ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k8_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: 0.7121
• Qwk: -0.1074
• Mse: 0.7121
• Rmse: 0.8438

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	0.1	2	3.6105	-0.0154	3.6105	1.9001
No log	0.2	4	2.0063	0.0737	2.0063	1.4164
No log	0.3	6	1.5750	-0.0052	1.5750	1.2550
No log	0.4	8	1.5447	0.0045	1.5447	1.2429
No log	0.5	10	0.8430	-0.0390	0.8430	0.9181
No log	0.6	12	0.8100	-0.1244	0.8100	0.9000
No log	0.7	14	1.0247	-0.0677	1.0247	1.0123
No log	0.8	16	1.1745	-0.0500	1.1745	1.0837
No log	0.9	18	1.2688	0.0	1.2688	1.1264
No log	1.0	20	1.2170	-0.0500	1.2170	1.1032
No log	1.1	22	1.1158	-0.1292	1.1158	1.0563
No log	1.2	24	1.0329	-0.1283	1.0329	1.0163
No log	1.3	26	1.0156	-0.0345	1.0156	1.0078
No log	1.4	28	1.3154	-0.0234	1.3154	1.1469
No log	1.5	30	1.2443	-0.0500	1.2443	1.1155
No log	1.6	32	0.9414	-0.0545	0.9414	0.9702
No log	1.7	34	0.7682	0.0506	0.7682	0.8765
No log	1.8	36	0.7625	-0.0101	0.7625	0.8732
No log	1.9	38	0.8906	-0.0163	0.8906	0.9437
No log	2.0	40	0.9122	0.0260	0.9122	0.9551
No log	2.1	42	0.8041	-0.0215	0.8041	0.8967
No log	2.2	44	0.7653	-0.0069	0.7653	0.8748
No log	2.3	46	0.7655	-0.0101	0.7655	0.8749
No log	2.4	48	0.7848	-0.0695	0.7848	0.8859
No log	2.5	50	0.8288	-0.0725	0.8288	0.9104
No log	2.6	52	0.8874	-0.0331	0.8874	0.9420
No log	2.7	54	0.8174	0.0416	0.8174	0.9041
No log	2.8	56	0.7871	0.0	0.7871	0.8872
No log	2.9	58	0.8159	-0.0551	0.8159	0.9033
No log	3.0	60	0.9945	-0.0408	0.9945	0.9972
No log	3.1	62	0.8409	0.1318	0.8409	0.9170
No log	3.2	64	0.8483	-0.2435	0.8483	0.9210
No log	3.3	66	0.8508	-0.2435	0.8508	0.9224
No log	3.4	68	0.8241	-0.2006	0.8241	0.9078
No log	3.5	70	0.7980	-0.2101	0.7980	0.8933
No log	3.6	72	0.8492	-0.2435	0.8492	0.9215
No log	3.7	74	0.8380	-0.0030	0.8380	0.9154
No log	3.8	76	0.8516	-0.2006	0.8516	0.9228
No log	3.9	78	0.8549	-0.1992	0.8549	0.9246
No log	4.0	80	0.8656	-0.1204	0.8656	0.9304
No log	4.1	82	0.8906	0.0357	0.8906	0.9437
No log	4.2	84	0.9325	-0.1093	0.9325	0.9657
No log	4.3	86	0.8649	-0.0699	0.8649	0.9300
No log	4.4	88	0.7990	-0.1635	0.7990	0.8939
No log	4.5	90	0.8595	-0.1833	0.8595	0.9271
No log	4.6	92	0.7673	-0.1067	0.7673	0.8760
No log	4.7	94	0.7837	0.0296	0.7837	0.8852
No log	4.8	96	0.7576	-0.0499	0.7576	0.8704
No log	4.9	98	0.7556	-0.0499	0.7556	0.8693
No log	5.0	100	0.9407	-0.0391	0.9407	0.9699
No log	5.1	102	1.0165	-0.1214	1.0165	1.0082
No log	5.2	104	0.7893	-0.0091	0.7893	0.8884
No log	5.3	106	0.7909	-0.1001	0.7909	0.8893
No log	5.4	108	0.8122	-0.2006	0.8122	0.9012
No log	5.5	110	0.8233	-0.0595	0.8233	0.9074
No log	5.6	112	0.9621	0.0043	0.9621	0.9808
No log	5.7	114	0.8721	-0.0550	0.8721	0.9338
No log	5.8	116	0.8436	-0.0532	0.8436	0.9185
No log	5.9	118	0.8233	-0.0532	0.8233	0.9073
No log	6.0	120	0.8484	-0.0145	0.8484	0.9211
No log	6.1	122	0.9398	0.0214	0.9398	0.9694
No log	6.2	124	0.8318	-0.0118	0.8318	0.9120
No log	6.3	126	0.8167	0.0	0.8167	0.9037
No log	6.4	128	0.8238	-0.0145	0.8238	0.9077
No log	6.5	130	0.8263	0.0247	0.8263	0.9090
No log	6.6	132	0.7763	0.0355	0.7763	0.8811
No log	6.7	134	0.7439	0.0454	0.7439	0.8625
No log	6.8	136	0.8259	-0.1329	0.8259	0.9088
No log	6.9	138	0.8297	-0.1753	0.8297	0.9109
No log	7.0	140	0.7905	0.0030	0.7905	0.8891
No log	7.1	142	0.8196	0.0375	0.8196	0.9053
No log	7.2	144	0.8503	-0.1730	0.8503	0.9221
No log	7.3	146	0.8754	-0.1412	0.8754	0.9356
No log	7.4	148	0.9132	-0.1709	0.9132	0.9556
No log	7.5	150	0.7885	-0.0520	0.7885	0.8880
No log	7.6	152	0.9114	-0.0056	0.9114	0.9547
No log	7.7	154	1.1910	-0.0648	1.1910	1.0913
No log	7.8	156	0.9422	-0.0143	0.9422	0.9707
No log	7.9	158	0.7327	-0.0033	0.7327	0.8560
No log	8.0	160	0.8270	-0.0499	0.8270	0.9094
No log	8.1	162	0.8446	-0.0451	0.8446	0.9190
No log	8.2	164	0.7794	-0.0520	0.7794	0.8829
No log	8.3	166	0.8011	0.0814	0.8011	0.8950
No log	8.4	168	0.8043	0.0247	0.8043	0.8969
No log	8.5	170	0.7808	-0.0520	0.7808	0.8836
No log	8.6	172	0.8984	-0.1201	0.8984	0.9479
No log	8.7	174	0.8881	-0.1263	0.8881	0.9424
No log	8.8	176	0.7662	-0.0520	0.7662	0.8753
No log	8.9	178	0.7992	0.0099	0.7992	0.8940
No log	9.0	180	0.9820	-0.0143	0.9820	0.9910
No log	9.1	182	0.8249	0.0099	0.8249	0.9083
No log	9.2	184	0.7441	-0.0520	0.7441	0.8626
No log	9.3	186	0.8031	-0.1067	0.8031	0.8962
No log	9.4	188	0.7615	-0.0520	0.7615	0.8726
No log	9.5	190	0.7445	-0.0520	0.7445	0.8628
No log	9.6	192	0.7626	0.0454	0.7626	0.8733
No log	9.7	194	0.7804	0.0454	0.7804	0.8834
No log	9.8	196	0.8459	-0.0345	0.8459	0.9197
No log	9.9	198	0.8819	-0.1647	0.8819	0.9391
No log	10.0	200	0.8031	0.0488	0.8031	0.8962
No log	10.1	202	0.7860	0.0454	0.7860	0.8866
No log	10.2	204	0.7613	0.0414	0.7613	0.8725
No log	10.3	206	0.7542	0.0454	0.7542	0.8684
No log	10.4	208	0.7609	0.0454	0.7609	0.8723
No log	10.5	210	0.7874	-0.0541	0.7874	0.8874
No log	10.6	212	0.8226	-0.0322	0.8226	0.9070
No log	10.7	214	0.7948	-0.0541	0.7948	0.8915
No log	10.8	216	0.7555	0.0454	0.7555	0.8692
No log	10.9	218	0.7606	0.0414	0.7606	0.8721
No log	11.0	220	0.7658	-0.0541	0.7658	0.8751
No log	11.1	222	0.8259	-0.0881	0.8259	0.9088
No log	11.2	224	0.8325	-0.1329	0.8325	0.9124
No log	11.3	226	0.7250	-0.0520	0.7250	0.8515
No log	11.4	228	0.7269	0.1691	0.7269	0.8526
No log	11.5	230	0.7374	0.1691	0.7374	0.8587
No log	11.6	232	0.7053	0.1021	0.7053	0.8398
No log	11.7	234	0.7768	-0.1067	0.7768	0.8814
No log	11.8	236	0.7752	-0.0520	0.7752	0.8805
No log	11.9	238	0.7680	-0.0541	0.7680	0.8764
No log	12.0	240	0.7733	0.0414	0.7733	0.8794
No log	12.1	242	0.8509	0.0346	0.8509	0.9224
No log	12.2	244	0.8611	0.0316	0.8611	0.9279
No log	12.3	246	0.7583	0.1202	0.7583	0.8708
No log	12.4	248	0.7904	0.0064	0.7904	0.8891
No log	12.5	250	0.8538	-0.1538	0.8538	0.9240
No log	12.6	252	0.7928	-0.0451	0.7928	0.8904
No log	12.7	254	0.7428	0.1512	0.7428	0.8619
No log	12.8	256	0.8312	-0.0056	0.8312	0.9117
No log	12.9	258	0.8416	-0.0056	0.8416	0.9174
No log	13.0	260	0.7585	0.0909	0.7585	0.8709
No log	13.1	262	0.7917	-0.1473	0.7917	0.8898
No log	13.2	264	0.8267	-0.0774	0.8267	0.9093
No log	13.3	266	0.8030	-0.0469	0.8030	0.8961
No log	13.4	268	0.7762	-0.0152	0.7762	0.8810
No log	13.5	270	0.7758	0.0334	0.7758	0.8808
No log	13.6	272	0.7741	0.0334	0.7741	0.8798
No log	13.7	274	0.7797	0.0807	0.7797	0.8830
No log	13.8	276	0.7770	0.0807	0.7770	0.8815
No log	13.9	278	0.7604	-0.0152	0.7604	0.8720
No log	14.0	280	0.7505	0.0395	0.7505	0.8663
No log	14.1	282	0.7452	0.0714	0.7452	0.8632
No log	14.2	284	0.7359	0.0807	0.7359	0.8578
No log	14.3	286	0.7468	0.0857	0.7468	0.8642
No log	14.4	288	0.7715	0.0714	0.7715	0.8783
No log	14.5	290	0.7626	0.0857	0.7626	0.8733
No log	14.6	292	0.7969	-0.1964	0.7969	0.8927
No log	14.7	294	0.8148	-0.1470	0.8148	0.9026
No log	14.8	296	0.7894	-0.1088	0.7894	0.8885
No log	14.9	298	0.7734	0.0395	0.7734	0.8795
No log	15.0	300	0.7739	-0.0033	0.7739	0.8797
No log	15.1	302	0.7759	-0.0033	0.7759	0.8809
No log	15.2	304	0.8015	-0.1074	0.8015	0.8953
No log	15.3	306	0.8282	-0.1992	0.8282	0.9101
No log	15.4	308	0.7896	0.0479	0.7896	0.8886
No log	15.5	310	0.7956	0.0479	0.7956	0.8920
No log	15.6	312	0.7856	0.1379	0.7856	0.8863
No log	15.7	314	0.7714	0.1371	0.7714	0.8783
No log	15.8	316	0.8113	0.1031	0.8113	0.9007
No log	15.9	318	0.7709	0.1474	0.7709	0.8780
No log	16.0	320	0.7325	0.1474	0.7325	0.8558
No log	16.1	322	0.7553	0.1024	0.7553	0.8691
No log	16.2	324	0.8279	-0.2733	0.8279	0.9099
No log	16.3	326	0.8307	-0.1917	0.8307	0.9114
No log	16.4	328	0.7748	0.0	0.7748	0.8802
No log	16.5	330	0.7643	0.0355	0.7643	0.8743
No log	16.6	332	0.7937	-0.0264	0.7937	0.8909
No log	16.7	334	0.8167	0.0454	0.8167	0.9037
No log	16.8	336	0.8489	-0.1470	0.8489	0.9214
No log	16.9	338	0.8514	-0.1833	0.8514	0.9227
No log	17.0	340	0.8430	-0.1992	0.8430	0.9181
No log	17.1	342	0.8328	0.0454	0.8328	0.9126
No log	17.2	344	0.8298	-0.0704	0.8298	0.9109
No log	17.3	346	0.8128	0.0318	0.8128	0.9016
No log	17.4	348	0.8080	-0.1026	0.8080	0.8989
No log	17.5	350	0.8152	-0.1547	0.8152	0.9029
No log	17.6	352	0.8205	-0.0892	0.8205	0.9058
No log	17.7	354	0.8291	-0.0488	0.8291	0.9105
No log	17.8	356	0.8313	-0.0628	0.8313	0.9118
No log	17.9	358	0.8284	0.0338	0.8284	0.9101
No log	18.0	360	0.8113	0.0869	0.8113	0.9007
No log	18.1	362	0.8175	-0.1331	0.8175	0.9042
No log	18.2	364	0.8059	-0.0469	0.8059	0.8977
No log	18.3	366	0.8151	-0.0469	0.8151	0.9028
No log	18.4	368	0.7845	0.0479	0.7845	0.8857
No log	18.5	370	0.7670	0.0967	0.7670	0.8758
No log	18.6	372	0.7633	0.0759	0.7633	0.8737
No log	18.7	374	0.7666	0.0807	0.7666	0.8755
No log	18.8	376	0.7848	0.0967	0.7848	0.8859
No log	18.9	378	0.8140	-0.1547	0.8140	0.9022
No log	19.0	380	0.8479	-0.1905	0.8479	0.9208
No log	19.1	382	0.8366	-0.1470	0.8366	0.9146
No log	19.2	384	0.8128	-0.1547	0.8128	0.9016
No log	19.3	386	0.7848	-0.0560	0.7848	0.8859
No log	19.4	388	0.7744	0.0479	0.7744	0.8800
No log	19.5	390	0.7648	0.0479	0.7648	0.8745
No log	19.6	392	0.7535	-0.0033	0.7535	0.8681
No log	19.7	394	0.7672	-0.1074	0.7672	0.8759
No log	19.8	396	0.7712	-0.1074	0.7712	0.8782
No log	19.9	398	0.7570	0.0479	0.7570	0.8700
No log	20.0	400	0.7594	0.0967	0.7594	0.8714
No log	20.1	402	0.7703	0.0524	0.7703	0.8777
No log	20.2	404	0.7827	-0.0520	0.7827	0.8847
No log	20.3	406	0.7917	-0.0499	0.7917	0.8898
No log	20.4	408	0.7862	0.0033	0.7862	0.8867
No log	20.5	410	0.8028	-0.1547	0.8028	0.8960
No log	20.6	412	0.8113	0.1023	0.8113	0.9007
No log	20.7	414	0.8135	-0.0252	0.8135	0.9020
No log	20.8	416	0.8003	0.1023	0.8003	0.8946
No log	20.9	418	0.8343	-0.0345	0.8343	0.9134
No log	21.0	420	0.8693	-0.1146	0.8693	0.9324
No log	21.1	422	0.8350	-0.1398	0.8350	0.9138
No log	21.2	424	0.7865	0.0	0.7865	0.8868
No log	21.3	426	0.7712	0.1023	0.7712	0.8782
No log	21.4	428	0.7768	0.1023	0.7768	0.8814
No log	21.5	430	0.7876	0.0355	0.7876	0.8875
No log	21.6	432	0.7994	0.0783	0.7994	0.8941
No log	21.7	434	0.7939	0.1249	0.7939	0.8910
No log	21.8	436	0.7747	0.0432	0.7747	0.8802
No log	21.9	438	0.7595	0.1027	0.7595	0.8715
No log	22.0	440	0.7675	0.0640	0.7675	0.8761
No log	22.1	442	0.7598	-0.0345	0.7598	0.8717
No log	22.2	444	0.7393	-0.1010	0.7393	0.8598
No log	22.3	446	0.7053	0.0	0.7053	0.8399
No log	22.4	448	0.7068	0.0436	0.7068	0.8407
No log	22.5	450	0.7219	0.0914	0.7219	0.8497
No log	22.6	452	0.7464	-0.0032	0.7464	0.8639
No log	22.7	454	0.7858	0.0122	0.7858	0.8865
No log	22.8	456	0.8064	-0.0837	0.8064	0.8980
No log	22.9	458	0.8091	-0.1823	0.8091	0.8995
No log	23.0	460	0.7729	0.0967	0.7729	0.8791
No log	23.1	462	0.7813	0.0318	0.7813	0.8839
No log	23.2	464	0.7806	-0.0204	0.7806	0.8835
No log	23.3	466	0.7568	0.0318	0.7568	0.8699
No log	23.4	468	0.7552	0.0318	0.7552	0.8690
No log	23.5	470	0.7624	0.0	0.7624	0.8731
No log	23.6	472	0.7961	-0.1330	0.7961	0.8922
No log	23.7	474	0.8045	-0.0786	0.8045	0.8970
No log	23.8	476	0.7936	-0.0786	0.7936	0.8908
No log	23.9	478	0.7754	-0.0958	0.7754	0.8806
No log	24.0	480	0.8044	-0.0271	0.8044	0.8969
No log	24.1	482	0.8074	-0.0271	0.8074	0.8985
No log	24.2	484	0.8126	-0.0786	0.8126	0.9014
No log	24.3	486	0.7906	-0.0837	0.7906	0.8892
No log	24.4	488	0.7602	-0.1010	0.7602	0.8719
No log	24.5	490	0.7335	0.0967	0.7335	0.8565
No log	24.6	492	0.7286	0.0967	0.7286	0.8536
No log	24.7	494	0.7397	0.0318	0.7397	0.8601
No log	24.8	496	0.7378	0.0318	0.7378	0.8589
No log	24.9	498	0.7651	-0.1074	0.7651	0.8747
0.2273	25.0	500	0.8548	-0.2101	0.8548	0.9245
0.2273	25.1	502	0.9021	-0.1833	0.9021	0.9498
0.2273	25.2	504	0.9058	-0.1263	0.9058	0.9517
0.2273	25.3	506	0.8703	-0.1329	0.8703	0.9329
0.2273	25.4	508	0.7920	-0.2067	0.7920	0.8899
0.2273	25.5	510	0.7785	-0.2067	0.7785	0.8823
0.2273	25.6	512	0.8053	-0.1547	0.8053	0.8974
0.2273	25.7	514	0.8261	-0.2101	0.8261	0.9089
0.2273	25.8	516	0.7827	-0.1074	0.7827	0.8847
0.2273	25.9	518	0.7293	-0.0591	0.7293	0.8540
0.2273	26.0	520	0.7262	-0.0591	0.7262	0.8521
0.2273	26.1	522	0.7529	0.0	0.7529	0.8677
0.2273	26.2	524	0.7624	-0.0520	0.7624	0.8732
0.2273	26.3	526	0.7390	0.0	0.7390	0.8597
0.2273	26.4	528	0.7247	0.0909	0.7247	0.8513
0.2273	26.5	530	0.7498	0.0759	0.7498	0.8659
0.2273	26.6	532	0.7318	0.0909	0.7318	0.8554
0.2273	26.7	534	0.7491	0.0	0.7491	0.8655
0.2273	26.8	536	0.8430	-0.0892	0.8430	0.9181
0.2273	26.9	538	0.8485	-0.0892	0.8485	0.9211
0.2273	27.0	540	0.7804	-0.1547	0.7804	0.8834
0.2273	27.1	542	0.7481	0.0	0.7481	0.8649
0.2273	27.2	544	0.7593	0.0318	0.7593	0.8714
0.2273	27.3	546	0.7498	0.0479	0.7498	0.8659
0.2273	27.4	548	0.7552	0.0	0.7552	0.8690
0.2273	27.5	550	0.7769	-0.1470	0.7769	0.8814
0.2273	27.6	552	0.7704	-0.1010	0.7704	0.8777
0.2273	27.7	554	0.7692	-0.1074	0.7692	0.8770
0.2273	27.8	556	0.7517	-0.0033	0.7517	0.8670
0.2273	27.9	558	0.7489	0.0914	0.7489	0.8654
0.2273	28.0	560	0.7468	0.0	0.7468	0.8642
0.2273	28.1	562	0.7407	0.0374	0.7407	0.8607
0.2273	28.2	564	0.7440	0.1021	0.7440	0.8625
0.2273	28.3	566	0.7437	0.0374	0.7437	0.8624
0.2273	28.4	568	0.7555	0.0479	0.7555	0.8692
0.2273	28.5	570	0.7757	-0.1547	0.7757	0.8807
0.2273	28.6	572	0.7965	-0.0892	0.7965	0.8925
0.2273	28.7	574	0.8215	-0.0837	0.8215	0.9063
0.2273	28.8	576	0.8617	-0.1678	0.8617	0.9283
0.2273	28.9	578	0.8728	-0.1329	0.8728	0.9342
0.2273	29.0	580	0.8618	-0.2006	0.8618	0.9284
0.2273	29.1	582	0.8083	-0.0499	0.8083	0.8991
0.2273	29.2	584	0.7440	0.0033	0.7440	0.8625
0.2273	29.3	586	0.7171	0.0479	0.7171	0.8468
0.2273	29.4	588	0.7343	-0.0152	0.7343	0.8569
0.2273	29.5	590	0.7488	-0.0152	0.7488	0.8653
0.2273	29.6	592	0.7410	-0.0125	0.7410	0.8608
0.2273	29.7	594	0.7336	0.0479	0.7336	0.8565
0.2273	29.8	596	0.7271	0.0	0.7271	0.8527
0.2273	29.9	598	0.7229	0.0	0.7229	0.8502
0.2273	30.0	600	0.7254	0.0555	0.7254	0.8517
0.2273	30.1	602	0.7289	0.1444	0.7289	0.8537
0.2273	30.2	604	0.7449	0.1318	0.7449	0.8631
0.2273	30.3	606	0.7606	-0.0032	0.7606	0.8721
0.2273	30.4	608	0.7700	-0.1547	0.7700	0.8775
0.2273	30.5	610	0.7952	-0.0473	0.7952	0.8917
0.2273	30.6	612	0.7898	-0.0499	0.7898	0.8887
0.2273	30.7	614	0.7492	-0.0551	0.7492	0.8656
0.2273	30.8	616	0.7079	0.0	0.7079	0.8413
0.2273	30.9	618	0.7687	-0.0204	0.7687	0.8767
0.2273	31.0	620	0.8394	0.0456	0.8394	0.9162
0.2273	31.1	622	0.8411	0.0392	0.8411	0.9171
0.2273	31.2	624	0.8003	-0.0295	0.8003	0.8946
0.2273	31.3	626	0.7788	0.0479	0.7788	0.8825
0.2273	31.4	628	0.8523	0.0260	0.8523	0.9232
0.2273	31.5	630	0.9161	-0.0477	0.9161	0.9571
0.2273	31.6	632	0.9214	-0.0377	0.9214	0.9599
0.2273	31.7	634	0.8850	0.0748	0.8850	0.9407
0.2273	31.8	636	0.8437	-0.0921	0.8437	0.9185
0.2273	31.9	638	0.8518	0.0113	0.8518	0.9229
0.2273	32.0	640	0.8748	0.0748	0.8748	0.9353
0.2273	32.1	642	0.8467	0.0871	0.8467	0.9201
0.2273	32.2	644	0.7967	0.0395	0.7967	0.8926
0.2273	32.3	646	0.7747	0.0496	0.7747	0.8802
0.2273	32.4	648	0.7711	0.0033	0.7711	0.8781
0.2273	32.5	650	0.7812	0.0541	0.7812	0.8839
0.2273	32.6	652	0.8060	0.0395	0.8060	0.8978
0.2273	32.7	654	0.8596	-0.1194	0.8596	0.9271
0.2273	32.8	656	0.9094	-0.0122	0.9094	0.9536
0.2273	32.9	658	0.9185	-0.0285	0.9185	0.9584
0.2273	33.0	660	0.8752	0.0067	0.8752	0.9355
0.2273	33.1	662	0.8226	0.0409	0.8226	0.9070
0.2273	33.2	664	0.8328	-0.0059	0.8328	0.9126
0.2273	33.3	666	0.8759	-0.0513	0.8759	0.9359
0.2273	33.4	668	0.9069	-0.0093	0.9069	0.9523
0.2273	33.5	670	0.9015	-0.0591	0.9015	0.9495
0.2273	33.6	672	0.8665	-0.1833	0.8665	0.9308
0.2273	33.7	674	0.7977	0.0	0.7977	0.8931
0.2273	33.8	676	0.7798	0.0436	0.7798	0.8831
0.2273	33.9	678	0.7827	0.0318	0.7827	0.8847
0.2273	34.0	680	0.7834	0.0318	0.7834	0.8851
0.2273	34.1	682	0.7929	0.0395	0.7929	0.8904
0.2273	34.2	684	0.8049	-0.0595	0.8049	0.8971
0.2273	34.3	686	0.8139	-0.0578	0.8139	0.9021
0.2273	34.4	688	0.8286	-0.1538	0.8286	0.9103
0.2273	34.5	690	0.8426	-0.0949	0.8426	0.9180
0.2273	34.6	692	0.8365	-0.0870	0.8365	0.9146
0.2273	34.7	694	0.8286	-0.0370	0.8286	0.9103
0.2273	34.8	696	0.8193	-0.0059	0.8193	0.9051
0.2273	34.9	698	0.8337	0.0670	0.8337	0.9131
0.2273	35.0	700	0.8107	-0.0204	0.8107	0.9004
0.2273	35.1	702	0.7891	0.0436	0.7891	0.8883
0.2273	35.2	704	0.7774	-0.0520	0.7774	0.8817
0.2273	35.3	706	0.7502	-0.0551	0.7502	0.8661
0.2273	35.4	708	0.7332	-0.0033	0.7332	0.8563
0.2273	35.5	710	0.7215	0.0479	0.7215	0.8494
0.2273	35.6	712	0.7369	0.0863	0.7369	0.8585
0.2273	35.7	714	0.7525	0.0814	0.7525	0.8675
0.2273	35.8	716	0.7554	0.0814	0.7554	0.8691
0.2273	35.9	718	0.7531	0.0863	0.7531	0.8678
0.2273	36.0	720	0.7482	0.0436	0.7482	0.8650
0.2273	36.1	722	0.7580	0.0479	0.7580	0.8706
0.2273	36.2	724	0.7895	-0.0520	0.7895	0.8885
0.2273	36.3	726	0.8240	-0.0363	0.8240	0.9077
0.2273	36.4	728	0.8219	-0.0826	0.8219	0.9066
0.2273	36.5	730	0.8020	-0.0949	0.8020	0.8955
0.2273	36.6	732	0.7800	-0.1018	0.7800	0.8832
0.2273	36.7	734	0.7648	0.0914	0.7648	0.8745
0.2273	36.8	736	0.7749	-0.0295	0.7749	0.8803
0.2273	36.9	738	0.7704	-0.0295	0.7704	0.8777
0.2273	37.0	740	0.7567	0.0183	0.7567	0.8699
0.2273	37.1	742	0.7455	0.0247	0.7455	0.8634
0.2273	37.2	744	0.7442	0.0214	0.7442	0.8627
0.2273	37.3	746	0.7436	0.0247	0.7436	0.8623
0.2273	37.4	748	0.7366	-0.0152	0.7366	0.8582
0.2273	37.5	750	0.7225	0.0479	0.7225	0.8500
0.2273	37.6	752	0.7274	0.0	0.7274	0.8529
0.2273	37.7	754	0.7352	0.0	0.7352	0.8574
0.2273	37.8	756	0.7263	0.0524	0.7263	0.8522
0.2273	37.9	758	0.7269	0.0436	0.7269	0.8526
0.2273	38.0	760	0.7692	0.1096	0.7692	0.8771
0.2273	38.1	762	0.8081	0.0867	0.8081	0.8990
0.2273	38.2	764	0.7908	0.0909	0.7908	0.8892
0.2273	38.3	766	0.7507	0.1202	0.7507	0.8664
0.2273	38.4	768	0.7348	0.0436	0.7348	0.8572
0.2273	38.5	770	0.7514	-0.0520	0.7514	0.8669
0.2273	38.6	772	0.7673	-0.0949	0.7673	0.8760
0.2273	38.7	774	0.7488	-0.0520	0.7488	0.8653
0.2273	38.8	776	0.7366	0.0436	0.7366	0.8583
0.2273	38.9	778	0.7556	0.1202	0.7556	0.8692
0.2273	39.0	780	0.7699	0.1899	0.7699	0.8774
0.2273	39.1	782	0.7598	0.1202	0.7598	0.8717
0.2273	39.2	784	0.7307	0.0395	0.7307	0.8548
0.2273	39.3	786	0.7131	0.0479	0.7131	0.8444
0.2273	39.4	788	0.6971	0.0524	0.6971	0.8349
0.2273	39.5	790	0.6870	0.0	0.6870	0.8289
0.2273	39.6	792	0.6911	-0.0551	0.6911	0.8313
0.2273	39.7	794	0.6982	-0.0551	0.6982	0.8356
0.2273	39.8	796	0.6940	-0.0551	0.6940	0.8331
0.2273	39.9	798	0.6906	0.0	0.6906	0.8310
0.2273	40.0	800	0.6983	0.0479	0.6983	0.8357
0.2273	40.1	802	0.7245	0.1379	0.7245	0.8512
0.2273	40.2	804	0.7467	0.1691	0.7467	0.8641
0.2273	40.3	806	0.7478	0.1691	0.7478	0.8648
0.2273	40.4	808	0.7443	0.1691	0.7443	0.8627
0.2273	40.5	810	0.7392	0.1902	0.7392	0.8598
0.2273	40.6	812	0.7376	0.0479	0.7376	0.8588
0.2273	40.7	814	0.7529	-0.1547	0.7529	0.8677
0.2273	40.8	816	0.8084	-0.1547	0.8084	0.8991
0.2273	40.9	818	0.8366	-0.2006	0.8366	0.9147
0.2273	41.0	820	0.8095	-0.1547	0.8095	0.8997
0.2273	41.1	822	0.7758	-0.0520	0.7758	0.8808
0.2273	41.2	824	0.7292	-0.0520	0.7292	0.8539
0.2273	41.3	826	0.7024	0.0524	0.7024	0.8381
0.2273	41.4	828	0.7079	0.1444	0.7079	0.8414
0.2273	41.5	830	0.7165	0.1202	0.7165	0.8465
0.2273	41.6	832	0.7188	0.1202	0.7188	0.8478
0.2273	41.7	834	0.7066	0.1379	0.7066	0.8406
0.2273	41.8	836	0.7026	0.0524	0.7026	0.8382
0.2273	41.9	838	0.7161	-0.0520	0.7161	0.8462
0.2273	42.0	840	0.7205	-0.0520	0.7205	0.8488
0.2273	42.1	842	0.7259	-0.0520	0.7259	0.8520
0.2273	42.2	844	0.7227	-0.0520	0.7227	0.8501
0.2273	42.3	846	0.7076	0.0	0.7076	0.8412
0.2273	42.4	848	0.7047	0.0	0.7047	0.8394
0.2273	42.5	850	0.7032	0.0	0.7032	0.8386
0.2273	42.6	852	0.6973	0.0	0.6973	0.8351
0.2273	42.7	854	0.7244	0.1199	0.7244	0.8511
0.2273	42.8	856	0.7872	0.0909	0.7872	0.8873
0.2273	42.9	858	0.8247	0.0409	0.8247	0.9081
0.2273	43.0	860	0.7920	0.0512	0.7920	0.8900
0.2273	43.1	862	0.7595	0.1311	0.7595	0.8715
0.2273	43.2	864	0.7400	0.0914	0.7400	0.8602
0.2273	43.3	866	0.7300	0.0914	0.7300	0.8544
0.2273	43.4	868	0.7238	0.0863	0.7238	0.8508
0.2273	43.5	870	0.7371	0.0863	0.7371	0.8586
0.2273	43.6	872	0.7454	0.1691	0.7454	0.8634
0.2273	43.7	874	0.7310	0.1758	0.7310	0.8550
0.2273	43.8	876	0.7202	0.1379	0.7202	0.8487
0.2273	43.9	878	0.7088	0.0863	0.7088	0.8419
0.2273	44.0	880	0.7101	0.0524	0.7101	0.8426
0.2273	44.1	882	0.7329	-0.0520	0.7329	0.8561
0.2273	44.2	884	0.7567	-0.1547	0.7567	0.8699
0.2273	44.3	886	0.7755	-0.0892	0.7755	0.8806
0.2273	44.4	888	0.7729	-0.0949	0.7729	0.8792
0.2273	44.5	890	0.7681	-0.1547	0.7681	0.8764
0.2273	44.6	892	0.7551	-0.0520	0.7551	0.8689
0.2273	44.7	894	0.7627	0.0	0.7627	0.8734
0.2273	44.8	896	0.7763	-0.0551	0.7763	0.8811
0.2273	44.9	898	0.7582	-0.0551	0.7582	0.8708
0.2273	45.0	900	0.7389	0.0	0.7389	0.8596
0.2273	45.1	902	0.7174	0.0	0.7174	0.8470
0.2273	45.2	904	0.6995	0.0	0.6995	0.8363
0.2273	45.3	906	0.7122	0.0395	0.7122	0.8439
0.2273	45.4	908	0.7294	0.0395	0.7294	0.8540
0.2273	45.5	910	0.7309	0.0395	0.7309	0.8549
0.2273	45.6	912	0.7406	-0.0541	0.7406	0.8606
0.2273	45.7	914	0.7657	-0.1547	0.7657	0.8750
0.2273	45.8	916	0.7760	-0.0949	0.7760	0.8809
0.2273	45.9	918	0.7624	-0.0520	0.7624	0.8732
0.2273	46.0	920	0.7440	-0.0520	0.7440	0.8625
0.2273	46.1	922	0.7251	0.0524	0.7251	0.8515
0.2273	46.2	924	0.7199	0.0524	0.7199	0.8484
0.2273	46.3	926	0.7148	0.0479	0.7148	0.8455
0.2273	46.4	928	0.7260	0.0395	0.7260	0.8520
0.2273	46.5	930	0.7575	0.1612	0.7575	0.8704
0.2273	46.6	932	0.8065	0.1395	0.8065	0.8981
0.2273	46.7	934	0.7879	0.1047	0.7879	0.8876
0.2273	46.8	936	0.7574	-0.0595	0.7574	0.8703
0.2273	46.9	938	0.7420	-0.0541	0.7420	0.8614
0.2273	47.0	940	0.7400	-0.0520	0.7400	0.8602
0.2273	47.1	942	0.7480	-0.0520	0.7480	0.8649
0.2273	47.2	944	0.7438	-0.0520	0.7438	0.8624
0.2273	47.3	946	0.7368	0.0	0.7368	0.8584
0.2273	47.4	948	0.7331	0.0	0.7331	0.8562
0.2273	47.5	950	0.7319	0.0	0.7319	0.8555
0.2273	47.6	952	0.7374	0.0	0.7374	0.8587
0.2273	47.7	954	0.7549	0.0	0.7549	0.8688
0.2273	47.8	956	0.7684	0.0	0.7684	0.8766
0.2273	47.9	958	0.7658	0.0	0.7658	0.8751
0.2273	48.0	960	0.7522	0.0	0.7522	0.8673
0.2273	48.1	962	0.7399	0.0	0.7399	0.8602
0.2273	48.2	964	0.7239	0.0	0.7239	0.8508
0.2273	48.3	966	0.7250	0.0	0.7250	0.8515
0.2273	48.4	968	0.7289	0.0	0.7289	0.8537
0.2273	48.5	970	0.7316	0.0	0.7316	0.8553
0.2273	48.6	972	0.7390	-0.0541	0.7390	0.8596
0.2273	48.7	974	0.7628	-0.0560	0.7628	0.8734
0.2273	48.8	976	0.8115	0.0732	0.8115	0.9008
0.2273	48.9	978	0.8281	0.0226	0.8281	0.9100
0.2273	49.0	980	0.8387	0.0679	0.8387	0.9158
0.2273	49.1	982	0.8199	0.0798	0.8199	0.9055
0.2273	49.2	984	0.8090	0.0	0.8090	0.8994
0.2273	49.3	986	0.7821	-0.0029	0.7821	0.8844
0.2273	49.4	988	0.7622	-0.0118	0.7622	0.8731
0.2273	49.5	990	0.7194	0.0436	0.7194	0.8482
0.2273	49.6	992	0.6955	0.0524	0.6955	0.8340
0.2273	49.7	994	0.6850	0.0	0.6850	0.8277
0.2273	49.8	996	0.6791	0.0	0.6791	0.8241
0.2273	49.9	998	0.6778	0.0	0.6778	0.8233
0.0536	50.0	1000	0.6773	0.0	0.6773	0.8230
0.0536	50.1	1002	0.6849	0.0	0.6849	0.8276
0.0536	50.2	1004	0.6879	0.0	0.6879	0.8294
0.0536	50.3	1006	0.6799	0.0	0.6799	0.8245
0.0536	50.4	1008	0.6719	0.0	0.6719	0.8197
0.0536	50.5	1010	0.6772	0.0436	0.6772	0.8229
0.0536	50.6	1012	0.7073	0.0814	0.7073	0.8410
0.0536	50.7	1014	0.7522	0.1506	0.7522	0.8673
0.0536	50.8	1016	0.7917	0.1395	0.7917	0.8898
0.0536	50.9	1018	0.8000	0.1506	0.8000	0.8944
0.0536	51.0	1020	0.7612	-0.0628	0.7612	0.8725
0.0536	51.1	1022	0.7378	-0.0560	0.7378	0.8590
0.0536	51.2	1024	0.7265	-0.1074	0.7265	0.8524
0.0536	51.3	1026	0.7202	-0.1074	0.7202	0.8486
0.0536	51.4	1028	0.7121	-0.1074	0.7121	0.8438

Framework versions

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