ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run3_AugV5_k10_task1_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: 0.7046
• Qwk: 0.6216
• Mse: 0.7046
• Rmse: 0.8394

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	0.0392	2	5.1162	-0.0433	5.1162	2.2619
No log	0.0784	4	3.0536	0.1050	3.0536	1.7475
No log	0.1176	6	2.0633	0.0592	2.0633	1.4364
No log	0.1569	8	1.7727	0.0231	1.7727	1.3314
No log	0.1961	10	1.4538	0.1116	1.4538	1.2057
No log	0.2353	12	1.4555	0.0	1.4555	1.2064
No log	0.2745	14	1.5319	0.0854	1.5319	1.2377
No log	0.3137	16	1.3140	0.2062	1.3140	1.1463
No log	0.3529	18	1.3234	0.2285	1.3234	1.1504
No log	0.3922	20	1.3434	0.1988	1.3434	1.1591
No log	0.4314	22	1.2926	0.2502	1.2926	1.1369
No log	0.4706	24	1.2223	0.2694	1.2223	1.1056
No log	0.5098	26	1.3445	0.2299	1.3445	1.1595
No log	0.5490	28	1.5363	0.1916	1.5363	1.2395
No log	0.5882	30	1.4255	0.2596	1.4255	1.1940
No log	0.6275	32	1.1205	0.3387	1.1205	1.0585
No log	0.6667	34	1.1328	0.2550	1.1328	1.0643
No log	0.7059	36	1.1802	0.2600	1.1802	1.0864
No log	0.7451	38	1.1324	0.2681	1.1324	1.0642
No log	0.7843	40	1.1050	0.3766	1.1050	1.0512
No log	0.8235	42	1.3354	0.3056	1.3354	1.1556
No log	0.8627	44	2.0788	0.2515	2.0788	1.4418
No log	0.9020	46	2.2728	0.2631	2.2728	1.5076
No log	0.9412	48	1.8055	0.2509	1.8055	1.3437
No log	0.9804	50	1.2653	0.3104	1.2653	1.1249
No log	1.0196	52	1.0314	0.3459	1.0314	1.0156
No log	1.0588	54	1.0432	0.3296	1.0432	1.0214
No log	1.0980	56	1.0277	0.3433	1.0277	1.0138
No log	1.1373	58	1.1659	0.3206	1.1659	1.0798
No log	1.1765	60	1.6506	0.2556	1.6506	1.2848
No log	1.2157	62	1.6723	0.2343	1.6723	1.2932
No log	1.2549	64	1.5189	0.3157	1.5189	1.2324
No log	1.2941	66	1.4183	0.2601	1.4183	1.1909
No log	1.3333	68	1.3495	0.2656	1.3495	1.1617
No log	1.3725	70	1.4771	0.3003	1.4771	1.2153
No log	1.4118	72	1.8214	0.2662	1.8214	1.3496
No log	1.4510	74	1.8129	0.2669	1.8129	1.3464
No log	1.4902	76	1.4650	0.3125	1.4650	1.2104
No log	1.5294	78	1.1887	0.3539	1.1887	1.0903
No log	1.5686	80	1.1411	0.3717	1.1411	1.0682
No log	1.6078	82	1.0243	0.4532	1.0243	1.0121
No log	1.6471	84	0.9715	0.4333	0.9715	0.9856
No log	1.6863	86	0.9696	0.4599	0.9696	0.9847
No log	1.7255	88	0.9740	0.4786	0.9740	0.9869
No log	1.7647	90	0.9646	0.5159	0.9646	0.9821
No log	1.8039	92	0.9770	0.4872	0.9770	0.9884
No log	1.8431	94	0.9665	0.5029	0.9665	0.9831
No log	1.8824	96	0.9620	0.5507	0.9620	0.9808
No log	1.9216	98	0.9824	0.5428	0.9824	0.9912
No log	1.9608	100	0.9591	0.5887	0.9591	0.9793
No log	2.0	102	0.9650	0.5280	0.9650	0.9824
No log	2.0392	104	0.9405	0.5372	0.9405	0.9698
No log	2.0784	106	0.9482	0.5012	0.9482	0.9737
No log	2.1176	108	0.9097	0.5694	0.9097	0.9538
No log	2.1569	110	0.8496	0.5852	0.8496	0.9217
No log	2.1961	112	0.8581	0.5879	0.8581	0.9263
No log	2.2353	114	1.0503	0.5181	1.0503	1.0248
No log	2.2745	116	1.3654	0.4281	1.3654	1.1685
No log	2.3137	118	1.3531	0.4414	1.3531	1.1632
No log	2.3529	120	0.9641	0.5095	0.9641	0.9819
No log	2.3922	122	0.9361	0.5140	0.9361	0.9675
No log	2.4314	124	1.5799	0.4363	1.5799	1.2569
No log	2.4706	126	1.4168	0.4246	1.4168	1.1903
No log	2.5098	128	0.8974	0.5555	0.8974	0.9473
No log	2.5490	130	0.8467	0.5749	0.8467	0.9202
No log	2.5882	132	0.9849	0.5588	0.9849	0.9924
No log	2.6275	134	0.9228	0.5620	0.9228	0.9606
No log	2.6667	136	0.8418	0.5783	0.8418	0.9175
No log	2.7059	138	1.0340	0.5473	1.0340	1.0169
No log	2.7451	140	1.2273	0.4931	1.2273	1.1078
No log	2.7843	142	1.1266	0.5335	1.1266	1.0614
No log	2.8235	144	0.8620	0.5873	0.8620	0.9285
No log	2.8627	146	0.8848	0.6511	0.8848	0.9406
No log	2.9020	148	0.9122	0.5977	0.9122	0.9551
No log	2.9412	150	0.9149	0.5935	0.9149	0.9565
No log	2.9804	152	0.8371	0.6133	0.8371	0.9149
No log	3.0196	154	0.8462	0.5794	0.8462	0.9199
No log	3.0588	156	0.8145	0.6203	0.8145	0.9025
No log	3.0980	158	0.8253	0.5967	0.8253	0.9085
No log	3.1373	160	0.9275	0.5310	0.9275	0.9631
No log	3.1765	162	0.8385	0.5595	0.8385	0.9157
No log	3.2157	164	0.7725	0.5908	0.7725	0.8789
No log	3.2549	166	0.7729	0.5920	0.7729	0.8791
No log	3.2941	168	0.8079	0.5709	0.8079	0.8988
No log	3.3333	170	0.8945	0.5726	0.8945	0.9458
No log	3.3725	172	0.9109	0.6047	0.9109	0.9544
No log	3.4118	174	1.0144	0.5894	1.0144	1.0072
No log	3.4510	176	0.9007	0.6032	0.9007	0.9491
No log	3.4902	178	0.7545	0.6661	0.7545	0.8686
No log	3.5294	180	0.7502	0.6806	0.7502	0.8662
No log	3.5686	182	0.8331	0.6313	0.8331	0.9128
No log	3.6078	184	0.8374	0.6172	0.8374	0.9151
No log	3.6471	186	0.7663	0.6208	0.7663	0.8754
No log	3.6863	188	0.8502	0.5935	0.8502	0.9221
No log	3.7255	190	0.8399	0.5805	0.8399	0.9165
No log	3.7647	192	1.0264	0.5247	1.0264	1.0131
No log	3.8039	194	1.0820	0.5368	1.0820	1.0402
No log	3.8431	196	0.8806	0.5817	0.8806	0.9384
No log	3.8824	198	0.7569	0.6001	0.7569	0.8700
No log	3.9216	200	0.7558	0.5872	0.7558	0.8694
No log	3.9608	202	0.7753	0.5941	0.7753	0.8805
No log	4.0	204	0.7775	0.6060	0.7775	0.8818
No log	4.0392	206	0.8990	0.5505	0.8990	0.9481
No log	4.0784	208	1.0399	0.5410	1.0399	1.0198
No log	4.1176	210	0.8666	0.5839	0.8666	0.9309
No log	4.1569	212	0.7643	0.5956	0.7643	0.8743
No log	4.1961	214	0.7795	0.6183	0.7795	0.8829
No log	4.2353	216	0.7353	0.6030	0.7353	0.8575
No log	4.2745	218	0.8980	0.5753	0.8980	0.9476
No log	4.3137	220	1.0136	0.5247	1.0136	1.0068
No log	4.3529	222	0.8970	0.5777	0.8970	0.9471
No log	4.3922	224	0.7533	0.6495	0.7533	0.8679
No log	4.4314	226	0.7155	0.6371	0.7155	0.8458
No log	4.4706	228	0.7219	0.6385	0.7219	0.8496
No log	4.5098	230	0.7479	0.6169	0.7479	0.8648
No log	4.5490	232	0.7993	0.6069	0.7993	0.8940
No log	4.5882	234	0.7438	0.5907	0.7438	0.8624
No log	4.6275	236	0.7266	0.5949	0.7266	0.8524
No log	4.6667	238	0.6918	0.6452	0.6918	0.8317
No log	4.7059	240	0.6912	0.6504	0.6912	0.8314
No log	4.7451	242	0.6484	0.6648	0.6484	0.8052
No log	4.7843	244	0.7421	0.6185	0.7421	0.8614
No log	4.8235	246	0.9763	0.5920	0.9763	0.9881
No log	4.8627	248	0.8802	0.6095	0.8802	0.9382
No log	4.9020	250	0.6806	0.6431	0.6806	0.8250
No log	4.9412	252	0.6688	0.6382	0.6688	0.8178
No log	4.9804	254	0.7509	0.6286	0.7509	0.8666
No log	5.0196	256	1.0103	0.5940	1.0103	1.0051
No log	5.0588	258	1.0135	0.6142	1.0135	1.0067
No log	5.0980	260	0.8286	0.6194	0.8286	0.9103
No log	5.1373	262	0.6904	0.6473	0.6904	0.8309
No log	5.1765	264	0.6767	0.6380	0.6767	0.8226
No log	5.2157	266	0.6894	0.6062	0.6894	0.8303
No log	5.2549	268	0.7423	0.6017	0.7423	0.8616
No log	5.2941	270	0.7499	0.6142	0.7499	0.8660
No log	5.3333	272	0.7658	0.6524	0.7658	0.8751
No log	5.3725	274	0.7311	0.6654	0.7311	0.8550
No log	5.4118	276	0.7152	0.6866	0.7152	0.8457
No log	5.4510	278	0.7254	0.6961	0.7254	0.8517
No log	5.4902	280	0.8172	0.6726	0.8172	0.9040
No log	5.5294	282	0.9237	0.6416	0.9237	0.9611
No log	5.5686	284	0.9591	0.6222	0.9591	0.9793
No log	5.6078	286	0.8340	0.6380	0.8340	0.9132
No log	5.6471	288	0.6893	0.6701	0.6893	0.8302
No log	5.6863	290	0.6760	0.6529	0.6760	0.8222
No log	5.7255	292	0.6747	0.6607	0.6747	0.8214
No log	5.7647	294	0.6872	0.6405	0.6872	0.8290
No log	5.8039	296	0.7139	0.6460	0.7139	0.8449
No log	5.8431	298	0.7197	0.6530	0.7197	0.8483
No log	5.8824	300	0.7352	0.6406	0.7352	0.8575
No log	5.9216	302	0.8132	0.6326	0.8132	0.9018
No log	5.9608	304	0.7618	0.6169	0.7618	0.8728
No log	6.0	306	0.6849	0.6729	0.6849	0.8276
No log	6.0392	308	0.6896	0.6532	0.6896	0.8304
No log	6.0784	310	0.7380	0.6236	0.7380	0.8591
No log	6.1176	312	0.8176	0.6169	0.8176	0.9042
No log	6.1569	314	0.7726	0.6232	0.7726	0.8790
No log	6.1961	316	0.7144	0.6562	0.7144	0.8452
No log	6.2353	318	0.6970	0.7131	0.6970	0.8349
No log	6.2745	320	0.7080	0.6855	0.7080	0.8414
No log	6.3137	322	0.7709	0.6523	0.7709	0.8780
No log	6.3529	324	0.8457	0.6059	0.8457	0.9196
No log	6.3922	326	0.8737	0.6031	0.8737	0.9347
No log	6.4314	328	0.8141	0.6460	0.8141	0.9023
No log	6.4706	330	0.8100	0.6497	0.8100	0.9000
No log	6.5098	332	0.8167	0.6331	0.8167	0.9037
No log	6.5490	334	0.7132	0.6752	0.7132	0.8445
No log	6.5882	336	0.7226	0.6394	0.7226	0.8501
No log	6.6275	338	0.8299	0.6103	0.8299	0.9110
No log	6.6667	340	1.0268	0.5870	1.0268	1.0133
No log	6.7059	342	0.9603	0.6011	0.9603	0.9800
No log	6.7451	344	0.7753	0.6172	0.7753	0.8805
No log	6.7843	346	0.7666	0.6161	0.7666	0.8755
No log	6.8235	348	0.7883	0.6117	0.7883	0.8879
No log	6.8627	350	0.7759	0.5818	0.7759	0.8808
No log	6.9020	352	0.9152	0.5599	0.9152	0.9567
No log	6.9412	354	0.9784	0.5432	0.9784	0.9891
No log	6.9804	356	0.8290	0.6232	0.8290	0.9105
No log	7.0196	358	0.7023	0.6606	0.7023	0.8380
No log	7.0588	360	0.7138	0.6563	0.7138	0.8449
No log	7.0980	362	0.6794	0.6698	0.6794	0.8243
No log	7.1373	364	0.7026	0.6614	0.7026	0.8382
No log	7.1765	366	0.7547	0.6398	0.7547	0.8688
No log	7.2157	368	0.7868	0.6271	0.7868	0.8870
No log	7.2549	370	0.7338	0.6347	0.7338	0.8566
No log	7.2941	372	0.7115	0.6308	0.7115	0.8435
No log	7.3333	374	0.7832	0.6141	0.7832	0.8850
No log	7.3725	376	0.7921	0.6286	0.7921	0.8900
No log	7.4118	378	0.7382	0.6258	0.7382	0.8592
No log	7.4510	380	0.7681	0.6100	0.7681	0.8764
No log	7.4902	382	0.7998	0.6103	0.7998	0.8943
No log	7.5294	384	0.8249	0.6111	0.8249	0.9083
No log	7.5686	386	0.8000	0.6352	0.8000	0.8944
No log	7.6078	388	0.7259	0.6605	0.7259	0.8520
No log	7.6471	390	0.7468	0.6821	0.7468	0.8642
No log	7.6863	392	0.7862	0.6820	0.7862	0.8867
No log	7.7255	394	0.7897	0.6820	0.7897	0.8887
No log	7.7647	396	0.7881	0.6720	0.7881	0.8878
No log	7.8039	398	0.7246	0.7018	0.7246	0.8512
No log	7.8431	400	0.7338	0.6844	0.7338	0.8566
No log	7.8824	402	0.8107	0.6600	0.8107	0.9004
No log	7.9216	404	0.8632	0.6372	0.8632	0.9291
No log	7.9608	406	0.7939	0.6723	0.7939	0.8910
No log	8.0	408	0.6950	0.6915	0.6950	0.8337
No log	8.0392	410	0.6849	0.6619	0.6849	0.8276
No log	8.0784	412	0.6980	0.6717	0.6980	0.8355
No log	8.1176	414	0.7245	0.6958	0.7245	0.8512
No log	8.1569	416	0.7924	0.6922	0.7924	0.8901
No log	8.1961	418	0.7773	0.6981	0.7773	0.8816
No log	8.2353	420	0.7104	0.6893	0.7104	0.8429
No log	8.2745	422	0.7009	0.6720	0.7009	0.8372
No log	8.3137	424	0.7252	0.6863	0.7252	0.8516
No log	8.3529	426	0.7471	0.6735	0.7471	0.8643
No log	8.3922	428	0.7834	0.6617	0.7834	0.8851
No log	8.4314	430	0.7716	0.6567	0.7716	0.8784
No log	8.4706	432	0.7152	0.6671	0.7152	0.8457
No log	8.5098	434	0.7147	0.6382	0.7147	0.8454
No log	8.5490	436	0.7186	0.6245	0.7186	0.8477
No log	8.5882	438	0.7198	0.6494	0.7198	0.8484
No log	8.6275	440	0.8512	0.6313	0.8512	0.9226
No log	8.6667	442	1.0040	0.5610	1.0040	1.0020
No log	8.7059	444	0.9437	0.5681	0.9437	0.9714
No log	8.7451	446	0.7967	0.6578	0.7967	0.8926
No log	8.7843	448	0.6929	0.6535	0.6929	0.8324
No log	8.8235	450	0.6907	0.6155	0.6907	0.8311
No log	8.8627	452	0.6878	0.6597	0.6878	0.8293
No log	8.9020	454	0.7263	0.6582	0.7263	0.8522
No log	8.9412	456	0.8436	0.624	0.8436	0.9185
No log	8.9804	458	0.9981	0.5767	0.9981	0.9990
No log	9.0196	460	1.0390	0.5563	1.0390	1.0193
No log	9.0588	462	0.9467	0.5718	0.9467	0.9730
No log	9.0980	464	0.7834	0.6509	0.7834	0.8851
No log	9.1373	466	0.7139	0.6455	0.7139	0.8449
No log	9.1765	468	0.6733	0.6459	0.6733	0.8205
No log	9.2157	470	0.6687	0.6480	0.6687	0.8177
No log	9.2549	472	0.6890	0.6543	0.6890	0.8300
No log	9.2941	474	0.8469	0.6773	0.8469	0.9203
No log	9.3333	476	0.9363	0.6139	0.9363	0.9676
No log	9.3725	478	0.8501	0.6326	0.8501	0.9220
No log	9.4118	480	0.7108	0.6925	0.7108	0.8431
No log	9.4510	482	0.6678	0.6620	0.6678	0.8172
No log	9.4902	484	0.6829	0.6651	0.6829	0.8264
No log	9.5294	486	0.7432	0.6758	0.7432	0.8621
No log	9.5686	488	0.9204	0.6063	0.9204	0.9594
No log	9.6078	490	1.0086	0.6058	1.0086	1.0043
No log	9.6471	492	0.9585	0.5851	0.9585	0.9790
No log	9.6863	494	0.8977	0.5859	0.8977	0.9475
No log	9.7255	496	0.8725	0.6035	0.8725	0.9341
No log	9.7647	498	0.9518	0.6095	0.9518	0.9756
0.4679	9.8039	500	0.9906	0.5847	0.9906	0.9953
0.4679	9.8431	502	0.8841	0.6301	0.8841	0.9403
0.4679	9.8824	504	0.7436	0.6704	0.7436	0.8623
0.4679	9.9216	506	0.6633	0.6533	0.6633	0.8145
0.4679	9.9608	508	0.6661	0.6504	0.6661	0.8162
0.4679	10.0	510	0.6536	0.6207	0.6536	0.8084
0.4679	10.0392	512	0.6513	0.7018	0.6513	0.8070
0.4679	10.0784	514	0.7668	0.6694	0.7668	0.8756
0.4679	10.1176	516	0.8361	0.6730	0.8361	0.9144
0.4679	10.1569	518	0.7759	0.6786	0.7759	0.8808
0.4679	10.1961	520	0.7220	0.7007	0.7220	0.8497
0.4679	10.2353	522	0.7445	0.6832	0.7445	0.8628
0.4679	10.2745	524	0.8072	0.6750	0.8072	0.8985
0.4679	10.3137	526	0.7814	0.6656	0.7814	0.8840
0.4679	10.3529	528	0.6718	0.7108	0.6718	0.8196
0.4679	10.3922	530	0.6568	0.7066	0.6568	0.8105
0.4679	10.4314	532	0.7152	0.6843	0.7152	0.8457
0.4679	10.4706	534	0.7443	0.6714	0.7443	0.8627
0.4679	10.5098	536	0.7640	0.6704	0.7640	0.8741
0.4679	10.5490	538	0.7847	0.6646	0.7847	0.8858
0.4679	10.5882	540	0.7894	0.6646	0.7894	0.8885
0.4679	10.6275	542	0.7784	0.6580	0.7784	0.8823
0.4679	10.6667	544	0.7918	0.6724	0.7918	0.8898
0.4679	10.7059	546	0.7454	0.6623	0.7454	0.8634
0.4679	10.7451	548	0.7111	0.6468	0.7111	0.8433
0.4679	10.7843	550	0.7266	0.6501	0.7266	0.8524
0.4679	10.8235	552	0.8024	0.6524	0.8024	0.8958
0.4679	10.8627	554	0.8765	0.6203	0.8765	0.9362
0.4679	10.9020	556	0.8401	0.6490	0.8401	0.9166
0.4679	10.9412	558	0.7303	0.6336	0.7303	0.8546
0.4679	10.9804	560	0.6698	0.6561	0.6698	0.8184
0.4679	11.0196	562	0.6722	0.6561	0.6722	0.8199
0.4679	11.0588	564	0.6936	0.6334	0.6936	0.8328
0.4679	11.0980	566	0.6862	0.6672	0.6862	0.8284
0.4679	11.1373	568	0.7183	0.6890	0.7183	0.8475
0.4679	11.1765	570	0.8406	0.6594	0.8406	0.9168
0.4679	11.2157	572	0.9272	0.6480	0.9272	0.9629
0.4679	11.2549	574	0.9904	0.5977	0.9904	0.9952
0.4679	11.2941	576	0.9165	0.6111	0.9165	0.9573
0.4679	11.3333	578	0.8325	0.6481	0.8325	0.9124
0.4679	11.3725	580	0.7804	0.6747	0.7804	0.8834
0.4679	11.4118	582	0.8320	0.6530	0.8320	0.9122
0.4679	11.4510	584	0.9225	0.5925	0.9225	0.9605
0.4679	11.4902	586	0.8820	0.6111	0.8820	0.9392
0.4679	11.5294	588	0.8346	0.6344	0.8346	0.9135
0.4679	11.5686	590	0.7645	0.6855	0.7645	0.8743
0.4679	11.6078	592	0.7828	0.6753	0.7828	0.8848
0.4679	11.6471	594	0.8531	0.6590	0.8531	0.9236
0.4679	11.6863	596	0.8683	0.6648	0.8683	0.9318
0.4679	11.7255	598	0.7453	0.6557	0.7453	0.8633
0.4679	11.7647	600	0.6743	0.6568	0.6743	0.8212
0.4679	11.8039	602	0.6795	0.6560	0.6795	0.8243
0.4679	11.8431	604	0.7597	0.6734	0.7597	0.8716
0.4679	11.8824	606	0.7930	0.6451	0.7930	0.8905
0.4679	11.9216	608	0.8404	0.6427	0.8404	0.9168
0.4679	11.9608	610	0.8109	0.6454	0.8109	0.9005
0.4679	12.0	612	0.7285	0.6768	0.7285	0.8535
0.4679	12.0392	614	0.7141	0.6533	0.7141	0.8450
0.4679	12.0784	616	0.7331	0.6578	0.7331	0.8562
0.4679	12.1176	618	0.7981	0.6290	0.7981	0.8934
0.4679	12.1569	620	0.7855	0.6510	0.7855	0.8863
0.4679	12.1961	622	0.8174	0.6424	0.8174	0.9041
0.4679	12.2353	624	0.8894	0.6234	0.8894	0.9431
0.4679	12.2745	626	0.9171	0.6224	0.9171	0.9576
0.4679	12.3137	628	0.9448	0.6045	0.9448	0.9720
0.4679	12.3529	630	0.9412	0.6045	0.9412	0.9701
0.4679	12.3922	632	0.8921	0.6330	0.8921	0.9445
0.4679	12.4314	634	0.8260	0.6613	0.8260	0.9089
0.4679	12.4706	636	0.8388	0.6529	0.8388	0.9158
0.4679	12.5098	638	0.9213	0.6003	0.9213	0.9599
0.4679	12.5490	640	1.0696	0.5458	1.0696	1.0342
0.4679	12.5882	642	1.0723	0.5270	1.0723	1.0355
0.4679	12.6275	644	0.9087	0.6385	0.9087	0.9533
0.4679	12.6667	646	0.7483	0.6538	0.7483	0.8650
0.4679	12.7059	648	0.7181	0.6340	0.7181	0.8474
0.4679	12.7451	650	0.7584	0.6399	0.7584	0.8709
0.4679	12.7843	652	0.7776	0.6353	0.7776	0.8818
0.4679	12.8235	654	0.8565	0.6478	0.8565	0.9255
0.4679	12.8627	656	0.9252	0.6355	0.9252	0.9619
0.4679	12.9020	658	0.8789	0.6459	0.8789	0.9375
0.4679	12.9412	660	0.9262	0.6247	0.9262	0.9624
0.4679	12.9804	662	0.9260	0.6028	0.9260	0.9623
0.4679	13.0196	664	0.8644	0.6153	0.8644	0.9297
0.4679	13.0588	666	0.7948	0.6371	0.7948	0.8915
0.4679	13.0980	668	0.7564	0.6397	0.7564	0.8697
0.4679	13.1373	670	0.7281	0.6263	0.7281	0.8533
0.4679	13.1765	672	0.7099	0.6617	0.7099	0.8426
0.4679	13.2157	674	0.7038	0.6376	0.7038	0.8389
0.4679	13.2549	676	0.7049	0.6417	0.7049	0.8396
0.4679	13.2941	678	0.7306	0.6483	0.7306	0.8548
0.4679	13.3333	680	0.7388	0.6475	0.7388	0.8595
0.4679	13.3725	682	0.7375	0.6327	0.7375	0.8588
0.4679	13.4118	684	0.7385	0.6330	0.7385	0.8593
0.4679	13.4510	686	0.7267	0.6424	0.7267	0.8525
0.4679	13.4902	688	0.7179	0.6452	0.7179	0.8473
0.4679	13.5294	690	0.7684	0.6270	0.7684	0.8766
0.4679	13.5686	692	0.8479	0.6279	0.8479	0.9208
0.4679	13.6078	694	0.8213	0.6372	0.8213	0.9063
0.4679	13.6471	696	0.7566	0.6424	0.7566	0.8698
0.4679	13.6863	698	0.7329	0.6556	0.7329	0.8561
0.4679	13.7255	700	0.7419	0.6551	0.7419	0.8614
0.4679	13.7647	702	0.7594	0.6439	0.7594	0.8714
0.4679	13.8039	704	0.9232	0.6359	0.9232	0.9608
0.4679	13.8431	706	0.9861	0.5898	0.9861	0.9930
0.4679	13.8824	708	0.8613	0.6418	0.8613	0.9281
0.4679	13.9216	710	0.7404	0.6685	0.7404	0.8605
0.4679	13.9608	712	0.6937	0.6745	0.6937	0.8329
0.4679	14.0	714	0.6490	0.6508	0.6490	0.8056
0.4679	14.0392	716	0.6466	0.6550	0.6466	0.8041
0.4679	14.0784	718	0.6947	0.6589	0.6947	0.8335
0.4679	14.1176	720	0.7984	0.6374	0.7984	0.8935
0.4679	14.1569	722	0.9038	0.5815	0.9038	0.9507
0.4679	14.1961	724	0.9622	0.5683	0.9622	0.9809
0.4679	14.2353	726	0.9173	0.5693	0.9173	0.9578
0.4679	14.2745	728	0.7664	0.6381	0.7664	0.8754
0.4679	14.3137	730	0.6732	0.6617	0.6732	0.8205
0.4679	14.3529	732	0.6692	0.6516	0.6692	0.8181
0.4679	14.3922	734	0.7286	0.6570	0.7286	0.8536
0.4679	14.4314	736	0.8173	0.6373	0.8173	0.9040
0.4679	14.4706	738	0.7783	0.6306	0.7783	0.8822
0.4679	14.5098	740	0.7008	0.6610	0.7008	0.8371
0.4679	14.5490	742	0.6757	0.6414	0.6757	0.8220
0.4679	14.5882	744	0.6928	0.6652	0.6928	0.8324
0.4679	14.6275	746	0.6859	0.6694	0.6859	0.8282
0.4679	14.6667	748	0.6428	0.6755	0.6428	0.8018
0.4679	14.7059	750	0.6237	0.6879	0.6237	0.7897
0.4679	14.7451	752	0.6254	0.6827	0.6254	0.7908
0.4679	14.7843	754	0.6602	0.6978	0.6602	0.8125
0.4679	14.8235	756	0.7031	0.6837	0.7031	0.8385
0.4679	14.8627	758	0.7440	0.6441	0.7440	0.8625
0.4679	14.9020	760	0.7889	0.6527	0.7889	0.8882
0.4679	14.9412	762	0.7662	0.6455	0.7662	0.8753
0.4679	14.9804	764	0.7075	0.6695	0.7075	0.8411
0.4679	15.0196	766	0.7221	0.6581	0.7221	0.8498
0.4679	15.0588	768	0.7622	0.6485	0.7622	0.8730
0.4679	15.0980	770	0.7760	0.6345	0.7760	0.8809
0.4679	15.1373	772	0.7635	0.6561	0.7635	0.8738
0.4679	15.1765	774	0.7951	0.6367	0.7951	0.8917
0.4679	15.2157	776	0.7819	0.6472	0.7819	0.8843
0.4679	15.2549	778	0.7590	0.6554	0.7590	0.8712
0.4679	15.2941	780	0.7429	0.6571	0.7429	0.8619
0.4679	15.3333	782	0.7765	0.6502	0.7765	0.8812
0.4679	15.3725	784	0.7863	0.6396	0.7863	0.8868
0.4679	15.4118	786	0.7766	0.6483	0.7766	0.8812
0.4679	15.4510	788	0.7210	0.6684	0.7210	0.8491
0.4679	15.4902	790	0.6883	0.6628	0.6883	0.8296
0.4679	15.5294	792	0.6967	0.6106	0.6967	0.8347
0.4679	15.5686	794	0.7337	0.6468	0.7337	0.8566
0.4679	15.6078	796	0.8366	0.6443	0.8366	0.9147
0.4679	15.6471	798	0.8827	0.6406	0.8827	0.9395
0.4679	15.6863	800	0.8408	0.6248	0.8408	0.9170
0.4679	15.7255	802	0.8102	0.6151	0.8102	0.9001
0.4679	15.7647	804	0.8550	0.6077	0.8550	0.9247
0.4679	15.8039	806	0.8634	0.6232	0.8634	0.9292
0.4679	15.8431	808	0.8369	0.6290	0.8369	0.9148
0.4679	15.8824	810	0.8133	0.6339	0.8133	0.9018
0.4679	15.9216	812	0.8200	0.6334	0.8200	0.9055
0.4679	15.9608	814	0.8488	0.6334	0.8488	0.9213
0.4679	16.0	816	0.8046	0.6351	0.8046	0.8970
0.4679	16.0392	818	0.7648	0.6545	0.7648	0.8745
0.4679	16.0784	820	0.7747	0.6607	0.7747	0.8802
0.4679	16.1176	822	0.8666	0.6324	0.8666	0.9309
0.4679	16.1569	824	0.9309	0.6290	0.9309	0.9649
0.4679	16.1961	826	0.9345	0.6101	0.9345	0.9667
0.4679	16.2353	828	0.9532	0.6052	0.9532	0.9763
0.4679	16.2745	830	0.9522	0.6003	0.9522	0.9758
0.4679	16.3137	832	0.9421	0.6052	0.9421	0.9706
0.4679	16.3529	834	0.9383	0.6182	0.9383	0.9686
0.4679	16.3922	836	0.9195	0.6304	0.9195	0.9589
0.4679	16.4314	838	0.8865	0.6499	0.8865	0.9415
0.4679	16.4706	840	0.8681	0.6499	0.8681	0.9317
0.4679	16.5098	842	0.9667	0.5961	0.9667	0.9832
0.4679	16.5490	844	1.0083	0.6158	1.0083	1.0041
0.4679	16.5882	846	0.9122	0.6587	0.9122	0.9551
0.4679	16.6275	848	0.8853	0.6523	0.8853	0.9409
0.4679	16.6667	850	0.8956	0.6354	0.8956	0.9464
0.4679	16.7059	852	0.8614	0.6543	0.8614	0.9281
0.4679	16.7451	854	0.8949	0.6354	0.8949	0.9460
0.4679	16.7843	856	0.8264	0.6543	0.8264	0.9091
0.4679	16.8235	858	0.7267	0.6713	0.7267	0.8524
0.4679	16.8627	860	0.7087	0.6731	0.7087	0.8419
0.4679	16.9020	862	0.7496	0.6646	0.7497	0.8658
0.4679	16.9412	864	0.7881	0.6776	0.7881	0.8878
0.4679	16.9804	866	0.8284	0.6782	0.8284	0.9102
0.4679	17.0196	868	0.7876	0.6730	0.7876	0.8875
0.4679	17.0588	870	0.6845	0.6815	0.6845	0.8273
0.4679	17.0980	872	0.6656	0.7063	0.6656	0.8158
0.4679	17.1373	874	0.7069	0.6607	0.7069	0.8408
0.4679	17.1765	876	0.7043	0.6626	0.7043	0.8392
0.4679	17.2157	878	0.7308	0.6462	0.7308	0.8549
0.4679	17.2549	880	0.7892	0.6473	0.7892	0.8884
0.4679	17.2941	882	0.7710	0.6618	0.7710	0.8781
0.4679	17.3333	884	0.7925	0.6600	0.7925	0.8902
0.4679	17.3725	886	0.8277	0.6534	0.8277	0.9098
0.4679	17.4118	888	0.8335	0.6534	0.8335	0.9130
0.4679	17.4510	890	0.7663	0.6589	0.7663	0.8754
0.4679	17.4902	892	0.7063	0.6857	0.7063	0.8404
0.4679	17.5294	894	0.7030	0.6740	0.7030	0.8385
0.4679	17.5686	896	0.7627	0.6504	0.7627	0.8733
0.4679	17.6078	898	0.8787	0.6748	0.8787	0.9374
0.4679	17.6471	900	0.9494	0.6559	0.9494	0.9744
0.4679	17.6863	902	0.8956	0.6740	0.8956	0.9464
0.4679	17.7255	904	0.8008	0.6460	0.8008	0.8949
0.4679	17.7647	906	0.7704	0.6439	0.7704	0.8777
0.4679	17.8039	908	0.7225	0.6742	0.7225	0.8500
0.4679	17.8431	910	0.7171	0.6772	0.7171	0.8468
0.4679	17.8824	912	0.7145	0.6819	0.7145	0.8453
0.4679	17.9216	914	0.7194	0.6459	0.7194	0.8481
0.4679	17.9608	916	0.7670	0.6509	0.7670	0.8758
0.4679	18.0	918	0.8476	0.6078	0.8476	0.9207
0.4679	18.0392	920	0.9754	0.5889	0.9754	0.9876
0.4679	18.0784	922	0.9794	0.5972	0.9794	0.9896
0.4679	18.1176	924	0.8833	0.6122	0.8833	0.9398
0.4679	18.1569	926	0.7951	0.6303	0.7951	0.8917
0.4679	18.1961	928	0.7561	0.6522	0.7561	0.8696
0.4679	18.2353	930	0.7907	0.6432	0.7907	0.8892
0.4679	18.2745	932	0.8150	0.6285	0.8150	0.9028
0.4679	18.3137	934	0.8725	0.6076	0.8725	0.9341
0.4679	18.3529	936	0.8643	0.6162	0.8643	0.9297
0.4679	18.3922	938	0.8228	0.6369	0.8228	0.9071
0.4679	18.4314	940	0.8188	0.6202	0.8188	0.9049
0.4679	18.4706	942	0.7680	0.6742	0.7680	0.8763
0.4679	18.5098	944	0.7767	0.6462	0.7767	0.8813
0.4679	18.5490	946	0.8443	0.6175	0.8443	0.9189
0.4679	18.5882	948	0.9487	0.5975	0.9487	0.9740
0.4679	18.6275	950	0.9263	0.6090	0.9263	0.9625
0.4679	18.6667	952	0.8277	0.6368	0.8277	0.9098
0.4679	18.7059	954	0.7474	0.6367	0.7474	0.8645
0.4679	18.7451	956	0.6952	0.6693	0.6952	0.8338
0.4679	18.7843	958	0.7124	0.6915	0.7124	0.8440
0.4679	18.8235	960	0.6972	0.6836	0.6972	0.8350
0.4679	18.8627	962	0.6916	0.6922	0.6916	0.8316
0.4679	18.9020	964	0.6932	0.6751	0.6932	0.8326
0.4679	18.9412	966	0.7049	0.6735	0.7049	0.8396
0.4679	18.9804	968	0.7885	0.6339	0.7885	0.8880
0.4679	19.0196	970	0.8977	0.6263	0.8977	0.9475
0.4679	19.0588	972	0.9858	0.5921	0.9858	0.9929
0.4679	19.0980	974	0.9324	0.6145	0.9324	0.9656
0.4679	19.1373	976	0.8543	0.6252	0.8543	0.9243
0.4679	19.1765	978	0.8587	0.6252	0.8587	0.9267
0.4679	19.2157	980	0.8757	0.6280	0.8757	0.9358
0.4679	19.2549	982	0.8095	0.6285	0.8095	0.8997
0.4679	19.2941	984	0.7077	0.6764	0.7077	0.8413
0.4679	19.3333	986	0.6794	0.6744	0.6794	0.8243
0.4679	19.3725	988	0.6882	0.6764	0.6882	0.8296
0.4679	19.4118	990	0.7291	0.6567	0.7291	0.8539
0.4679	19.4510	992	0.8306	0.6497	0.8306	0.9114
0.4679	19.4902	994	0.9228	0.6352	0.9228	0.9606
0.4679	19.5294	996	0.9438	0.6359	0.9438	0.9715
0.4679	19.5686	998	0.8762	0.6258	0.8762	0.9361
0.0763	19.6078	1000	0.8521	0.6268	0.8521	0.9231
0.0763	19.6471	1002	0.8128	0.6305	0.8128	0.9016
0.0763	19.6863	1004	0.8114	0.6400	0.8114	0.9008
0.0763	19.7255	1006	0.7984	0.6392	0.7984	0.8935
0.0763	19.7647	1008	0.7542	0.6335	0.7542	0.8685
0.0763	19.8039	1010	0.7254	0.6605	0.7254	0.8517
0.0763	19.8431	1012	0.7279	0.6634	0.7279	0.8532
0.0763	19.8824	1014	0.7570	0.6437	0.7570	0.8700
0.0763	19.9216	1016	0.8268	0.6444	0.8268	0.9093
0.0763	19.9608	1018	0.9478	0.6192	0.9478	0.9735
0.0763	20.0	1020	0.9476	0.6086	0.9476	0.9734
0.0763	20.0392	1022	0.9082	0.6047	0.9082	0.9530
0.0763	20.0784	1024	0.8502	0.6325	0.8502	0.9221
0.0763	20.1176	1026	0.7094	0.6231	0.7094	0.8422
0.0763	20.1569	1028	0.6609	0.6408	0.6609	0.8130
0.0763	20.1961	1030	0.6546	0.6400	0.6546	0.8091
0.0763	20.2353	1032	0.6927	0.6406	0.6927	0.8323
0.0763	20.2745	1034	0.7743	0.6471	0.7743	0.8800
0.0763	20.3137	1036	0.8183	0.6471	0.8183	0.9046
0.0763	20.3529	1038	0.8722	0.6333	0.8722	0.9339
0.0763	20.3922	1040	0.8151	0.6318	0.8151	0.9028
0.0763	20.4314	1042	0.7839	0.6353	0.7839	0.8854
0.0763	20.4706	1044	0.7481	0.6447	0.7481	0.8649
0.0763	20.5098	1046	0.7362	0.6551	0.7362	0.8580
0.0763	20.5490	1048	0.7544	0.6685	0.7544	0.8686
0.0763	20.5882	1050	0.7988	0.6475	0.7988	0.8937
0.0763	20.6275	1052	0.7847	0.6637	0.7847	0.8858
0.0763	20.6667	1054	0.7356	0.6505	0.7356	0.8577
0.0763	20.7059	1056	0.7479	0.6368	0.7479	0.8648
0.0763	20.7451	1058	0.8141	0.6538	0.8141	0.9023
0.0763	20.7843	1060	0.8555	0.6289	0.8555	0.9249
0.0763	20.8235	1062	0.8962	0.6065	0.8962	0.9467
0.0763	20.8627	1064	0.9587	0.5990	0.9587	0.9791
0.0763	20.9020	1066	0.9559	0.5990	0.9559	0.9777
0.0763	20.9412	1068	0.8796	0.6346	0.8796	0.9378
0.0763	20.9804	1070	0.7705	0.6453	0.7705	0.8778
0.0763	21.0196	1072	0.6992	0.6886	0.6992	0.8362
0.0763	21.0588	1074	0.6793	0.7004	0.6793	0.8242
0.0763	21.0980	1076	0.6822	0.6905	0.6822	0.8259
0.0763	21.1373	1078	0.7292	0.6624	0.7292	0.8539
0.0763	21.1765	1080	0.8249	0.6372	0.8249	0.9083
0.0763	21.2157	1082	0.8801	0.6349	0.8801	0.9382
0.0763	21.2549	1084	0.8989	0.6346	0.8989	0.9481
0.0763	21.2941	1086	0.8996	0.6339	0.8996	0.9485
0.0763	21.3333	1088	0.8377	0.6267	0.8377	0.9153
0.0763	21.3725	1090	0.7522	0.6445	0.7522	0.8673
0.0763	21.4118	1092	0.6955	0.6684	0.6955	0.8340
0.0763	21.4510	1094	0.6736	0.6496	0.6736	0.8207
0.0763	21.4902	1096	0.6827	0.6570	0.6827	0.8263
0.0763	21.5294	1098	0.6877	0.6538	0.6877	0.8293
0.0763	21.5686	1100	0.7220	0.6317	0.7220	0.8497
0.0763	21.6078	1102	0.7898	0.6307	0.7898	0.8887
0.0763	21.6471	1104	0.8226	0.6290	0.8226	0.9070
0.0763	21.6863	1106	0.8264	0.6182	0.8264	0.9090
0.0763	21.7255	1108	0.7935	0.6301	0.7935	0.8908
0.0763	21.7647	1110	0.7337	0.6413	0.7337	0.8566
0.0763	21.8039	1112	0.7119	0.6795	0.7119	0.8437
0.0763	21.8431	1114	0.7253	0.6745	0.7253	0.8516
0.0763	21.8824	1116	0.8322	0.6273	0.8322	0.9123
0.0763	21.9216	1118	0.8962	0.6419	0.8962	0.9467
0.0763	21.9608	1120	0.8942	0.6339	0.8942	0.9456
0.0763	22.0	1122	0.8967	0.6247	0.8967	0.9470
0.0763	22.0392	1124	0.9197	0.5991	0.9197	0.9590
0.0763	22.0784	1126	0.9069	0.6078	0.9069	0.9523
0.0763	22.1176	1128	0.8423	0.6308	0.8423	0.9178
0.0763	22.1569	1130	0.8311	0.6295	0.8311	0.9116
0.0763	22.1961	1132	0.9099	0.6088	0.9099	0.9539
0.0763	22.2353	1134	0.9403	0.6059	0.9403	0.9697
0.0763	22.2745	1136	0.9382	0.6093	0.9382	0.9686
0.0763	22.3137	1138	0.9622	0.6034	0.9622	0.9809
0.0763	22.3529	1140	0.9160	0.6326	0.9160	0.9571
0.0763	22.3922	1142	0.8866	0.6439	0.8866	0.9416
0.0763	22.4314	1144	0.8783	0.6410	0.8783	0.9372
0.0763	22.4706	1146	0.9011	0.6122	0.9011	0.9493
0.0763	22.5098	1148	0.9556	0.6026	0.9556	0.9775
0.0763	22.5490	1150	0.9371	0.6236	0.9371	0.9680
0.0763	22.5882	1152	0.9487	0.6236	0.9487	0.9740
0.0763	22.6275	1154	0.9270	0.6269	0.9270	0.9628
0.0763	22.6667	1156	0.9142	0.6269	0.9142	0.9561
0.0763	22.7059	1158	0.8535	0.6246	0.8535	0.9238
0.0763	22.7451	1160	0.8233	0.6485	0.8233	0.9074
0.0763	22.7843	1162	0.8370	0.6618	0.8370	0.9149
0.0763	22.8235	1164	0.8726	0.6484	0.8726	0.9341
0.0763	22.8627	1166	0.8712	0.6484	0.8712	0.9334
0.0763	22.9020	1168	0.8126	0.6522	0.8126	0.9015
0.0763	22.9412	1170	0.7462	0.6595	0.7462	0.8638
0.0763	22.9804	1172	0.7421	0.6544	0.7421	0.8614
0.0763	23.0196	1174	0.7766	0.6457	0.7766	0.8813
0.0763	23.0588	1176	0.7704	0.6421	0.7704	0.8777
0.0763	23.0980	1178	0.7300	0.6477	0.7300	0.8544
0.0763	23.1373	1180	0.7046	0.6511	0.7046	0.8394
0.0763	23.1765	1182	0.7189	0.6511	0.7189	0.8479
0.0763	23.2157	1184	0.7465	0.6514	0.7465	0.8640
0.0763	23.2549	1186	0.7328	0.6664	0.7328	0.8561
0.0763	23.2941	1188	0.7097	0.6762	0.7097	0.8424
0.0763	23.3333	1190	0.6935	0.6887	0.6935	0.8328
0.0763	23.3725	1192	0.6991	0.6953	0.6991	0.8361
0.0763	23.4118	1194	0.7116	0.6857	0.7116	0.8436
0.0763	23.4510	1196	0.6875	0.6822	0.6875	0.8292
0.0763	23.4902	1198	0.6813	0.6560	0.6813	0.8254
0.0763	23.5294	1200	0.6589	0.6490	0.6589	0.8118
0.0763	23.5686	1202	0.6606	0.6454	0.6606	0.8127
0.0763	23.6078	1204	0.7018	0.6356	0.7018	0.8378
0.0763	23.6471	1206	0.7222	0.6266	0.7222	0.8498
0.0763	23.6863	1208	0.6980	0.6158	0.6980	0.8355
0.0763	23.7255	1210	0.6783	0.5995	0.6783	0.8236
0.0763	23.7647	1212	0.6630	0.6282	0.6630	0.8142
0.0763	23.8039	1214	0.6885	0.6448	0.6885	0.8298
0.0763	23.8431	1216	0.7824	0.6429	0.7824	0.8845
0.0763	23.8824	1218	0.8652	0.6497	0.8652	0.9302
0.0763	23.9216	1220	0.9412	0.6299	0.9412	0.9702
0.0763	23.9608	1222	0.9341	0.6257	0.9341	0.9665
0.0763	24.0	1224	0.8639	0.6499	0.8639	0.9295
0.0763	24.0392	1226	0.8039	0.6358	0.8039	0.8966
0.0763	24.0784	1228	0.7987	0.6421	0.7987	0.8937
0.0763	24.1176	1230	0.8505	0.6305	0.8505	0.9222
0.0763	24.1569	1232	0.8588	0.6358	0.8588	0.9267
0.0763	24.1961	1234	0.8450	0.6349	0.8450	0.9192
0.0763	24.2353	1236	0.8006	0.6471	0.8006	0.8948
0.0763	24.2745	1238	0.7810	0.6366	0.7810	0.8838
0.0763	24.3137	1240	0.7557	0.6231	0.7557	0.8693
0.0763	24.3529	1242	0.7350	0.6248	0.7350	0.8573
0.0763	24.3922	1244	0.6866	0.6191	0.6866	0.8286
0.0763	24.4314	1246	0.6822	0.6191	0.6822	0.8259
0.0763	24.4706	1248	0.7046	0.6216	0.7046	0.8394

Framework versions

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