log	6.0	228	0.8967	-0.0881	0.8967	0.9470
No log	6.0526	230	0.8495	-0.1473	0.8495	0.9217
No log	6.1053	232	0.8014	-0.1081	0.8014	0.8952
No log	6.1579	234	0.8355	-0.0628	0.8355	0.9141
No log	6.2105	236	0.8235	-0.0595	0.8235	0.9075
No log	6.2632	238	0.7866	-0.1001	0.7866	0.8869
No log	6.3158	240	0.7673	-0.1001	0.7673	0.8760
No log	6.3684	242	0.7475	-0.0662	0.7475	0.8646
No log	6.4211	244	0.8322	-0.0331	0.8322	0.9123
No log	6.4737	246	0.7745	0.0334	0.7745	0.8801
No log	6.5263	248	0.7493	-0.0499	0.7493	0.8656
No log	6.5789	250	0.8355	-0.1473	0.8355	0.9141
No log	6.6316	252	0.8561	-0.1473	0.8561	0.9253
No log	6.6842	254	0.8462	-0.0550	0.8462	0.9199
No log	6.7368	256	1.1431	-0.0936	1.1431	1.0692
No log	6.7895	258	1.1359	-0.0936	1.1359	1.0658
No log	6.8421	260	0.8805	-0.0658	0.8805	0.9384
No log	6.8947	262	0.8652	-0.1473	0.8652	0.9302
No log	6.9474	264	0.8620	-0.1473	0.8620	0.9284
No log	7.0	266	0.8013	-0.1010	0.8013	0.8952
No log	7.0526	268	0.8776	-0.0287	0.8776	0.9368
No log	7.1053	270	0.9988	-0.1278	0.9988	0.9994
No log	7.1579	272	0.8918	-0.0823	0.8918	0.9444
No log	7.2105	274	0.7796	-0.0499	0.7796	0.8830
No log	7.2632	276	0.8728	-0.1473	0.8728	0.9342
No log	7.3158	278	0.9253	-0.2071	0.9253	0.9620
No log	7.3684	280	0.8574	-0.1473	0.8574	0.9260
No log	7.4211	282	0.8322	0.0	0.8322	0.9123
No log	7.4737	284	0.8105	0.0496	0.8105	0.9003
No log	7.5263	286	0.7761	-0.0499	0.7761	0.8810
No log	7.5789	288	0.7582	-0.0499	0.7582	0.8708
No log	7.6316	290	0.7526	-0.0499	0.7526	0.8675
No log	7.6842	292	0.7764	0.0496	0.7764	0.8811
No log	7.7368	294	0.7775	0.0033	0.7775	0.8818
No log	7.7895	296	0.7902	-0.1001	0.7902	0.8889
No log	7.8421	298	0.7830	0.0571	0.7830	0.8848
No log	7.8947	300	0.8989	-0.0870	0.8989	0.9481
No log	7.9474	302	0.8888	-0.0408	0.8888	0.9428
No log	8.0	304	0.8106	-0.0939	0.8106	0.9003
No log	8.0526	306	0.8528	-0.1399	0.8528	0.9235
No log	8.1053	308	0.7936	-0.0499	0.7936	0.8908
No log	8.1579	310	0.7874	0.0035	0.7874	0.8873
No log	8.2105	312	0.8514	-0.0287	0.8514	0.9227
No log	8.2632	314	0.8315	-0.0215	0.8315	0.9119
No log	8.3158	316	0.7662	-0.0499	0.7662	0.8753
No log	8.3684	318	0.8141	-0.1001	0.8141	0.9022
No log	8.4211	320	0.8112	-0.1001	0.8112	0.9006
No log	8.4737	322	0.8454	-0.0612	0.8454	0.9195
No log	8.5263	324	1.0267	-0.0894	1.0267	1.0132
No log	8.5789	326	0.9329	-0.0757	0.9329	0.9659
No log	8.6316	328	0.8810	-0.0826	0.8810	0.9386
No log	8.6842	330	0.9632	-0.1298	0.9632	0.9814
No log	8.7368	332	0.8860	-0.2243	0.8860	0.9413
No log	8.7895	334	0.8065	-0.1001	0.8065	0.8980
No log	8.8421	336	0.8245	-0.0264	0.8245	0.9080
No log	8.8947	338	1.0739	-0.0658	1.0739	1.0363
No log	8.9474	340	1.0950	-0.1584	1.0950	1.0464
No log	9.0	342	0.9391	-0.0916	0.9391	0.9691
No log	9.0526	344	0.7530	-0.0069	0.7530	0.8678
No log	9.1053	346	0.7539	-0.0499	0.7539	0.8683
No log	9.1579	348	0.7829	-0.0499	0.7829	0.8848
No log	9.2105	350	0.8503	-0.0595	0.8503	0.9221
No log	9.2632	352	0.8914	0.0247	0.8914	0.9442
No log	9.3158	354	0.8746	0.0260	0.8746	0.9352
No log	9.3684	356	0.8178	-0.0520	0.8178	0.9043
No log	9.4211	358	0.8440	-0.1473	0.8440	0.9187
No log	9.4737	360	0.8287	-0.1473	0.8287	0.9103
No log	9.5263	362	0.8105	-0.0520	0.8105	0.9003
No log	9.5789	364	0.9479	-0.1645	0.9479	0.9736
No log	9.6316	366	1.0692	-0.0972	1.0692	1.0340
No log	9.6842	368	0.9606	-0.0870	0.9606	0.9801
No log	9.7368	370	0.8308	-0.1081	0.8308	0.9115
No log	9.7895	372	0.8069	-0.0499	0.8069	0.8983
No log	9.8421	374	0.8530	0.0214	0.8530	0.9236
No log	9.8947	376	0.9506	-0.0474	0.9506	0.9750
No log	9.9474	378	0.8944	-0.0371	0.8944	0.9457
No log	10.0	380	0.8743	0.0236	0.8743	0.9350
No log	10.0526	382	0.8793	0.0303	0.8793	0.9377
No log	10.1053	384	0.8673	-0.0449	0.8673	0.9313
No log	10.1579	386	0.8557	0.0479	0.8557	0.9250
No log	10.2105	388	0.8315	-0.0499	0.8315	0.9119
No log	10.2632	390	0.8480	-0.2006	0.8480	0.9209
No log	10.3158	392	0.8369	-0.1001	0.8369	0.9148
No log	10.3684	394	0.7600	-0.0499	0.7600	0.8718
No log	10.4211	396	0.7775	-0.0035	0.7775	0.8818
No log	10.4737	398	0.8906	0.0157	0.8906	0.9437
No log	10.5263	400	0.9216	-0.0961	0.9216	0.9600
No log	10.5789	402	0.8558	0.0953	0.8558	0.9251
No log	10.6316	404	0.7773	-0.0035	0.7773	0.8817
No log	10.6842	406	0.7756	0.0	0.7756	0.8807
No log	10.7368	408	0.8112	-0.0499	0.8112	0.9007
No log	10.7895	410	0.8484	-0.0591	0.8484	0.9211
No log	10.8421	412	0.9320	-0.1259	0.9320	0.9654
No log	10.8947	414	0.9853	-0.1636	0.9853	0.9926
No log	10.9474	416	0.8698	-0.1241	0.8698	0.9326
No log	11.0	418	0.8028	-0.0499	0.8028	0.8960
No log	11.0526	420	0.8826	-0.2336	0.8826	0.9395
No log	11.1053	422	0.9030	-0.1538	0.9030	0.9503
No log	11.1579	424	0.8353	-0.0499	0.8353	0.9140
No log	11.2105	426	0.8324	0.0395	0.8324	0.9124
No log	11.2632	428	0.8170	-0.0032	0.8170	0.9039
No log	11.3158	430	0.8483	-0.0252	0.8483	0.9210
No log	11.3684	432	0.8507	0.0159	0.8507	0.9223
No log	11.4211	434	0.8161	-0.0520	0.8161	0.9034
No log	11.4737	436	0.8025	-0.0499	0.8025	0.8958
No log	11.5263	438	0.7775	-0.0499	0.7775	0.8818
No log	11.5789	440	0.7725	-0.0644	0.7725	0.8789
No log	11.6316	442	0.7564	-0.0035	0.7564	0.8697
No log	11.6842	444	0.7599	-0.0662	0.7599	0.8717
No log	11.7368	446	0.7932	-0.0188	0.7932	0.8906
No log	11.7895	448	0.8448	0.0099	0.8448	0.9191
No log	11.8421	450	0.8559	-0.0718	0.8559	0.9251
No log	11.8947	452	0.8827	-0.0322	0.8827	0.9395
No log	11.9474	454	0.9075	-0.0633	0.9075	0.9526
No log	12.0	456	0.8923	-0.0366	0.8923	0.9446
No log	12.0526	458	0.8691	0.0152	0.8691	0.9322
No log	12.1053	460	0.8647	-0.0033	0.8647	0.9299
No log	12.1579	462	0.8059	0.0334	0.8059	0.8977
No log	12.2105	464	0.7507	-0.0571	0.7507	0.8664
No log	12.2632	466	0.7340	-0.0571	0.7340	0.8568
No log	12.3158	468	0.7524	-0.0571	0.7524	0.8674
No log	12.3684	470	0.7907	0.1259	0.7907	0.8892
No log	12.4211	472	0.8224	0.0129	0.8224	0.9069
No log	12.4737	474	0.8013	0.0191	0.8013	0.8951
No log	12.5263	476	0.7758	0.0374	0.7758	0.8808
No log	12.5789	478	0.7753	0.0479	0.7753	0.8805
No log	12.6316	480	0.7914	-0.0499	0.7914	0.8896
No log	12.6842	482	0.8211	-0.1001	0.8211	0.9062
No log	12.7368	484	0.8377	-0.0493	0.8377	0.9153
No log	12.7895	486	0.8979	-0.1187	0.8979	0.9476
No log	12.8421	488	0.9124	-0.1197	0.9124	0.9552
No log	12.8947	490	0.8567	-0.1018	0.8567	0.9256
No log	12.9474	492	0.8203	-0.1001	0.8203	0.9057
No log	13.0	494	0.8047	-0.1001	0.8047	0.8970
No log	13.0526	496	0.8539	-0.0560	0.8539	0.9241
No log	13.1053	498	0.8953	-0.1701	0.8953	0.9462
0.3045	13.1579	500	0.8666	-0.1246	0.8666	0.9309
0.3045	13.2105	502	0.8362	-0.0541	0.8362	0.9144
0.3045	13.2632	504	0.8401	-0.0101	0.8401	0.9166
0.3045	13.3158	506	0.8734	-0.1249	0.8734	0.9346
0.3045	13.3684	508	0.8693	-0.0240	0.8693	0.9324
0.3045	13.4211	510	0.8599	-0.0560	0.8599	0.9273
0.3045	13.4737	512	0.8885	-0.1142	0.8885	0.9426
0.3045	13.5263	514	0.8767	-0.0633	0.8767	0.9363
0.3045	13.5789	516	0.8298	-0.1001	0.8298	0.9109
0.3045	13.6316	518	0.8884	-0.0145	0.8884	0.9425
0.3045	13.6842	520	0.8843	-0.0204	0.8843	0.9404
0.3045	13.7368	522	0.8165	-0.0609	0.8165	0.9036
0.3045	13.7895	524	0.7625	-0.0499	0.7625	0.8732
0.3045	13.8421	526	0.7888	0.0035	0.7888	0.8881
0.3045	13.8947	528	0.8064	0.0	0.8064	0.8980
0.3045	13.9474	530	0.8405	-0.0096	0.8405	0.9168
0.3045	14.0	532	0.8591	-0.0096	0.8591	0.9269
0.3045	14.0526	534	0.8815	-0.0145	0.8815	0.9389
0.3045	14.1053	536	0.8801	0.0376	0.8801	0.9381
0.3045	14.1579	538	0.9135	0.0191	0.9135	0.9558
0.3045	14.2105	540	0.9716	-0.1650	0.9716	0.9857
0.3045	14.2632	542	0.9253	-0.0408	0.9253	0.9619
0.3045	14.3158	544	0.8221	0.1028	0.8221	0.9067
0.3045	14.3684	546	0.8085	-0.1263	0.8085	0.8991
0.3045	14.4211	548	0.7836	-0.0363	0.7836	0.8852
0.3045	14.4737	550	0.8049	0.0909	0.8049	0.8972
0.3045	14.5263	552	0.9626	-0.0886	0.9626	0.9811
0.3045	14.5789	554	0.9549	-0.0878	0.9549	0.9772
0.3045	14.6316	556	0.8259	0.0973	0.8259	0.9088
0.3045	14.6842	558	0.8082	-0.0881	0.8082	0.8990
0.3045	14.7368	560	0.7920	-0.0881	0.7920	0.8899
0.3045	14.7895	562	0.7597	0.0	0.7597	0.8716
0.3045	14.8421	564	0.8039	0.1202	0.8039	0.8966
0.3045	14.8947	566	0.8186	0.0670	0.8186	0.9048
0.3045	14.9474	568	0.8222	0.0670	0.8222	0.9067
0.3045	15.0	570	0.7911	-0.0473	0.7911	0.8894
0.3045	15.0526	572	0.7903	-0.0499	0.7903	0.8890
0.3045	15.1053	574	0.8019	0.0496	0.8019	0.8955
0.3045	15.1579	576	0.7852	-0.0499	0.7852	0.8861
0.3045	15.2105	578	0.7959	-0.1001	0.7959	0.8921
0.3045	15.2632	580	0.7957	0.0	0.7957	0.8920
0.3045	15.3158	582	0.8709	-0.0790	0.8709	0.9332
0.3045	15.3684	584	0.8808	-0.0351	0.8808	0.9385
0.3045	15.4211	586	0.8252	0.0454	0.8252	0.9084
0.3045	15.4737	588	0.8467	-0.1001	0.8467	0.9201
0.3045	15.5263	590	0.8649	-0.1329	0.8649	0.9300
0.3045	15.5789	592	0.8364	-0.1001	0.8364	0.9146
0.3045	15.6316	594	0.8313	-0.0091	0.8313	0.9117
0.3045	15.6842	596	0.8368	0.0260	0.8368	0.9148
0.3045	15.7368	598	0.7922	0.0496	0.7922	0.8900
0.3045	15.7895	600	0.7700	-0.1001	0.7700	0.8775
0.3045	15.8421	602	0.7857	-0.1001	0.7857	0.8864
0.3045	15.8947	604	0.7820	-0.0499	0.7820	0.8843
0.3045	15.9474	606	0.8497	0.0260	0.8497	0.9218
0.3045	16.0	608	1.0026	-0.2000	1.0026	1.0013
0.3045	16.0526	610	1.0437	-0.1286	1.0437	1.0216
0.3045	16.1053	612	0.9519	-0.2000	0.9519	0.9756
0.3045	16.1579	614	0.7967	0.0506	0.7967	0.8926
0.3045	16.2105	616	0.8069	-0.1001	0.8069	0.8983
0.3045	16.2632	618	0.8542	-0.2006	0.8542	0.9242
0.3045	16.3158	620	0.8396	-0.2006	0.8396	0.9163
0.3045	16.3684	622	0.8026	-0.1001	0.8026	0.8959
0.3045	16.4211	624	0.8085	-0.0032	0.8085	0.8991
0.3045	16.4737	626	0.8220	-0.1992	0.8220	0.9066
0.3045	16.5263	628	0.8542	-0.1201	0.8542	0.9243
0.3045	16.5789	630	0.8869	-0.0093	0.8869	0.9417
0.3045	16.6316	632	0.8699	-0.0093	0.8699	0.9327
0.3045	16.6842	634	0.8240	-0.0976	0.8240	0.9077
0.3045	16.7368	636	0.8242	0.0394	0.8242	0.9078
0.3045	16.7895	638	0.7867	0.0454	0.7867	0.8870
0.3045	16.8421	640	0.7902	-0.1001	0.7902	0.8889
0.3045	16.8947	642	0.8300	-0.1917	0.8300	0.9110
0.3045	16.9474	644	0.8441	-0.1917	0.8441	0.9187
0.3045	17.0	646	0.8055	-0.2006	0.8055	0.8975
0.3045	17.0526	648	0.7644	-0.0499	0.7644	0.8743
0.3045	17.1053	650	0.7663	0.0334	0.7663	0.8754
0.3045	17.1579	652	0.7766	0.0807	0.7766	0.8813
0.3045	17.2105	654	0.7476	-0.0541	0.7476	0.8646
0.3045	17.2632	656	0.7544	-0.1001	0.7544	0.8685
0.3045	17.3158	658	0.7543	-0.0499	0.7543	0.8685
0.3045	17.3684	660	0.7567	-0.0062	0.7567	0.8699
0.3045	17.4211	662	0.8099	0.0723	0.8099	0.8999
0.3045	17.4737	664	0.8708	0.1047	0.8708	0.9332
0.3045	17.5263	666	0.8618	0.1047	0.8618	0.9283
0.3045	17.5789	668	0.8020	-0.0091	0.8020	0.8955
0.3045	17.6316	670	0.7784	-0.0560	0.7784	0.8823
0.3045	17.6842	672	0.7647	-0.0560	0.7647	0.8745
0.3045	17.7368	674	0.7792	0.0374	0.7792	0.8827
0.3045	17.7895	676	0.8316	0.1047	0.8316	0.9119
0.3045	17.8421	678	0.8133	0.0714	0.8133	0.9018
0.3045	17.8947	680	0.8034	-0.1466	0.8034	0.8963
0.3045	17.9474	682	0.8238	-0.1882	0.8238	0.9076
0.3045	18.0	684	0.8216	-0.1964	0.8216	0.9064
0.3045	18.0526	686	0.8137	-0.1964	0.8137	0.9020
0.3045	18.1053	688	0.8162	0.0375	0.8162	0.9034
0.3045	18.1579	690	0.8481	0.1096	0.8481	0.9209
0.3045	18.2105	692	0.8132	0.1565	0.8132	0.9018
0.3045	18.2632	694	0.7675	0.1148	0.7675	0.8761
0.3045	18.3158	696	0.7269	-0.0101	0.7269	0.8526
0.3045	18.3684	698	0.7269	-0.0591	0.7269	0.8526
0.3045	18.4211	700	0.7819	-0.1551	0.7819	0.8842
0.3045	18.4737	702	0.8493	-0.1201	0.8493	0.9216
0.3045	18.5263	704	0.8017	-0.1823	0.8017	0.8954
0.3045	18.5789	706	0.7854	0.1095	0.7854	0.8862
0.3045	18.6316	708	0.8358	0.0611	0.8358	0.9142
0.3045	18.6842	710	0.8959	-0.0079	0.8959	0.9465
0.3045	18.7368	712	1.0119	-0.1279	1.0119	1.0059
0.3045	18.7895	714	0.9956	-0.1279	0.9956	0.9978
0.3045	18.8421	716	0.8483	0.0549	0.8483	0.9210
0.3045	18.8947	718	0.7630	0.0296	0.7630	0.8735
0.3045	18.9474	720	0.7512	0.0857	0.7512	0.8667
0.3045	19.0	722	0.7916	0.0714	0.7916	0.8897
0.3045	19.0526	724	0.8723	0.0512	0.8723	0.9339
0.3045	19.1053	726	0.9337	-0.0459	0.9337	0.9663
0.3045	19.1579	728	0.9644	-0.1277	0.9644	0.9820
0.3045	19.2105	730	0.9641	-0.1276	0.9641	0.9819
0.3045	19.2632	732	0.9060	-0.0309	0.9060	0.9518
0.3045	19.3158	734	0.8562	0.0611	0.8562	0.9253
0.3045	19.3684	736	0.8229	0.0269	0.8229	0.9071
0.3045	19.4211	738	0.8261	0.0690	0.8261	0.9089
0.3045	19.4737	740	0.8926	-0.0442	0.8926	0.9448
0.3045	19.5263	742	0.9277	-0.0490	0.9277	0.9632
0.3045	19.5789	744	0.9185	-0.0459	0.9185	0.9584
0.3045	19.6316	746	0.9216	-0.0425	0.9216	0.9600
0.3045	19.6842	748	0.9549	-0.1219	0.9549	0.9772
0.3045	19.7368	750	0.9555	-0.0870	0.9555	0.9775
0.3045	19.7895	752	0.8702	0.0159	0.8702	0.9329
0.3045	19.8421	754	0.7737	-0.0541	0.7737	0.8796
0.3045	19.8947	756	0.7548	-0.0541	0.7548	0.8688
0.3045	19.9474	758	0.7583	-0.0069	0.7583	0.8708
0.3045	20.0	760	0.7644	0.0460	0.7644	0.8743
0.3045	20.0526	762	0.7546	-0.0069	0.7546	0.8686
0.3045	20.1053	764	0.7699	-0.0591	0.7699	0.8775
0.3045	20.1579	766	0.8516	0.0670	0.8516	0.9228
0.3045	20.2105	768	0.9588	-0.0474	0.9588	0.9792
0.3045	20.2632	770	0.9786	-0.0456	0.9786	0.9892
0.3045	20.3158	772	0.9027	-0.0588	0.9027	0.9501
0.3045	20.3684	774	0.8817	-0.0879	0.8817	0.9390
0.3045	20.4211	776	0.8926	-0.0573	0.8926	0.9448
0.3045	20.4737	778	0.9830	-0.1166	0.9830	0.9915
0.3045	20.5263	780	1.1436	-0.0972	1.1436	1.0694
0.3045	20.5789	782	1.1399	-0.0972	1.1399	1.0677
0.3045	20.6316	784	0.9713	-0.0182	0.9713	0.9856
0.3045	20.6842	786	0.7874	0.0768	0.7874	0.8874
0.3045	20.7368	788	0.7453	-0.0499	0.7453	0.8633
0.3045	20.7895	790	0.7381	-0.0551	0.7381	0.8591
0.3045	20.8421	792	0.7516	0.0395	0.7516	0.8669
0.3045	20.8947	794	0.7770	0.0680	0.7770	0.8815
0.3045	20.9474	796	0.7678	0.0436	0.7678	0.8762
0.3045	21.0	798	0.7663	-0.0499	0.7663	0.8754
0.3045	21.0526	800	0.7769	-0.0499	0.7769	0.8814
0.3045	21.1053	802	0.7603	-0.0499	0.7603	0.8719
0.3045	21.1579	804	0.7669	0.0035	0.7669	0.8757
0.3045	21.2105	806	0.7771	0.0524	0.7771	0.8816
0.3045	21.2632	808	0.7846	0.0479	0.7846	0.8858
0.3045	21.3158	810	0.7935	0.0395	0.7935	0.8908
0.3045	21.3684	812	0.7778	0.0374	0.7778	0.8819
0.3045	21.4211	814	0.7314	-0.0101	0.7314	0.8552
0.3045	21.4737	816	0.7223	-0.0571	0.7223	0.8499
0.3045	21.5263	818	0.7380	-0.0520	0.7380	0.8591
0.3045	21.5789	820	0.7613	-0.0499	0.7613	0.8725
0.3045	21.6316	822	0.7597	-0.0520	0.7597	0.8716
0.3045	21.6842	824	0.8172	0.0807	0.8172	0.9040
0.3045	21.7368	826	0.8476	0.0714	0.8476	0.9206
0.3045	21.7895	828	0.8394	0.0814	0.8394	0.9162
0.3045	21.8421	830	0.8050	0.0436	0.8050	0.8972
0.3045	21.8947	832	0.7954	-0.0499	0.7954	0.8918
0.3045	21.9474	834	0.8093	-0.1001	0.8093	0.8996
0.3045	22.0	836	0.8247	-0.2006	0.8247	0.9081
0.3045	22.0526	838	0.8211	-0.1001	0.8211	0.9061
0.3045	22.1053	840	0.8601	-0.0170	0.8601	0.9274
0.3045	22.1579	842	0.9894	-0.1230	0.9894	0.9947
0.3045	22.2105	844	1.0601	-0.1281	1.0601	1.0296
0.3045	22.2632	846	1.0323	-0.1277	1.0323	1.0160
0.3045	22.3158	848	0.9257	-0.0355	0.9257	0.9621
0.3045	22.3684	850	0.7795	-0.0062	0.7795	0.8829
0.3045	22.4211	852	0.7457	0.0	0.7457	0.8636
0.3045	22.4737	854	0.7389	0.0	0.7389	0.8596
0.3045	22.5263	856	0.7335	-0.0035	0.7335	0.8565
0.3045	22.5789	858	0.7809	0.0416	0.7809	0.8837
0.3045	22.6316	860	0.8630	0.0549	0.8630	0.9290
0.3045	22.6842	862	0.9874	-0.1273	0.9874	0.9937
0.3045	22.7368	864	1.0402	-0.0936	1.0402	1.0199
0.3045	22.7895	866	0.9260	-0.0459	0.9260	0.9623
0.3045	22.8421	868	0.7871	0.0759	0.7871	0.8872
0.3045	22.8947	870	0.7659	0.0416	0.7659	0.8752
0.3045	22.9474	872	0.7530	0.0416	0.7530	0.8678
0.3045	23.0	874	0.7456	-0.0035	0.7456	0.8635
0.3045	23.0526	876	0.7514	0.0416	0.7514	0.8669
0.3045	23.1053	878	0.7655	0.0416	0.7655	0.8749
0.3045	23.1579	880	0.7751	-0.0062	0.7751	0.8804
0.3045	23.2105	882	0.7915	-0.0118	0.7915	0.8897
0.3045	23.2632	884	0.8560	0.0549	0.8560	0.9252
0.3045	23.3158	886	0.8727	0.0377	0.8727	0.9342
0.3045	23.3684	888	0.8627	0.0409	0.8627	0.9288
0.3045	23.4211	890	0.8283	0.0628	0.8283	0.9101
0.3045	23.4737	892	0.7911	0.0416	0.7911	0.8894
0.3045	23.5263	894	0.7754	-0.0520	0.7754	0.8806
0.3045	23.5789	896	0.7908	-0.0520	0.7908	0.8893
0.3045	23.6316	898	0.8437	0.0414	0.8437	0.9185
0.3045	23.6842	900	0.8941	-0.0878	0.8941	0.9455
0.3045	23.7368	902	0.9376	-0.0909	0.9376	0.9683
0.3045	23.7895	904	0.9542	-0.0916	0.9542	0.9768
0.3045	23.8421	906	0.9222	-0.0878	0.9222	0.9603
0.3045	23.8947	908	0.8568	-0.0262	0.8568	0.9256
0.3045	23.9474	910	0.8005	-0.0062	0.8005	0.8947
0.3045	24.0	912	0.7734	-0.0541	0.7734	0.8794
0.3045	24.0526	914	0.7508	-0.0571	0.7508	0.8665
0.3045	24.1053	916	0.7399	-0.0035	0.7399	0.8602
0.3045	24.1579	918	0.7596	0.0857	0.7596	0.8716
0.3045	24.2105	920	0.8135	-0.0309	0.8135	0.9019
0.3045	24.2632	922	0.8567	0.0476	0.8567	0.9256
0.3045	24.3158	924	0.8687	0.0476	0.8687	0.9320
0.3045	24.3684	926	0.9357	-0.0545	0.9357	0.9673
0.3045	24.4211	928	0.9442	-0.0949	0.9442	0.9717
0.3045	24.4737	930	0.9060	0.0200	0.9060	0.9518
0.3045	24.5263	932	0.8738	-0.0359	0.8738	0.9348
0.3045	24.5789	934	0.8657	0.0118	0.8657	0.9304
0.3045	24.6316	936	0.8816	-0.0359	0.8816	0.9390
0.3045	24.6842	938	0.9301	-0.0840	0.9301	0.9644
0.3045	24.7368	940	0.9593	-0.1186	0.9593	0.9795
0.3045	24.7895	942	0.9955	-0.0955	0.9955	0.9978
0.3045	24.8421	944	1.0310	-0.0648	1.0310	1.0154
0.3045	24.8947	946	1.0051	-0.1281	1.0051	1.0026
0.3045	24.9474	948	0.9129	0.0260	0.9129	0.9555
0.3045	25.0	950	0.7785	0.0650	0.7785	0.8823
0.3045	25.0526	952	0.7487	-0.0541	0.7487	0.8653
0.3045	25.1053	954	0.7768	-0.0499	0.7768	0.8814
0.3045	25.1579	956	0.7804	-0.0520	0.7804	0.8834
0.3045	25.2105	958	0.7535	0.0414	0.7535	0.8681
0.3045	25.2632	960	0.7768	0.1048	0.7768	0.8814
0.3045	25.3158	962	0.8033	0.1329	0.8033	0.8963
0.3045	25.3684	964	0.7504	0.1095	0.7504	0.8663
0.3045	25.4211	966	0.7180	0.0414	0.7180	0.8473
0.3045	25.4737	968	0.7286	-0.0499	0.7286	0.8536
0.3045	25.5263	970	0.7316	-0.0551	0.7316	0.8553
0.3045	25.5789	972	0.7156	-0.0551	0.7156	0.8459
0.3045	25.6316	974	0.7039	-0.0096	0.7039	0.8390
0.3045	25.6842	976	0.7618	-0.0228	0.7618	0.8728
0.3045	25.7368	978	0.8245	0.1387	0.8245	0.9080
0.3045	25.7895	980	0.8822	-0.0456	0.8822	0.9393
0.3045	25.8421	982	0.8608	-0.0341	0.8608	0.9278
0.3045	25.8947	984	0.8020	0.0338	0.8020	0.8955
0.3045	25.9474	986	0.7716	-0.0062	0.7716	0.8784
0.3045	26.0	988	0.7756	-0.0030	0.7756	0.8807
0.3045	26.0526	990	0.7669	-0.0030	0.7669	0.8757
0.3045	26.1053	992	0.7571	0.0414	0.7571	0.8701
0.3045	26.1579	994	0.7595	0.0414	0.7595	0.8715
0.3045	26.2105	996	0.7460	0.0414	0.7460	0.8637
0.3045	26.2632	998	0.7325	0.0414	0.7325	0.8558
0.0661	26.3158	1000	0.7289	0.0821	0.7289	0.8538
0.0661	26.3684	1002	0.7319	0.0414	0.7319	0.8555
0.0661	26.4211	1004	0.7411	0.0375	0.7411	0.8609
0.0661	26.4737	1006	0.7587	0.0821	0.7587	0.8710
0.0661	26.5263	1008	0.7858	0.0432	0.7858	0.8864
0.0661	26.5789	1010	0.8027	-0.0488	0.8027	0.8959

Framework versions

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