ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k14_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: 0.8654
• Qwk: 0.0786
• Mse: 0.8654
• Rmse: 0.9303

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	0.0278	2	3.8115	0.0017	3.8115	1.9523
No log	0.0556	4	1.8025	0.0213	1.8025	1.3426
No log	0.0833	6	1.2405	-0.0457	1.2405	1.1138
No log	0.1111	8	1.0292	-0.0285	1.0292	1.0145
No log	0.1389	10	0.6755	0.0555	0.6755	0.8219
No log	0.1667	12	0.7013	0.0	0.7013	0.8374
No log	0.1944	14	0.7061	0.1021	0.7061	0.8403
No log	0.2222	16	1.3323	-0.0359	1.3323	1.1543
No log	0.25	18	1.2503	-0.0435	1.2503	1.1182
No log	0.2778	20	0.8741	0.0576	0.8741	0.9349
No log	0.3056	22	0.7910	0.0225	0.7910	0.8894
No log	0.3333	24	0.7081	-0.0069	0.7081	0.8415
No log	0.3611	26	0.7300	-0.0662	0.7300	0.8544
No log	0.3889	28	1.0370	0.0260	1.0370	1.0183
No log	0.4167	30	1.0199	-0.0861	1.0199	1.0099
No log	0.4444	32	0.7967	-0.0609	0.7967	0.8926
No log	0.4722	34	0.7911	-0.0033	0.7911	0.8894
No log	0.5	36	1.1132	0.0134	1.1132	1.0551
No log	0.5278	38	1.2804	0.0245	1.2804	1.1315
No log	0.5556	40	0.8541	0.0043	0.8541	0.9242
No log	0.5833	42	0.7915	0.0571	0.7915	0.8897
No log	0.6111	44	0.8123	0.0031	0.8123	0.9013
No log	0.6389	46	0.8487	0.0549	0.8487	0.9213
No log	0.6667	48	1.3207	0.0970	1.3207	1.1492
No log	0.6944	50	1.2303	0.0827	1.2303	1.1092
No log	0.7222	52	0.8826	-0.1098	0.8826	0.9394
No log	0.75	54	0.8914	-0.1152	0.8914	0.9441
No log	0.7778	56	0.9234	0.0391	0.9234	0.9609
No log	0.8056	58	0.8471	0.1051	0.8471	0.9204
No log	0.8333	60	0.9326	-0.0393	0.9326	0.9657
No log	0.8611	62	0.9777	-0.0712	0.9777	0.9888
No log	0.8889	64	1.0163	0.1555	1.0163	1.0081
No log	0.9167	66	1.1601	-0.0180	1.1601	1.0771
No log	0.9444	68	0.9818	0.0886	0.9818	0.9909
No log	0.9722	70	0.9389	0.0346	0.9389	0.9690
No log	1.0	72	0.8150	0.0562	0.8150	0.9028
No log	1.0278	74	1.1092	-0.0060	1.1092	1.0532
No log	1.0556	76	1.2027	-0.0337	1.2027	1.0967
No log	1.0833	78	0.9001	0.0996	0.9001	0.9488
No log	1.1111	80	0.8566	0.1135	0.8566	0.9255
No log	1.1389	82	0.9447	0.0852	0.9447	0.9720
No log	1.1667	84	1.1777	0.0472	1.1777	1.0852
No log	1.1944	86	0.9567	0.1128	0.9567	0.9781
No log	1.2222	88	0.9680	0.1170	0.9680	0.9839
No log	1.25	90	1.1424	-0.0462	1.1424	1.0688
No log	1.2778	92	1.0824	-0.0221	1.0824	1.0404
No log	1.3056	94	0.9334	0.0081	0.9334	0.9661
No log	1.3333	96	0.9312	-0.0440	0.9312	0.9650
No log	1.3611	98	0.8205	0.1983	0.8205	0.9058
No log	1.3889	100	0.9293	0.0760	0.9293	0.9640
No log	1.4167	102	0.8486	0.0714	0.8486	0.9212
No log	1.4444	104	0.8215	-0.0355	0.8215	0.9064
No log	1.4722	106	0.8543	-0.0799	0.8543	0.9243
No log	1.5	108	0.8494	0.0647	0.8494	0.9216
No log	1.5278	110	0.9971	0.0129	0.9971	0.9986
No log	1.5556	112	0.8574	0.1139	0.8574	0.9259
No log	1.5833	114	1.1668	0.0458	1.1668	1.0802
No log	1.6111	116	1.0653	-0.0886	1.0653	1.0321
No log	1.6389	118	1.0380	0.0551	1.0380	1.0188
No log	1.6667	120	1.2456	-0.0632	1.2456	1.1161
No log	1.6944	122	1.1299	0.0175	1.1299	1.0629
No log	1.7222	124	0.8806	-0.0375	0.8806	0.9384
No log	1.75	126	0.8426	-0.0025	0.8426	0.9179
No log	1.7778	128	0.8438	-0.0391	0.8438	0.9186
No log	1.8056	130	0.8720	0.0442	0.8720	0.9338
No log	1.8333	132	0.8792	0.0409	0.8792	0.9377
No log	1.8611	134	0.8101	0.0628	0.8101	0.9000
No log	1.8889	136	0.9687	-0.0187	0.9687	0.9842
No log	1.9167	138	0.9700	-0.0627	0.9700	0.9849
No log	1.9444	140	0.8760	0.0183	0.8760	0.9360
No log	1.9722	142	0.9326	0.0123	0.9326	0.9657
No log	2.0	144	0.8746	-0.0588	0.8746	0.9352
No log	2.0278	146	0.9594	-0.0409	0.9594	0.9795
No log	2.0556	148	0.9345	-0.0409	0.9345	0.9667
No log	2.0833	150	0.8351	0.0509	0.8351	0.9138
No log	2.1111	152	0.8134	0.0884	0.8134	0.9019
No log	2.1389	154	0.8133	0.0236	0.8133	0.9018
No log	2.1667	156	0.7934	0.0884	0.7934	0.8907
No log	2.1944	158	0.8610	0.0996	0.8610	0.9279
No log	2.2222	160	0.9215	0.0323	0.9215	0.9600
No log	2.25	162	1.0752	-0.0385	1.0752	1.0369
No log	2.2778	164	1.0227	-0.0551	1.0227	1.0113
No log	2.3056	166	0.8098	0.0680	0.8098	0.8999
No log	2.3333	168	0.9063	0.0424	0.9063	0.9520
No log	2.3611	170	0.8353	0.0680	0.8353	0.9139
No log	2.3889	172	0.9482	-0.0581	0.9482	0.9738
No log	2.4167	174	0.9979	-0.0061	0.9979	0.9989
No log	2.4444	176	0.9352	0.0123	0.9352	0.9671
No log	2.4722	178	1.0844	-0.0854	1.0844	1.0413
No log	2.5	180	0.9578	0.0424	0.9578	0.9787
No log	2.5278	182	0.9161	0.1291	0.9161	0.9571
No log	2.5556	184	0.8396	-0.0426	0.8396	0.9163
No log	2.5833	186	0.8747	0.0257	0.8747	0.9352
No log	2.6111	188	0.7957	0.1298	0.7957	0.8920
No log	2.6389	190	0.7734	0.0355	0.7734	0.8794
No log	2.6667	192	0.7930	-0.0849	0.7930	0.8905
No log	2.6944	194	0.7778	0.0355	0.7778	0.8819
No log	2.7222	196	0.8315	-0.0408	0.8315	0.9119
No log	2.75	198	1.0895	-0.0820	1.0895	1.0438
No log	2.7778	200	1.2071	-0.0436	1.2071	1.0987
No log	2.8056	202	0.9382	0.0211	0.9382	0.9686
No log	2.8333	204	0.8504	0.0376	0.8504	0.9222
No log	2.8611	206	0.9060	-0.0581	0.9060	0.9518
No log	2.8889	208	0.9234	-0.1247	0.9234	0.9609
No log	2.9167	210	0.7939	0.0465	0.7939	0.8910
No log	2.9444	212	0.7901	0.1148	0.7901	0.8889
No log	2.9722	214	0.7896	0.1148	0.7896	0.8886
No log	3.0	216	0.8001	0.1333	0.8001	0.8945
No log	3.0278	218	0.9836	-0.1016	0.9836	0.9918
No log	3.0556	220	1.3251	0.0280	1.3251	1.1511
No log	3.0833	222	1.0599	-0.0899	1.0599	1.0295
No log	3.1111	224	0.7912	0.0303	0.7912	0.8895
No log	3.1389	226	0.8940	0.0041	0.8940	0.9455
No log	3.1667	228	0.7937	0.0214	0.7937	0.8909
No log	3.1944	230	0.7087	0.0863	0.7087	0.8418
No log	3.2222	232	0.7038	0.0967	0.7038	0.8389
No log	3.25	234	0.7306	0.1474	0.7306	0.8548
No log	3.2778	236	0.7676	0.0981	0.7676	0.8762
No log	3.3056	238	0.8047	0.1691	0.8047	0.8971
No log	3.3333	240	0.7868	0.0714	0.7868	0.8870
No log	3.3611	242	0.7327	0.0432	0.7327	0.8560
No log	3.3889	244	0.7109	0.0914	0.7109	0.8431
No log	3.4167	246	0.6940	0.1567	0.6940	0.8331
No log	3.4444	248	0.7001	0.0857	0.7001	0.8367
No log	3.4722	250	0.7144	0.0857	0.7144	0.8452
No log	3.5	252	0.7420	0.1354	0.7420	0.8614
No log	3.5278	254	0.8075	0.0991	0.8075	0.8986
No log	3.5556	256	0.8313	0.1079	0.8313	0.9118
No log	3.5833	258	0.7583	0.0879	0.7583	0.8708
No log	3.6111	260	0.8948	0.0424	0.8948	0.9459
No log	3.6389	262	0.9164	-0.0008	0.9164	0.9573
No log	3.6667	264	0.7764	0.1259	0.7764	0.8812
No log	3.6944	266	0.7129	0.0970	0.7129	0.8443
No log	3.7222	268	0.7002	0.1952	0.7002	0.8368
No log	3.75	270	0.7233	0.1807	0.7233	0.8504
No log	3.7778	272	0.7331	0.0978	0.7331	0.8562
No log	3.8056	274	0.7548	0.1689	0.7548	0.8688
No log	3.8333	276	0.7461	0.1585	0.7461	0.8638
No log	3.8611	278	0.8300	0.0442	0.8300	0.9110
No log	3.8889	280	0.8409	-0.0008	0.8409	0.9170
No log	3.9167	282	0.7169	0.0723	0.7169	0.8467
No log	3.9444	284	0.6962	0.1769	0.6962	0.8344
No log	3.9722	286	0.6992	0.0814	0.6992	0.8362
No log	4.0	288	0.8303	-0.0033	0.8303	0.9112
No log	4.0278	290	0.9158	-0.0122	0.9158	0.9570
No log	4.0556	292	0.7856	0.0562	0.7856	0.8864
No log	4.0833	294	0.7584	0.1729	0.7584	0.8709
No log	4.1111	296	0.7525	0.1702	0.7525	0.8674
No log	4.1389	298	0.9099	0.0293	0.9099	0.9539
No log	4.1667	300	1.0366	0.0169	1.0366	1.0181
No log	4.1944	302	0.8162	0.0017	0.8162	0.9035
No log	4.2222	304	0.6914	0.0964	0.6914	0.8315
No log	4.25	306	0.7029	0.0695	0.7029	0.8384
No log	4.2778	308	0.6594	0.0555	0.6594	0.8120
No log	4.3056	310	0.6705	0.0964	0.6705	0.8188
No log	4.3333	312	0.7282	0.1565	0.7282	0.8534
No log	4.3611	314	0.9112	-0.0163	0.9112	0.9546
No log	4.3889	316	0.8721	0.0260	0.8721	0.9339
No log	4.4167	318	0.7476	0.1565	0.7476	0.8647
No log	4.4444	320	0.7192	0.0807	0.7192	0.8481
No log	4.4722	322	0.7141	0.0922	0.7141	0.8450
No log	4.5	324	0.7050	0.0807	0.7050	0.8396
No log	4.5278	326	0.6920	0.0807	0.6920	0.8319
No log	4.5556	328	0.7270	0.1202	0.7270	0.8526
No log	4.5833	330	0.7575	0.1627	0.7575	0.8704
No log	4.6111	332	0.7609	0.0937	0.7609	0.8723
No log	4.6389	334	0.8215	0.0291	0.8215	0.9064
No log	4.6667	336	0.8659	-0.0563	0.8659	0.9306
No log	4.6944	338	0.7789	0.0581	0.7789	0.8825
No log	4.7222	340	0.7230	0.0732	0.7230	0.8503
No log	4.75	342	0.7355	0.0639	0.7355	0.8576
No log	4.7778	344	0.7509	0.1840	0.7509	0.8665
No log	4.8056	346	0.7697	0.0987	0.7697	0.8773
No log	4.8333	348	0.7601	0.1379	0.7601	0.8718
No log	4.8611	350	0.7267	0.1311	0.7267	0.8525
No log	4.8889	352	0.7479	0.1627	0.7479	0.8648
No log	4.9167	354	0.7395	0.1304	0.7395	0.8599
No log	4.9444	356	0.7476	0.0465	0.7476	0.8646
No log	4.9722	358	0.7547	0.0465	0.7547	0.8687
No log	5.0	360	0.7561	0.2195	0.7561	0.8695
No log	5.0278	362	0.7810	0.1660	0.7810	0.8838
No log	5.0556	364	0.8307	0.0230	0.8307	0.9114
No log	5.0833	366	0.7704	0.0495	0.7704	0.8777
No log	5.1111	368	0.7810	0.1612	0.7810	0.8837
No log	5.1389	370	0.8295	0.1449	0.8295	0.9108
No log	5.1667	372	0.7312	0.2180	0.7312	0.8551
No log	5.1944	374	0.6844	0.0857	0.6844	0.8273
No log	5.2222	376	0.6878	0.0863	0.6878	0.8293
No log	5.25	378	0.7051	0.1758	0.7051	0.8397
No log	5.2778	380	0.7777	0.2180	0.7777	0.8819
No log	5.3056	382	0.8196	0.1047	0.8196	0.9053
No log	5.3333	384	0.7896	0.1617	0.7896	0.8886
No log	5.3611	386	0.8098	0.0955	0.8098	0.8999
No log	5.3889	388	0.7254	0.0503	0.7254	0.8517
No log	5.4167	390	0.6797	0.2258	0.6797	0.8245
No log	5.4444	392	0.6889	0.2258	0.6889	0.8300
No log	5.4722	394	0.6803	0.2258	0.6803	0.8248
No log	5.5	396	0.6884	0.1902	0.6884	0.8297
No log	5.5278	398	0.7298	0.1691	0.7298	0.8543
No log	5.5556	400	0.7359	0.1148	0.7359	0.8579
No log	5.5833	402	0.7053	0.1902	0.7053	0.8398
No log	5.6111	404	0.7012	0.0436	0.7012	0.8374
No log	5.6389	406	0.6840	0.1444	0.6840	0.8271
No log	5.6667	408	0.7099	0.1902	0.7099	0.8425
No log	5.6944	410	0.7742	0.1449	0.7742	0.8799
No log	5.7222	412	0.7530	0.1097	0.7530	0.8678
No log	5.75	414	0.7333	0.0670	0.7333	0.8563
No log	5.7778	416	0.7330	0.1404	0.7330	0.8562
No log	5.8056	418	0.7432	0.0085	0.7432	0.8621
No log	5.8333	420	0.7649	0.0670	0.7649	0.8746
No log	5.8611	422	0.7914	0.0588	0.7914	0.8896
No log	5.8889	424	0.7306	0.1379	0.7306	0.8548
No log	5.9167	426	0.7602	0.0570	0.7602	0.8719
No log	5.9444	428	0.7207	0.1024	0.7207	0.8490
No log	5.9722	430	0.7300	0.0670	0.7300	0.8544
No log	6.0	432	0.7473	0.0670	0.7473	0.8645
No log	6.0278	434	0.7349	0.0670	0.7349	0.8573
No log	6.0556	436	0.7241	0.1828	0.7241	0.8510
No log	6.0833	438	0.7304	0.2754	0.7304	0.8546
No log	6.1111	440	0.7219	0.0976	0.7219	0.8497
No log	6.1389	442	0.7049	0.1259	0.7049	0.8396
No log	6.1667	444	0.7204	0.1097	0.7204	0.8488
No log	6.1944	446	0.6843	0.1902	0.6843	0.8272
No log	6.2222	448	0.7011	0.0506	0.7011	0.8373
No log	6.25	450	0.7001	0.1081	0.7001	0.8367
No log	6.2778	452	0.6966	0.1444	0.6966	0.8346
No log	6.3056	454	0.7144	0.1259	0.7144	0.8452
No log	6.3333	456	0.7984	0.1342	0.7984	0.8935
No log	6.3611	458	0.8342	0.0409	0.8342	0.9133
No log	6.3889	460	0.7422	0.1097	0.7422	0.8615
No log	6.4167	462	0.7115	0.2239	0.7115	0.8435
No log	6.4444	464	0.7056	0.2315	0.7056	0.8400
No log	6.4722	466	0.6993	0.1740	0.6993	0.8363
No log	6.5	468	0.7383	0.0680	0.7383	0.8593
No log	6.5278	470	0.7955	0.1569	0.7955	0.8919
No log	6.5556	472	0.8351	0.1941	0.8351	0.9139
No log	6.5833	474	0.8035	0.1529	0.8035	0.8964
No log	6.6111	476	0.8059	0.1047	0.8059	0.8977
No log	6.6389	478	0.8650	0.0442	0.8650	0.9300
No log	6.6667	480	0.8174	0.0999	0.8174	0.9041
No log	6.6944	482	0.7385	0.1148	0.7385	0.8593
No log	6.7222	484	0.7307	0.2166	0.7307	0.8548
No log	6.75	486	0.8525	0.0275	0.8525	0.9233
No log	6.7778	488	0.9235	0.0007	0.9235	0.9610
No log	6.8056	490	0.8532	0.0623	0.8532	0.9237
No log	6.8333	492	0.7595	0.1674	0.7595	0.8715
No log	6.8611	494	0.7706	0.1148	0.7706	0.8779
No log	6.8889	496	0.7753	0.1691	0.7753	0.8805
No log	6.9167	498	0.7686	0.0846	0.7686	0.8767
0.3037	6.9444	500	0.7755	0.0179	0.7755	0.8806
0.3037	6.9722	502	0.7489	0.0110	0.7489	0.8654
0.3037	7.0	504	0.7043	0.0914	0.7043	0.8392
0.3037	7.0278	506	0.7690	0.1097	0.7690	0.8769
0.3037	7.0556	508	0.8254	0.0476	0.8254	0.9085
0.3037	7.0833	510	0.7575	0.1627	0.7575	0.8703
0.3037	7.1111	512	0.7227	0.1691	0.7227	0.8501
0.3037	7.1389	514	0.7238	0.1627	0.7238	0.8508
0.3037	7.1667	516	0.7788	0.1506	0.7788	0.8825
0.3037	7.1944	518	0.9771	0.0067	0.9771	0.9885
0.3037	7.2222	520	1.0485	-0.0955	1.0485	1.0240
0.3037	7.25	522	0.8830	0.0233	0.8830	0.9397
0.3037	7.2778	524	0.7184	0.1691	0.7184	0.8476
0.3037	7.3056	526	0.7472	0.0465	0.7472	0.8644
0.3037	7.3333	528	0.7656	0.0495	0.7656	0.8750
0.3037	7.3611	530	0.7556	0.1722	0.7556	0.8693
0.3037	7.3889	532	0.8029	0.0512	0.8029	0.8961
0.3037	7.4167	534	0.8123	0.0909	0.8123	0.9013
0.3037	7.4444	536	0.7341	0.1565	0.7341	0.8568
0.3037	7.4722	538	0.7265	0.1627	0.7265	0.8524
0.3037	7.5	540	0.7027	0.1691	0.7027	0.8383
0.3037	7.5278	542	0.6959	0.0436	0.6959	0.8342
0.3037	7.5556	544	0.7240	-0.1010	0.7240	0.8509
0.3037	7.5833	546	0.7324	-0.0513	0.7324	0.8558
0.3037	7.6111	548	0.7235	0.1691	0.7235	0.8506
0.3037	7.6389	550	0.7422	0.1627	0.7422	0.8615
0.3037	7.6667	552	0.7209	0.1318	0.7209	0.8491
0.3037	7.6944	554	0.7274	0.1444	0.7274	0.8529
0.3037	7.7222	556	0.7548	0.0338	0.7548	0.8688
0.3037	7.75	558	0.7806	0.0289	0.7806	0.8835
0.3037	7.7778	560	0.8048	0.1047	0.8048	0.8971
0.3037	7.8056	562	0.8973	0.0316	0.8973	0.9472
0.3037	7.8333	564	0.9476	0.0316	0.9476	0.9735
0.3037	7.8611	566	0.8753	0.0490	0.8753	0.9356
0.3037	7.8889	568	0.8028	0.0840	0.8028	0.8960
0.3037	7.9167	570	0.7665	0.0821	0.7665	0.8755
0.3037	7.9444	572	0.7603	0.1259	0.7603	0.8720
0.3037	7.9722	574	0.7889	0.0099	0.7889	0.8882
0.3037	8.0	576	0.7871	0.0099	0.7871	0.8872
0.3037	8.0278	578	0.8168	0.0867	0.8168	0.9038
0.3037	8.0556	580	0.7847	0.0512	0.7847	0.8859
0.3037	8.0833	582	0.7772	0.0099	0.7772	0.8816
0.3037	8.1111	584	0.8047	0.0798	0.8047	0.8971
0.3037	8.1389	586	0.8677	0.0504	0.8677	0.9315
0.3037	8.1667	588	0.9196	0.0734	0.9196	0.9589
0.3037	8.1944	590	1.0087	0.0881	1.0087	1.0043
0.3037	8.2222	592	0.8723	0.0755	0.8723	0.9340
0.3037	8.25	594	0.7801	0.1244	0.7801	0.8832
0.3037	8.2778	596	0.8109	0.1358	0.8109	0.9005
0.3037	8.3056	598	0.8113	0.0617	0.8113	0.9007
0.3037	8.3333	600	0.7621	0.1387	0.7621	0.8730
0.3037	8.3611	602	0.7628	0.1097	0.7628	0.8734
0.3037	8.3889	604	0.8518	-0.0056	0.8518	0.9229
0.3037	8.4167	606	0.8181	0.0826	0.8181	0.9045
0.3037	8.4444	608	0.7452	0.0768	0.7452	0.8633
0.3037	8.4722	610	0.7381	0.0914	0.7381	0.8592
0.3037	8.5	612	0.7215	0.0914	0.7215	0.8494
0.3037	8.5278	614	0.7742	0.1565	0.7742	0.8799
0.3037	8.5556	616	0.8901	0.0207	0.8901	0.9434
0.3037	8.5833	618	0.8873	-0.0143	0.8873	0.9420
0.3037	8.6111	620	0.8718	0.0377	0.8718	0.9337
0.3037	8.6389	622	0.8064	0.1449	0.8064	0.8980
0.3037	8.6667	624	0.7564	0.1228	0.7564	0.8697
0.3037	8.6944	626	0.7822	0.0522	0.7822	0.8844
0.3037	8.7222	628	0.7823	0.0581	0.7823	0.8845
0.3037	8.75	630	0.6992	0.1423	0.6992	0.8362
0.3037	8.7778	632	0.7272	0.1627	0.7272	0.8528
0.3037	8.8056	634	0.8585	0.0346	0.8585	0.9266
0.3037	8.8333	636	0.9179	-0.0143	0.9179	0.9580
0.3037	8.8611	638	0.9169	0.0207	0.9169	0.9576
0.3037	8.8889	640	0.8603	0.0287	0.8603	0.9275
0.3037	8.9167	642	0.8462	0.0377	0.8462	0.9199
0.3037	8.9444	644	0.8258	0.1342	0.8258	0.9087
0.3037	8.9722	646	0.8531	0.0346	0.8531	0.9236
0.3037	9.0	648	0.9637	-0.0930	0.9637	0.9817
0.3037	9.0278	650	0.9871	-0.0285	0.9871	0.9935
0.3037	9.0556	652	0.8685	0.0233	0.8685	0.9319
0.3037	9.0833	654	0.7798	0.0867	0.7798	0.8831
0.3037	9.1111	656	0.7176	0.1691	0.7176	0.8471
0.3037	9.1389	658	0.7091	0.1379	0.7091	0.8421
0.3037	9.1667	660	0.7013	0.1691	0.7013	0.8374
0.3037	9.1944	662	0.7097	0.1691	0.7097	0.8424
0.3037	9.2222	664	0.7194	0.1691	0.7194	0.8482
0.3037	9.25	666	0.7335	0.1565	0.7335	0.8565
0.3037	9.2778	668	0.7332	0.1691	0.7332	0.8563
0.3037	9.3056	670	0.7504	0.1565	0.7504	0.8662
0.3037	9.3333	672	0.7706	0.1047	0.7706	0.8778
0.3037	9.3611	674	0.7659	0.1565	0.7659	0.8752
0.3037	9.3889	676	0.7676	0.1187	0.7676	0.8761
0.3037	9.4167	678	0.7612	0.1585	0.7612	0.8725
0.3037	9.4444	680	0.7499	0.1047	0.7499	0.8660
0.3037	9.4722	682	0.7843	0.0867	0.7843	0.8856
0.3037	9.5	684	0.8281	0.0826	0.8281	0.9100
0.3037	9.5278	686	0.7851	0.0867	0.7851	0.8861
0.3037	9.5556	688	0.7189	0.1047	0.7189	0.8479
0.3037	9.5833	690	0.6914	0.1691	0.6914	0.8315
0.3037	9.6111	692	0.6977	0.1318	0.6977	0.8353
0.3037	9.6389	694	0.7038	0.1691	0.7038	0.8389
0.3037	9.6667	696	0.7412	0.1395	0.7412	0.8609
0.3037	9.6944	698	0.7883	0.1395	0.7883	0.8878
0.3037	9.7222	700	0.7830	0.1379	0.7830	0.8849
0.3037	9.75	702	0.7650	0.1379	0.7650	0.8746
0.3037	9.7778	704	0.7436	0.1199	0.7436	0.8623
0.3037	9.8056	706	0.7256	0.1691	0.7256	0.8518
0.3037	9.8333	708	0.7295	0.1047	0.7295	0.8541
0.3037	9.8611	710	0.7525	0.1395	0.7525	0.8675
0.3037	9.8889	712	0.8048	0.0867	0.8048	0.8971
0.3037	9.9167	714	0.7870	0.1342	0.7870	0.8871
0.3037	9.9444	716	0.7358	0.1047	0.7358	0.8578
0.3037	9.9722	718	0.7244	0.1627	0.7244	0.8511
0.3037	10.0	720	0.7258	0.1627	0.7258	0.8519
0.3037	10.0278	722	0.7283	0.1199	0.7283	0.8534
0.3037	10.0556	724	0.7337	0.1691	0.7337	0.8566
0.3037	10.0833	726	0.7463	0.1627	0.7463	0.8639
0.3037	10.1111	728	0.7370	0.1627	0.7370	0.8585
0.3037	10.1389	730	0.7343	0.1627	0.7343	0.8569
0.3037	10.1667	732	0.7585	0.1627	0.7585	0.8709
0.3037	10.1944	734	0.7920	0.1506	0.7920	0.8899
0.3037	10.2222	736	0.7799	0.1627	0.7799	0.8831
0.3037	10.25	738	0.7705	0.1627	0.7705	0.8778
0.3037	10.2778	740	0.7520	0.0303	0.7520	0.8672
0.3037	10.3056	742	0.7612	0.0376	0.7612	0.8725
0.3037	10.3333	744	0.7697	0.1691	0.7697	0.8773
0.3037	10.3611	746	0.8713	0.0642	0.8713	0.9335
0.3037	10.3889	748	0.9674	0.0207	0.9674	0.9836
0.3037	10.4167	750	0.8731	0.0609	0.8731	0.9344
0.3037	10.4444	752	0.7401	0.1627	0.7401	0.8603
0.3037	10.4722	754	0.7045	0.0334	0.7045	0.8394
0.3037	10.5	756	0.7075	0.0964	0.7075	0.8411
0.3037	10.5278	758	0.7082	0.0964	0.7082	0.8415
0.3037	10.5556	760	0.7105	0.1691	0.7105	0.8429
0.3037	10.5833	762	0.7261	0.1691	0.7261	0.8521
0.3037	10.6111	764	0.7288	0.1627	0.7288	0.8537
0.3037	10.6389	766	0.7113	0.1691	0.7113	0.8434
0.3037	10.6667	768	0.7266	0.1565	0.7266	0.8524
0.3037	10.6944	770	0.7203	0.1627	0.7203	0.8487
0.3037	10.7222	772	0.7225	0.1627	0.7225	0.8500
0.3037	10.75	774	0.7312	0.1627	0.7312	0.8551
0.3037	10.7778	776	0.7629	0.1565	0.7629	0.8735
0.3037	10.8056	778	0.8470	0.0377	0.8470	0.9203
0.3037	10.8333	780	0.9454	0.0233	0.9454	0.9723
0.3037	10.8611	782	1.0027	0.0486	1.0027	1.0013
0.3037	10.8889	784	0.9357	0.0233	0.9357	0.9673
0.3037	10.9167	786	0.8524	0.0748	0.8524	0.9232
0.3037	10.9444	788	0.7684	0.1899	0.7684	0.8766
0.3037	10.9722	790	0.7339	0.1627	0.7339	0.8567
0.3037	11.0	792	0.7501	0.0488	0.7501	0.8661
0.3037	11.0278	794	0.7546	0.0983	0.7546	0.8687
0.3037	11.0556	796	0.7178	0.1902	0.7178	0.8472
0.3037	11.0833	798	0.7591	0.1395	0.7591	0.8713
0.3037	11.1111	800	0.8191	-0.0033	0.8191	0.9050
0.3037	11.1389	802	0.8276	0.0346	0.8276	0.9097
0.3037	11.1667	804	0.7823	0.0909	0.7823	0.8845
0.3037	11.1944	806	0.7639	0.0600	0.7639	0.8740
0.3037	11.2222	808	0.7682	0.0338	0.7682	0.8765
0.3037	11.25	810	0.7474	0.0318	0.7474	0.8645
0.3037	11.2778	812	0.7438	0.1627	0.7438	0.8624
0.3037	11.3056	814	0.7823	0.1395	0.7823	0.8845
0.3037	11.3333	816	0.8111	0.0909	0.8111	0.9006
0.3037	11.3611	818	0.7996	0.1395	0.7996	0.8942
0.3037	11.3889	820	0.7604	0.1627	0.7604	0.8720
0.3037	11.4167	822	0.7480	0.1627	0.7480	0.8649
0.3037	11.4444	824	0.7539	0.1627	0.7539	0.8683
0.3037	11.4722	826	0.7691	0.1565	0.7691	0.8770
0.3037	11.5	828	0.7803	0.1449	0.7803	0.8834
0.3037	11.5278	830	0.7991	0.0909	0.7991	0.8939
0.3037	11.5556	832	0.7940	0.0909	0.7940	0.8911
0.3037	11.5833	834	0.7845	0.0909	0.7845	0.8857
0.3037	11.6111	836	0.7630	0.1148	0.7630	0.8735
0.3037	11.6389	838	0.7534	0.0807	0.7534	0.8680
0.3037	11.6667	840	0.7458	0.0807	0.7458	0.8636
0.3037	11.6944	842	0.7422	0.0807	0.7422	0.8615
0.3037	11.7222	844	0.7490	0.0807	0.7490	0.8655
0.3037	11.75	846	0.7666	0.0807	0.7666	0.8756
0.3037	11.7778	848	0.7985	0.0628	0.7985	0.8936
0.3037	11.8056	850	0.7896	0.0714	0.7896	0.8886
0.3037	11.8333	852	0.7768	0.0807	0.7768	0.8814
0.3037	11.8611	854	0.8629	0.1243	0.8629	0.9289
0.3037	11.8889	856	0.9493	0.0984	0.9493	0.9743
0.3037	11.9167	858	0.9894	-0.0558	0.9894	0.9947
0.3037	11.9444	860	0.8528	0.0867	0.8528	0.9235
0.3037	11.9722	862	0.8726	-0.0247	0.8726	0.9341
0.3037	12.0	864	0.9122	-0.0099	0.9122	0.9551
0.3037	12.0278	866	0.8055	0.0791	0.8055	0.8975
0.3037	12.0556	868	0.7890	0.0680	0.7890	0.8883
0.3037	12.0833	870	0.7674	0.1202	0.7674	0.8760
0.3037	12.1111	872	0.7819	0.0999	0.7819	0.8842
0.3037	12.1389	874	0.8014	0.0909	0.8014	0.8952
0.3037	12.1667	876	0.7956	0.0909	0.7956	0.8920
0.3037	12.1944	878	0.7789	0.1506	0.7789	0.8825
0.3037	12.2222	880	0.7518	0.1202	0.7518	0.8671
0.3037	12.25	882	0.7479	0.1259	0.7479	0.8648
0.3037	12.2778	884	0.7250	0.1259	0.7250	0.8515
0.3037	12.3056	886	0.6950	0.0807	0.6950	0.8337
0.3037	12.3333	888	0.6954	0.0964	0.6954	0.8339
0.3037	12.3611	890	0.6887	0.0964	0.6887	0.8299
0.3037	12.3889	892	0.6762	0.0807	0.6762	0.8223
0.3037	12.4167	894	0.7467	0.0999	0.7467	0.8641
0.3037	12.4444	896	0.8908	0.1107	0.8908	0.9438
0.3037	12.4722	898	0.8560	0.1196	0.8560	0.9252
0.3037	12.5	900	0.7377	0.0759	0.7377	0.8589
0.3037	12.5278	902	0.7135	0.0436	0.7135	0.8447
0.3037	12.5556	904	0.7424	0.0	0.7424	0.8616
0.3037	12.5833	906	0.7051	0.0436	0.7051	0.8397
0.3037	12.6111	908	0.6899	0.0807	0.6899	0.8306
0.3037	12.6389	910	0.7530	0.1965	0.7530	0.8677
0.3037	12.6667	912	0.8370	0.1243	0.8370	0.9149
0.3037	12.6944	914	0.8825	0.0711	0.8825	0.9394
0.3037	12.7222	916	0.8251	0.1716	0.8251	0.9084
0.3037	12.75	918	0.7566	0.1627	0.7566	0.8699
0.3037	12.7778	920	0.7540	0.0723	0.7540	0.8683
0.3037	12.8056	922	0.7476	0.1146	0.7476	0.8646
0.3037	12.8333	924	0.7379	0.1627	0.7379	0.8590
0.3037	12.8611	926	0.7239	0.1627	0.7239	0.8508
0.3037	12.8889	928	0.7106	0.1259	0.7106	0.8430
0.3037	12.9167	930	0.7035	0.1828	0.7035	0.8388
0.3037	12.9444	932	0.6967	0.1202	0.6967	0.8347
0.3037	12.9722	934	0.6913	0.1259	0.6913	0.8314
0.3037	13.0	936	0.6866	0.1202	0.6866	0.8286
0.3037	13.0278	938	0.6902	0.1202	0.6902	0.8308
0.3037	13.0556	940	0.6908	0.1202	0.6908	0.8311
0.3037	13.0833	942	0.7194	0.1627	0.7194	0.8482
0.3037	13.1111	944	0.7622	0.1506	0.7622	0.8730
0.3037	13.1389	946	0.7953	0.1395	0.7953	0.8918
0.3037	13.1667	948	0.8003	0.1395	0.8003	0.8946
0.3037	13.1944	950	0.8224	0.0867	0.8224	0.9068
0.3037	13.2222	952	0.8308	0.0409	0.8308	0.9115
0.3037	13.25	954	0.7828	0.1859	0.7828	0.8848
0.3037	13.2778	956	0.7769	0.1553	0.7769	0.8814
0.3037	13.3056	958	0.7838	0.1899	0.7838	0.8853
0.3037	13.3333	960	0.8650	0.1107	0.8650	0.9301
0.3037	13.3611	962	1.1115	-0.0411	1.1115	1.0543
0.3037	13.3889	964	1.1823	-0.0446	1.1823	1.0874
0.3037	13.4167	966	1.0760	-0.0067	1.0760	1.0373
0.3037	13.4444	968	0.8583	0.0711	0.8583	0.9264
0.3037	13.4722	970	0.7440	0.1565	0.7440	0.8625
0.3037	13.5	972	0.7356	0.1565	0.7356	0.8577
0.3037	13.5278	974	0.7275	0.1565	0.7275	0.8530
0.3037	13.5556	976	0.7168	0.1627	0.7168	0.8466
0.3037	13.5833	978	0.7077	0.1627	0.7077	0.8412
0.3037	13.6111	980	0.6949	0.1691	0.6949	0.8336
0.3037	13.6389	982	0.6957	0.1627	0.6957	0.8341
0.3037	13.6667	984	0.7342	0.0999	0.7342	0.8569
0.3037	13.6944	986	0.7512	0.0999	0.7512	0.8667
0.3037	13.7222	988	0.7133	0.1506	0.7133	0.8446
0.3037	13.75	990	0.6858	0.1691	0.6858	0.8282
0.3037	13.7778	992	0.6824	0.1828	0.6824	0.8261
0.3037	13.8056	994	0.7055	0.0460	0.7055	0.8399
0.3037	13.8333	996	0.6920	0.1379	0.6920	0.8319
0.3037	13.8611	998	0.7046	0.1691	0.7046	0.8394
0.0644	13.8889	1000	0.7952	0.1291	0.7952	0.8917
0.0644	13.9167	1002	0.8713	0.0711	0.8713	0.9334
0.0644	13.9444	1004	0.8616	0.1196	0.8616	0.9282
0.0644	13.9722	1006	0.9007	0.0260	0.9007	0.9490
0.0644	14.0	1008	0.9079	0.0260	0.9079	0.9528
0.0644	14.0278	1010	0.8032	0.1836	0.8032	0.8962
0.0644	14.0556	1012	0.7448	0.0768	0.7448	0.8630
0.0644	14.0833	1014	0.7300	0.0318	0.7300	0.8544
0.0644	14.1111	1016	0.7138	0.0807	0.7138	0.8449
0.0644	14.1389	1018	0.7081	0.1691	0.7081	0.8415
0.0644	14.1667	1020	0.7788	0.1342	0.7788	0.8825
0.0644	14.1944	1022	0.8476	0.1553	0.8476	0.9207
0.0644	14.2222	1024	0.8814	0.1107	0.8814	0.9388
0.0644	14.25	1026	0.8399	0.1553	0.8399	0.9165
0.0644	14.2778	1028	0.7484	0.1506	0.7484	0.8651
0.0644	14.3056	1030	0.7001	0.1691	0.7001	0.8367
0.0644	14.3333	1032	0.6912	0.1259	0.6912	0.8314
0.0644	14.3611	1034	0.6795	0.1259	0.6795	0.8243
0.0644	14.3889	1036	0.6982	0.1691	0.6982	0.8356
0.0644	14.4167	1038	0.6898	0.1691	0.6898	0.8305
0.0644	14.4444	1040	0.6553	0.1691	0.6553	0.8095
0.0644	14.4722	1042	0.6502	0.1379	0.6502	0.8064
0.0644	14.5	1044	0.6743	0.1444	0.6743	0.8212
0.0644	14.5278	1046	0.6910	0.1371	0.6910	0.8313
0.0644	14.5556	1048	0.7224	0.0357	0.7224	0.8499
0.0644	14.5833	1050	0.7643	0.1965	0.7643	0.8743
0.0644	14.6111	1052	0.8949	0.1553	0.8949	0.9460
0.0644	14.6389	1054	0.9946	-0.0558	0.9946	0.9973
0.0644	14.6667	1056	0.9357	0.1107	0.9357	0.9673
0.0644	14.6944	1058	0.8414	0.1660	0.8414	0.9173
0.0644	14.7222	1060	0.8006	0.1660	0.8006	0.8948
0.0644	14.75	1062	0.8138	0.1660	0.8138	0.9021
0.0644	14.7778	1064	0.8604	0.1553	0.8604	0.9276
0.0644	14.8056	1066	0.8441	0.1553	0.8441	0.9188
0.0644	14.8333	1068	0.7519	0.2208	0.7519	0.8671
0.0644	14.8611	1070	0.7213	0.1627	0.7213	0.8493
0.0644	14.8889	1072	0.7372	0.1899	0.7372	0.8586
0.0644	14.9167	1074	0.8138	0.2566	0.8138	0.9021
0.0644	14.9444	1076	0.8571	0.1064	0.8571	0.9258
0.0644	14.9722	1078	0.8012	0.2494	0.8012	0.8951
0.0644	15.0	1080	0.7810	0.2566	0.7810	0.8838
0.0644	15.0278	1082	0.7504	0.1836	0.7504	0.8662
0.0644	15.0556	1084	0.6982	0.1148	0.6982	0.8356
0.0644	15.0833	1086	0.6850	0.1444	0.6850	0.8277
0.0644	15.1111	1088	0.6865	0.0759	0.6865	0.8286
0.0644	15.1389	1090	0.7008	0.1506	0.7008	0.8371
0.0644	15.1667	1092	0.6913	0.0759	0.6913	0.8315
0.0644	15.1944	1094	0.6889	0.1379	0.6889	0.8300
0.0644	15.2222	1096	0.7333	-0.0030	0.7333	0.8564
0.0644	15.25	1098	0.7353	0.0471	0.7353	0.8575
0.0644	15.2778	1100	0.6864	0.1444	0.6864	0.8285
0.0644	15.3056	1102	0.6847	0.0714	0.6847	0.8274
0.0644	15.3333	1104	0.7488	0.1775	0.7488	0.8653
0.0644	15.3611	1106	0.8034	0.2141	0.8034	0.8963
0.0644	15.3889	1108	0.7244	0.1965	0.7244	0.8511
0.0644	15.4167	1110	0.6890	0.1691	0.6890	0.8300
0.0644	15.4444	1112	0.6901	0.1758	0.6901	0.8307
0.0644	15.4722	1114	0.7011	0.2105	0.7011	0.8373
0.0644	15.5	1116	0.7817	0.1836	0.7817	0.8841
0.0644	15.5278	1118	0.8659	0.1502	0.8659	0.9305
0.0644	15.5556	1120	0.8435	0.1150	0.8435	0.9184
0.0644	15.5833	1122	0.7305	0.1506	0.7305	0.8547
0.0644	15.6111	1124	0.6903	0.1758	0.6903	0.8308
0.0644	15.6389	1126	0.7002	0.1318	0.7002	0.8368
0.0644	15.6667	1128	0.7053	0.1758	0.7053	0.8398
0.0644	15.6944	1130	0.7056	0.1758	0.7056	0.8400
0.0644	15.7222	1132	0.7335	0.1506	0.7335	0.8564
0.0644	15.75	1134	0.7323	0.1899	0.7323	0.8557
0.0644	15.7778	1136	0.6925	0.1758	0.6925	0.8322
0.0644	15.8056	1138	0.6867	0.1758	0.6867	0.8287
0.0644	15.8333	1140	0.7143	0.0874	0.7143	0.8452
0.0644	15.8611	1142	0.7003	0.1740	0.7003	0.8369
0.0644	15.8889	1144	0.6959	0.1691	0.6959	0.8342
0.0644	15.9167	1146	0.7737	0.1899	0.7737	0.8796
0.0644	15.9444	1148	0.8565	0.1605	0.8565	0.9255
0.0644	15.9722	1150	0.8024	0.1836	0.8024	0.8958
0.0644	16.0	1152	0.7528	0.1506	0.7528	0.8676
0.0644	16.0278	1154	0.7300	0.1202	0.7300	0.8544
0.0644	16.0556	1156	0.7359	0.1202	0.7359	0.8578
0.0644	16.0833	1158	0.7201	0.1202	0.7201	0.8486
0.0644	16.1111	1160	0.7116	0.1202	0.7116	0.8435
0.0644	16.1389	1162	0.7516	0.1565	0.7516	0.8670
0.0644	16.1667	1164	0.8418	0.1291	0.8418	0.9175
0.0644	16.1944	1166	0.8831	0.1291	0.8831	0.9397
0.0644	16.2222	1168	0.8439	0.1775	0.8439	0.9186
0.0644	16.25	1170	0.7305	0.1565	0.7305	0.8547
0.0644	16.2778	1172	0.7101	0.1627	0.7101	0.8427
0.0644	16.3056	1174	0.7017	0.1627	0.7017	0.8377
0.0644	16.3333	1176	0.6844	0.1202	0.6844	0.8273
0.0644	16.3611	1178	0.7088	0.1627	0.7088	0.8419
0.0644	16.3889	1180	0.8045	0.1291	0.8045	0.8970
0.0644	16.4167	1182	0.9294	0.0676	0.9294	0.9640
0.0644	16.4444	1184	0.9598	0.0207	0.9598	0.9797
0.0644	16.4722	1186	0.8783	0.0786	0.8783	0.9372
0.0644	16.5	1188	0.8654	0.0786	0.8654	0.9303

Framework versions

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