ArabicNewSplits7_B_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k5_task5_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: 0.6707
• Qwk: 0.4355
• Mse: 0.6707
• Rmse: 0.8190

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	0.0714	2	4.0469	-0.0093	4.0469	2.0117
No log	0.1429	4	2.5210	0.0618	2.5210	1.5878
No log	0.2143	6	1.7582	-0.0202	1.7582	1.3260
No log	0.2857	8	1.5360	-0.0335	1.5360	1.2393
No log	0.3571	10	1.2005	0.0884	1.2005	1.0957
No log	0.4286	12	1.4426	-0.0278	1.4426	1.2011
No log	0.5	14	1.7592	0.0181	1.7592	1.3263
No log	0.5714	16	1.5396	0.0389	1.5396	1.2408
No log	0.6429	18	1.3690	0.0627	1.3690	1.1700
No log	0.7143	20	1.1363	0.2049	1.1363	1.0660
No log	0.7857	22	1.0613	0.1333	1.0613	1.0302
No log	0.8571	24	1.2703	0.1718	1.2703	1.1271
No log	0.9286	26	1.3982	0.1190	1.3982	1.1825
No log	1.0	28	1.2099	0.2094	1.2099	1.0999
No log	1.0714	30	1.0341	0.2594	1.0341	1.0169
No log	1.1429	32	0.9863	0.3814	0.9863	0.9931
No log	1.2143	34	1.0340	0.3361	1.0340	1.0169
No log	1.2857	36	1.0273	0.3361	1.0273	1.0136
No log	1.3571	38	1.2007	0.1927	1.2007	1.0958
No log	1.4286	40	1.3474	0.1587	1.3474	1.1608
No log	1.5	42	1.2379	0.1460	1.2379	1.1126
No log	1.5714	44	0.8995	0.4604	0.8995	0.9484
No log	1.6429	46	0.9355	0.4192	0.9355	0.9672
No log	1.7143	48	1.2165	0.2395	1.2165	1.1030
No log	1.7857	50	1.0454	0.3937	1.0454	1.0225
No log	1.8571	52	0.8098	0.3701	0.8098	0.8999
No log	1.9286	54	0.8531	0.4966	0.8531	0.9236
No log	2.0	56	0.9419	0.3045	0.9419	0.9705
No log	2.0714	58	0.8684	0.4462	0.8684	0.9319
No log	2.1429	60	0.8084	0.4388	0.8084	0.8991
No log	2.2143	62	0.9879	0.5106	0.9879	0.9939
No log	2.2857	64	1.4486	0.3573	1.4486	1.2036
No log	2.3571	66	1.5857	0.2953	1.5857	1.2593
No log	2.4286	68	1.1879	0.3823	1.1879	1.0899
No log	2.5	70	0.7989	0.4379	0.7989	0.8938
No log	2.5714	72	0.7406	0.5078	0.7406	0.8606
No log	2.6429	74	0.7831	0.4604	0.7831	0.8849
No log	2.7143	76	0.7389	0.5093	0.7389	0.8596
No log	2.7857	78	0.6953	0.5558	0.6953	0.8338
No log	2.8571	80	0.7900	0.4924	0.7900	0.8888
No log	2.9286	82	0.8325	0.4478	0.8325	0.9124
No log	3.0	84	0.7163	0.5081	0.7163	0.8463
No log	3.0714	86	0.7322	0.5315	0.7322	0.8557
No log	3.1429	88	0.6932	0.5692	0.6932	0.8326
No log	3.2143	90	0.7066	0.5637	0.7066	0.8406
No log	3.2857	92	0.7830	0.5210	0.7830	0.8849
No log	3.3571	94	0.7371	0.5477	0.7371	0.8585
No log	3.4286	96	0.6615	0.5877	0.6615	0.8133
No log	3.5	98	0.6487	0.6356	0.6487	0.8054
No log	3.5714	100	0.6482	0.6562	0.6482	0.8051
No log	3.6429	102	0.7349	0.6038	0.7349	0.8573
No log	3.7143	104	0.7648	0.5342	0.7648	0.8745
No log	3.7857	106	0.6417	0.6732	0.6417	0.8011
No log	3.8571	108	0.6643	0.5418	0.6643	0.8151
No log	3.9286	110	0.8468	0.5455	0.8468	0.9202
No log	4.0	112	0.9721	0.5360	0.9721	0.9860
No log	4.0714	114	0.8630	0.5740	0.8630	0.9290
No log	4.1429	116	0.6406	0.5688	0.6406	0.8004
No log	4.2143	118	0.7427	0.5809	0.7427	0.8618
No log	4.2857	120	0.8636	0.5083	0.8636	0.9293
No log	4.3571	122	0.7844	0.5395	0.7844	0.8856
No log	4.4286	124	0.6608	0.6641	0.6608	0.8129
No log	4.5	126	0.6822	0.5759	0.6822	0.8260
No log	4.5714	128	0.7003	0.4507	0.7003	0.8369
No log	4.6429	130	0.7234	0.5580	0.7234	0.8505
No log	4.7143	132	0.6954	0.5168	0.6954	0.8339
No log	4.7857	134	0.6662	0.5048	0.6662	0.8162
No log	4.8571	136	0.6450	0.6519	0.6450	0.8031
No log	4.9286	138	0.7035	0.5726	0.7035	0.8387
No log	5.0	140	0.8375	0.5362	0.8375	0.9151
No log	5.0714	142	0.9915	0.4853	0.9915	0.9957
No log	5.1429	144	0.8672	0.5362	0.8672	0.9312
No log	5.2143	146	0.6128	0.6664	0.6128	0.7828
No log	5.2857	148	0.6162	0.5994	0.6162	0.7850
No log	5.3571	150	0.6099	0.6525	0.6099	0.7809
No log	5.4286	152	0.6049	0.6988	0.6049	0.7777
No log	5.5	154	0.6469	0.6142	0.6469	0.8043
No log	5.5714	156	0.6310	0.6272	0.6310	0.7943
No log	5.6429	158	0.6389	0.6740	0.6389	0.7993
No log	5.7143	160	0.6686	0.6871	0.6686	0.8177
No log	5.7857	162	0.6743	0.6368	0.6743	0.8212
No log	5.8571	164	0.8693	0.5174	0.8693	0.9323
No log	5.9286	166	0.9702	0.4291	0.9702	0.9850
No log	6.0	168	0.8834	0.4902	0.8834	0.9399
No log	6.0714	170	0.9138	0.4629	0.9138	0.9559
No log	6.1429	172	0.7021	0.5676	0.7021	0.8379
No log	6.2143	174	0.6583	0.5536	0.6583	0.8113
No log	6.2857	176	0.7628	0.5246	0.7628	0.8734
No log	6.3571	178	1.0694	0.4212	1.0694	1.0341
No log	6.4286	180	0.9859	0.4371	0.9859	0.9929
No log	6.5	182	0.6802	0.5640	0.6802	0.8247
No log	6.5714	184	0.6389	0.6672	0.6389	0.7993
No log	6.6429	186	0.6548	0.5807	0.6548	0.8092
No log	6.7143	188	0.6574	0.5935	0.6574	0.8108
No log	6.7857	190	0.6717	0.5397	0.6717	0.8196
No log	6.8571	192	0.6941	0.5337	0.6941	0.8331
No log	6.9286	194	0.7149	0.5336	0.7149	0.8455
No log	7.0	196	0.6826	0.5524	0.6826	0.8262
No log	7.0714	198	0.6607	0.5979	0.6607	0.8128
No log	7.1429	200	0.6995	0.5855	0.6995	0.8364
No log	7.2143	202	0.7197	0.5522	0.7197	0.8484
No log	7.2857	204	0.6802	0.6441	0.6802	0.8247
No log	7.3571	206	0.6643	0.5817	0.6643	0.8151
No log	7.4286	208	0.6593	0.6015	0.6593	0.8120
No log	7.5	210	0.6607	0.5817	0.6607	0.8128
No log	7.5714	212	0.6597	0.5036	0.6597	0.8122
No log	7.6429	214	0.6655	0.6084	0.6655	0.8158
No log	7.7143	216	0.6563	0.6032	0.6563	0.8101
No log	7.7857	218	0.6384	0.5905	0.6384	0.7990
No log	7.8571	220	0.6932	0.5759	0.6932	0.8326
No log	7.9286	222	0.6899	0.5659	0.6899	0.8306
No log	8.0	224	0.6378	0.6194	0.6378	0.7986
No log	8.0714	226	0.6319	0.6194	0.6319	0.7949
No log	8.1429	228	0.6357	0.6636	0.6357	0.7973
No log	8.2143	230	0.6566	0.6244	0.6566	0.8103
No log	8.2857	232	0.6835	0.5676	0.6835	0.8268
No log	8.3571	234	0.6705	0.5066	0.6705	0.8188
No log	8.4286	236	0.6721	0.5174	0.6721	0.8198
No log	8.5	238	0.6808	0.5260	0.6808	0.8251
No log	8.5714	240	0.6588	0.5847	0.6588	0.8117
No log	8.6429	242	0.6359	0.6065	0.6359	0.7975
No log	8.7143	244	0.6304	0.5831	0.6304	0.7940
No log	8.7857	246	0.6451	0.5892	0.6451	0.8032
No log	8.8571	248	0.6683	0.6214	0.6683	0.8175
No log	8.9286	250	0.6605	0.6473	0.6605	0.8127
No log	9.0	252	0.6605	0.6205	0.6605	0.8127
No log	9.0714	254	0.6614	0.6646	0.6614	0.8133
No log	9.1429	256	0.6601	0.6586	0.6601	0.8124
No log	9.2143	258	0.6804	0.5961	0.6804	0.8249
No log	9.2857	260	0.6649	0.5662	0.6649	0.8154
No log	9.3571	262	0.6503	0.5662	0.6503	0.8064
No log	9.4286	264	0.6371	0.5841	0.6371	0.7982
No log	9.5	266	0.6465	0.6290	0.6465	0.8041
No log	9.5714	268	0.6307	0.6654	0.6307	0.7941
No log	9.6429	270	0.6304	0.6667	0.6304	0.7940
No log	9.7143	272	0.6291	0.6586	0.6291	0.7932
No log	9.7857	274	0.6576	0.5979	0.6576	0.8109
No log	9.8571	276	0.8402	0.5759	0.8402	0.9166
No log	9.9286	278	0.9235	0.5573	0.9235	0.9610
No log	10.0	280	0.7952	0.5257	0.7952	0.8917
No log	10.0714	282	0.6849	0.5357	0.6849	0.8276
No log	10.1429	284	0.6227	0.6556	0.6227	0.7891
No log	10.2143	286	0.6143	0.6641	0.6143	0.7838
No log	10.2857	288	0.6062	0.5851	0.6062	0.7786
No log	10.3571	290	0.6087	0.6044	0.6087	0.7802
No log	10.4286	292	0.6156	0.6511	0.6156	0.7846
No log	10.5	294	0.6081	0.6511	0.6081	0.7798
No log	10.5714	296	0.6097	0.6882	0.6097	0.7809
No log	10.6429	298	0.6293	0.6511	0.6293	0.7933
No log	10.7143	300	0.6343	0.5959	0.6343	0.7964
No log	10.7857	302	0.6642	0.6284	0.6642	0.8150
No log	10.8571	304	0.6332	0.6068	0.6332	0.7958
No log	10.9286	306	0.6287	0.6144	0.6287	0.7929
No log	11.0	308	0.6301	0.6144	0.6301	0.7938
No log	11.0714	310	0.6246	0.5961	0.6246	0.7903
No log	11.1429	312	0.6442	0.6154	0.6442	0.8026
No log	11.2143	314	0.6739	0.5870	0.6739	0.8209
No log	11.2857	316	0.6518	0.5971	0.6518	0.8074
No log	11.3571	318	0.7143	0.5749	0.7143	0.8452
No log	11.4286	320	0.7313	0.5749	0.7313	0.8551
No log	11.5	322	0.6616	0.5650	0.6616	0.8134
No log	11.5714	324	0.6530	0.5870	0.6530	0.8081
No log	11.6429	326	0.6354	0.5327	0.6354	0.7971
No log	11.7143	328	0.6408	0.5797	0.6408	0.8005
No log	11.7857	330	0.6268	0.5810	0.6268	0.7917
No log	11.8571	332	0.6270	0.5098	0.6270	0.7919
No log	11.9286	334	0.6307	0.5232	0.6307	0.7941
No log	12.0	336	0.6014	0.6293	0.6014	0.7755
No log	12.0714	338	0.6181	0.6636	0.6181	0.7862
No log	12.1429	340	0.6263	0.6365	0.6263	0.7914
No log	12.2143	342	0.6208	0.6511	0.6208	0.7879
No log	12.2857	344	0.6151	0.6584	0.6151	0.7843
No log	12.3571	346	0.5914	0.6509	0.5914	0.7690
No log	12.4286	348	0.5864	0.6452	0.5864	0.7658
No log	12.5	350	0.5903	0.6174	0.5903	0.7683
No log	12.5714	352	0.6450	0.5455	0.6450	0.8031
No log	12.6429	354	0.6048	0.5770	0.6048	0.7777
No log	12.7143	356	0.5809	0.6575	0.5809	0.7621
No log	12.7857	358	0.5905	0.6288	0.5905	0.7684
No log	12.8571	360	0.6029	0.6606	0.6029	0.7765
No log	12.9286	362	0.6496	0.6091	0.6496	0.8059
No log	13.0	364	0.6672	0.6418	0.6672	0.8168
No log	13.0714	366	0.6417	0.6758	0.6417	0.8011
No log	13.1429	368	0.6170	0.6433	0.6170	0.7855
No log	13.2143	370	0.6222	0.5961	0.6222	0.7888
No log	13.2857	372	0.5858	0.5865	0.5858	0.7653
No log	13.3571	374	0.5850	0.6353	0.5850	0.7648
No log	13.4286	376	0.5923	0.6894	0.5923	0.7696
No log	13.5	378	0.5903	0.6269	0.5903	0.7683
No log	13.5714	380	0.6221	0.6164	0.6221	0.7887
No log	13.6429	382	0.7232	0.5653	0.7232	0.8504
No log	13.7143	384	0.7244	0.5833	0.7244	0.8511
No log	13.7857	386	0.6205	0.7074	0.6205	0.7877
No log	13.8571	388	0.5982	0.7197	0.5982	0.7734
No log	13.9286	390	0.6043	0.7057	0.6043	0.7773
No log	14.0	392	0.5652	0.6685	0.5652	0.7518
No log	14.0714	394	0.5282	0.6805	0.5282	0.7268
No log	14.1429	396	0.5754	0.5573	0.5754	0.7585
No log	14.2143	398	0.5772	0.5913	0.5772	0.7598
No log	14.2857	400	0.5407	0.6566	0.5407	0.7353
No log	14.3571	402	0.5229	0.6426	0.5229	0.7231
No log	14.4286	404	0.5211	0.7005	0.5211	0.7219
No log	14.5	406	0.5524	0.7206	0.5524	0.7433
No log	14.5714	408	0.6161	0.7216	0.6161	0.7849
No log	14.6429	410	0.6221	0.6875	0.6221	0.7887
No log	14.7143	412	0.5761	0.6863	0.5761	0.7590
No log	14.7857	414	0.5867	0.6718	0.5867	0.7660
No log	14.8571	416	0.6382	0.5650	0.6382	0.7989
No log	14.9286	418	0.6246	0.5686	0.6246	0.7903
No log	15.0	420	0.5930	0.5314	0.5930	0.7701
No log	15.0714	422	0.5994	0.6254	0.5994	0.7742
No log	15.1429	424	0.6084	0.6322	0.6084	0.7800
No log	15.2143	426	0.5858	0.6209	0.5858	0.7654
No log	15.2857	428	0.5694	0.6292	0.5694	0.7546
No log	15.3571	430	0.5685	0.6108	0.5685	0.7540
No log	15.4286	432	0.5647	0.6400	0.5647	0.7515
No log	15.5	434	0.5867	0.6108	0.5867	0.7660
No log	15.5714	436	0.6620	0.5985	0.6620	0.8136
No log	15.6429	438	0.6420	0.5846	0.6420	0.8012
No log	15.7143	440	0.5761	0.6108	0.5761	0.7590
No log	15.7857	442	0.5575	0.6610	0.5575	0.7467
No log	15.8571	444	0.5770	0.6732	0.5770	0.7596
No log	15.9286	446	0.6161	0.6685	0.6161	0.7849
No log	16.0	448	0.6209	0.6430	0.6209	0.7879
No log	16.0714	450	0.6099	0.6275	0.6099	0.7809
No log	16.1429	452	0.6192	0.5839	0.6192	0.7869
No log	16.2143	454	0.6351	0.5977	0.6351	0.7969
No log	16.2857	456	0.6246	0.5839	0.6246	0.7903
No log	16.3571	458	0.6118	0.5714	0.6118	0.7822
No log	16.4286	460	0.6335	0.6441	0.6335	0.7959
No log	16.5	462	0.6488	0.6350	0.6488	0.8055
No log	16.5714	464	0.6210	0.6479	0.6210	0.7880
No log	16.6429	466	0.5868	0.6282	0.5868	0.7660
No log	16.7143	468	0.5795	0.5830	0.5795	0.7612
No log	16.7857	470	0.5798	0.6606	0.5798	0.7614
No log	16.8571	472	0.5930	0.6553	0.5930	0.7701
No log	16.9286	474	0.6051	0.6650	0.6051	0.7779
No log	17.0	476	0.6091	0.6650	0.6091	0.7804
No log	17.0714	478	0.6095	0.6561	0.6095	0.7807
No log	17.1429	480	0.6123	0.6578	0.6123	0.7825
No log	17.2143	482	0.6231	0.6654	0.6231	0.7894
No log	17.2857	484	0.6342	0.6269	0.6342	0.7964
No log	17.3571	486	0.6651	0.5650	0.6651	0.8155
No log	17.4286	488	0.6579	0.5676	0.6579	0.8111
No log	17.5	490	0.6238	0.5455	0.6238	0.7898
No log	17.5714	492	0.6342	0.5317	0.6342	0.7964
No log	17.6429	494	0.6680	0.5165	0.6680	0.8173
No log	17.7143	496	0.6878	0.4746	0.6878	0.8293
No log	17.7857	498	0.6856	0.4746	0.6856	0.8280
0.2906	17.8571	500	0.6774	0.4873	0.6774	0.8231
0.2906	17.9286	502	0.6677	0.5657	0.6677	0.8171
0.2906	18.0	504	0.6780	0.6073	0.6780	0.8234
0.2906	18.0714	506	0.6682	0.5832	0.6682	0.8174
0.2906	18.1429	508	0.6431	0.6256	0.6431	0.8020
0.2906	18.2143	510	0.6352	0.6572	0.6352	0.7970
0.2906	18.2857	512	0.6321	0.5819	0.6321	0.7951
0.2906	18.3571	514	0.6465	0.6256	0.6465	0.8040
0.2906	18.4286	516	0.6458	0.5587	0.6458	0.8036
0.2906	18.5	518	0.6511	0.5166	0.6511	0.8069
0.2906	18.5714	520	0.6666	0.4691	0.6666	0.8164
0.2906	18.6429	522	0.6751	0.5874	0.6751	0.8216
0.2906	18.7143	524	0.7073	0.5534	0.7073	0.8410
0.2906	18.7857	526	0.7396	0.5033	0.7396	0.8600
0.2906	18.8571	528	0.7306	0.5255	0.7306	0.8548
0.2906	18.9286	530	0.6992	0.5708	0.6992	0.8362
0.2906	19.0	532	0.6800	0.6092	0.6800	0.8246
0.2906	19.0714	534	0.6679	0.5249	0.6679	0.8172
0.2906	19.1429	536	0.6715	0.5074	0.6715	0.8194
0.2906	19.2143	538	0.6645	0.5074	0.6645	0.8152
0.2906	19.2857	540	0.6616	0.5500	0.6616	0.8134
0.2906	19.3571	542	0.6610	0.5314	0.6610	0.8130
0.2906	19.4286	544	0.6564	0.5714	0.6564	0.8102
0.2906	19.5	546	0.6522	0.6001	0.6522	0.8076
0.2906	19.5714	548	0.6621	0.6538	0.6621	0.8137
0.2906	19.6429	550	0.6514	0.6485	0.6514	0.8071
0.2906	19.7143	552	0.6161	0.6085	0.6161	0.7849
0.2906	19.7857	554	0.6224	0.5806	0.6224	0.7889
0.2906	19.8571	556	0.6405	0.5554	0.6405	0.8003
0.2906	19.9286	558	0.6222	0.6005	0.6222	0.7888
0.2906	20.0	560	0.6175	0.6275	0.6175	0.7858
0.2906	20.0714	562	0.6381	0.6301	0.6381	0.7988
0.2906	20.1429	564	0.6679	0.5986	0.6679	0.8172
0.2906	20.2143	566	0.6848	0.5883	0.6848	0.8275
0.2906	20.2857	568	0.6669	0.5345	0.6669	0.8167
0.2906	20.3571	570	0.6661	0.5017	0.6661	0.8162
0.2906	20.4286	572	0.6661	0.5485	0.6661	0.8161
0.2906	20.5	574	0.6734	0.5786	0.6734	0.8206
0.2906	20.5714	576	0.6499	0.6133	0.6499	0.8062
0.2906	20.6429	578	0.6393	0.5680	0.6393	0.7996
0.2906	20.7143	580	0.6323	0.5748	0.6323	0.7952
0.2906	20.7857	582	0.6356	0.5542	0.6356	0.7972
0.2906	20.8571	584	0.6285	0.5759	0.6285	0.7928
0.2906	20.9286	586	0.6229	0.6095	0.6229	0.7892
0.2906	21.0	588	0.6292	0.6566	0.6292	0.7932
0.2906	21.0714	590	0.6292	0.6229	0.6292	0.7932
0.2906	21.1429	592	0.6187	0.6380	0.6187	0.7866
0.2906	21.2143	594	0.6109	0.6380	0.6109	0.7816
0.2906	21.2857	596	0.6057	0.6380	0.6057	0.7783
0.2906	21.3571	598	0.6016	0.6186	0.6016	0.7756
0.2906	21.4286	600	0.5982	0.6161	0.5982	0.7735
0.2906	21.5	602	0.5939	0.6251	0.5939	0.7707
0.2906	21.5714	604	0.5828	0.6343	0.5828	0.7634
0.2906	21.6429	606	0.5753	0.6307	0.5753	0.7585
0.2906	21.7143	608	0.5762	0.6343	0.5762	0.7591
0.2906	21.7857	610	0.5798	0.6265	0.5798	0.7615
0.2906	21.8571	612	0.5796	0.6606	0.5796	0.7613
0.2906	21.9286	614	0.5968	0.6286	0.5968	0.7725
0.2906	22.0	616	0.6111	0.6092	0.6111	0.7817
0.2906	22.0714	618	0.6066	0.5688	0.6066	0.7788
0.2906	22.1429	620	0.5837	0.6879	0.5837	0.7640
0.2906	22.2143	622	0.5680	0.6768	0.5680	0.7536
0.2906	22.2857	624	0.5617	0.6690	0.5617	0.7495
0.2906	22.3571	626	0.5691	0.6460	0.5691	0.7544
0.2906	22.4286	628	0.6209	0.6538	0.6209	0.7880
0.2906	22.5	630	0.6460	0.6296	0.6460	0.8037
0.2906	22.5714	632	0.6132	0.6361	0.6132	0.7830
0.2906	22.6429	634	0.5653	0.6528	0.5653	0.7519
0.2906	22.7143	636	0.5611	0.6265	0.5611	0.7491
0.2906	22.7857	638	0.5850	0.6172	0.5850	0.7649
0.2906	22.8571	640	0.5920	0.6058	0.5920	0.7694
0.2906	22.9286	642	0.5659	0.6373	0.5659	0.7522
0.2906	23.0	644	0.5437	0.7143	0.5437	0.7374
0.2906	23.0714	646	0.5529	0.6745	0.5529	0.7436
0.2906	23.1429	648	0.5721	0.6716	0.5721	0.7564
0.2906	23.2143	650	0.5609	0.6779	0.5609	0.7489
0.2906	23.2857	652	0.5494	0.6857	0.5494	0.7412
0.2906	23.3571	654	0.5512	0.6575	0.5512	0.7425
0.2906	23.4286	656	0.5598	0.5966	0.5598	0.7482
0.2906	23.5	658	0.5741	0.6161	0.5741	0.7577
0.2906	23.5714	660	0.5774	0.5809	0.5774	0.7598
0.2906	23.6429	662	0.5859	0.6566	0.5859	0.7654
0.2906	23.7143	664	0.6330	0.5986	0.6330	0.7956
0.2906	23.7857	666	0.6752	0.5975	0.6752	0.8217
0.2906	23.8571	668	0.6493	0.5986	0.6493	0.8058
0.2906	23.9286	670	0.6127	0.6113	0.6127	0.7828
0.2906	24.0	672	0.6090	0.5529	0.6090	0.7804
0.2906	24.0714	674	0.6040	0.5759	0.6040	0.7772
0.2906	24.1429	676	0.6014	0.5943	0.6014	0.7755
0.2906	24.2143	678	0.6171	0.5932	0.6171	0.7856
0.2906	24.2857	680	0.6224	0.6510	0.6224	0.7889
0.2906	24.3571	682	0.6144	0.6593	0.6144	0.7839
0.2906	24.4286	684	0.6085	0.6415	0.6085	0.7800
0.2906	24.5	686	0.5972	0.5647	0.5972	0.7728
0.2906	24.5714	688	0.6038	0.5548	0.6038	0.7771
0.2906	24.6429	690	0.6051	0.6196	0.6051	0.7779
0.2906	24.7143	692	0.6308	0.6593	0.6308	0.7942
0.2906	24.7857	694	0.6411	0.6177	0.6411	0.8007
0.2906	24.8571	696	0.6299	0.6623	0.6299	0.7937
0.2906	24.9286	698	0.6181	0.6441	0.6181	0.7862
0.2906	25.0	700	0.6174	0.6252	0.6174	0.7857
0.2906	25.0714	702	0.6060	0.5847	0.6060	0.7785
0.2906	25.1429	704	0.6001	0.6209	0.6001	0.7746
0.2906	25.2143	706	0.5943	0.6175	0.5943	0.7709
0.2906	25.2857	708	0.5882	0.6354	0.5882	0.7670
0.2906	25.3571	710	0.5865	0.6118	0.5865	0.7658
0.2906	25.4286	712	0.6163	0.5566	0.6163	0.7850
0.2906	25.5	714	0.6205	0.5566	0.6205	0.7877
0.2906	25.5714	716	0.6008	0.5446	0.6008	0.7751
0.2906	25.6429	718	0.5912	0.5830	0.5912	0.7689
0.2906	25.7143	720	0.5882	0.6259	0.5882	0.7669
0.2906	25.7857	722	0.5916	0.6154	0.5916	0.7692
0.2906	25.8571	724	0.6033	0.6673	0.6033	0.7767
0.2906	25.9286	726	0.6110	0.6175	0.6110	0.7817
0.2906	26.0	728	0.6116	0.5960	0.6116	0.7820
0.2906	26.0714	730	0.6124	0.6588	0.6124	0.7826
0.2906	26.1429	732	0.6227	0.6432	0.6227	0.7891
0.2906	26.2143	734	0.6050	0.6588	0.6050	0.7778
0.2906	26.2857	736	0.5881	0.6715	0.5881	0.7669
0.2906	26.3571	738	0.5819	0.6186	0.5819	0.7628
0.2906	26.4286	740	0.5812	0.6715	0.5812	0.7623
0.2906	26.5	742	0.5871	0.6715	0.5871	0.7662
0.2906	26.5714	744	0.6020	0.6043	0.6020	0.7759
0.2906	26.6429	746	0.6062	0.6122	0.6062	0.7786
0.2906	26.7143	748	0.6333	0.5654	0.6333	0.7958
0.2906	26.7857	750	0.6408	0.5964	0.6408	0.8005
0.2906	26.8571	752	0.6131	0.6315	0.6131	0.7830
0.2906	26.9286	754	0.5800	0.6360	0.5800	0.7616
0.2906	27.0	756	0.5714	0.6165	0.5714	0.7559
0.2906	27.0714	758	0.5723	0.6165	0.5723	0.7565
0.2906	27.1429	760	0.5776	0.5288	0.5776	0.7600
0.2906	27.2143	762	0.5824	0.5989	0.5824	0.7631
0.2906	27.2857	764	0.5929	0.6122	0.5929	0.7700
0.2906	27.3571	766	0.6059	0.5975	0.6059	0.7784
0.2906	27.4286	768	0.6114	0.5975	0.6114	0.7819
0.2906	27.5	770	0.6022	0.6177	0.6022	0.7760
0.2906	27.5714	772	0.5817	0.6537	0.5817	0.7627
0.2906	27.6429	774	0.5853	0.6161	0.5853	0.7650
0.2906	27.7143	776	0.5826	0.6161	0.5826	0.7633
0.2906	27.7857	778	0.5773	0.6488	0.5773	0.7598
0.2906	27.8571	780	0.6053	0.6315	0.6053	0.7780
0.2906	27.9286	782	0.6433	0.5964	0.6433	0.8021
0.2906	28.0	784	0.6464	0.5964	0.6464	0.8040
0.2906	28.0714	786	0.6103	0.5975	0.6103	0.7812
0.2906	28.1429	788	0.5855	0.6441	0.5855	0.7652
0.2906	28.2143	790	0.5829	0.6488	0.5829	0.7635
0.2906	28.2857	792	0.5891	0.6139	0.5891	0.7675
0.2906	28.3571	794	0.5974	0.6161	0.5974	0.7729
0.2906	28.4286	796	0.5936	0.6107	0.5936	0.7704
0.2906	28.5	798	0.5927	0.6528	0.5927	0.7699
0.2906	28.5714	800	0.6127	0.6177	0.6127	0.7827
0.2906	28.6429	802	0.6391	0.5858	0.6391	0.7995
0.2906	28.7143	804	0.6569	0.5858	0.6569	0.8105
0.2906	28.7857	806	0.6987	0.6199	0.6987	0.8359
0.2906	28.8571	808	0.6885	0.6199	0.6885	0.8298
0.2906	28.9286	810	0.6447	0.6063	0.6447	0.8029
0.2906	29.0	812	0.6121	0.5631	0.6121	0.7824
0.2906	29.0714	814	0.6072	0.5455	0.6072	0.7792
0.2906	29.1429	816	0.6045	0.5851	0.6045	0.7775
0.2906	29.2143	818	0.6090	0.5556	0.6090	0.7804
0.2906	29.2857	820	0.6412	0.6063	0.6412	0.8007
0.2906	29.3571	822	0.6685	0.5584	0.6685	0.8176
0.2906	29.4286	824	0.6849	0.5973	0.6849	0.8276
0.2906	29.5	826	0.6697	0.5973	0.6697	0.8184
0.2906	29.5714	828	0.6169	0.6438	0.6169	0.7854
0.2906	29.6429	830	0.5877	0.6954	0.5877	0.7666
0.2906	29.7143	832	0.5758	0.7082	0.5758	0.7588
0.2906	29.7857	834	0.5968	0.5833	0.5968	0.7725
0.2906	29.8571	836	0.6075	0.5833	0.6075	0.7794
0.2906	29.9286	838	0.5963	0.6067	0.5963	0.7722
0.2906	30.0	840	0.5838	0.6307	0.5838	0.7641
0.2906	30.0714	842	0.5836	0.6894	0.5836	0.7639
0.2906	30.1429	844	0.6355	0.5614	0.6355	0.7972
0.2906	30.2143	846	0.7194	0.5902	0.7194	0.8482
0.2906	30.2857	848	0.7523	0.5128	0.7523	0.8673
0.2906	30.3571	850	0.7205	0.6099	0.7205	0.8488
0.2906	30.4286	852	0.6446	0.6510	0.6446	0.8029
0.2906	30.5	854	0.6189	0.6720	0.6189	0.7867
0.2906	30.5714	856	0.6302	0.5561	0.6302	0.7938
0.2906	30.6429	858	0.6457	0.5342	0.6457	0.8036
0.2906	30.7143	860	0.6556	0.5342	0.6556	0.8097
0.2906	30.7857	862	0.6504	0.5833	0.6504	0.8064
0.2906	30.8571	864	0.6309	0.5848	0.6309	0.7943
0.2906	30.9286	866	0.6150	0.5469	0.6150	0.7842
0.2906	31.0	868	0.6112	0.6219	0.6112	0.7818
0.2906	31.0714	870	0.6070	0.6417	0.6070	0.7791
0.2906	31.1429	872	0.6078	0.6353	0.6078	0.7796
0.2906	31.2143	874	0.6394	0.5717	0.6394	0.7996
0.2906	31.2857	876	0.7232	0.5372	0.7232	0.8504
0.2906	31.3571	878	0.7709	0.5160	0.7709	0.8780
0.2906	31.4286	880	0.7630	0.5160	0.7630	0.8735
0.2906	31.5	882	0.7205	0.5160	0.7205	0.8488
0.2906	31.5714	884	0.6693	0.5030	0.6693	0.8181
0.2906	31.6429	886	0.6267	0.5770	0.6267	0.7916
0.2906	31.7143	888	0.6091	0.6292	0.6091	0.7804
0.2906	31.7857	890	0.6116	0.6649	0.6116	0.7821
0.2906	31.8571	892	0.6160	0.6282	0.6160	0.7848
0.2906	31.9286	894	0.6282	0.5662	0.6282	0.7926
0.2906	32.0	896	0.6307	0.5089	0.6307	0.7942
0.2906	32.0714	898	0.6305	0.5692	0.6305	0.7940
0.2906	32.1429	900	0.6209	0.5910	0.6209	0.7879
0.2906	32.2143	902	0.6084	0.6390	0.6084	0.7800
0.2906	32.2857	904	0.6004	0.6282	0.6004	0.7749
0.2906	32.3571	906	0.6024	0.5573	0.6024	0.7762
0.2906	32.4286	908	0.6280	0.5566	0.6280	0.7924
0.2906	32.5	910	0.6249	0.5566	0.6249	0.7905
0.2906	32.5714	912	0.5964	0.6058	0.5964	0.7723
0.2906	32.6429	914	0.5752	0.7082	0.5752	0.7584
0.2906	32.7143	916	0.6034	0.6664	0.6034	0.7768
0.2906	32.7857	918	0.6599	0.6167	0.6599	0.8123
0.2906	32.8571	920	0.6931	0.5953	0.6931	0.8325
0.2906	32.9286	922	0.6763	0.5975	0.6763	0.8223
0.2906	33.0	924	0.6465	0.5975	0.6465	0.8041
0.2906	33.0714	926	0.6434	0.6063	0.6434	0.8021
0.2906	33.1429	928	0.6446	0.6482	0.6446	0.8029
0.2906	33.2143	930	0.6477	0.6482	0.6477	0.8048
0.2906	33.2857	932	0.6440	0.6664	0.6440	0.8025
0.2906	33.3571	934	0.6550	0.5919	0.6550	0.8094
0.2906	33.4286	936	0.6936	0.6266	0.6936	0.8328
0.2906	33.5	938	0.7666	0.5555	0.7666	0.8755
0.2906	33.5714	940	0.8346	0.5198	0.8346	0.9136
0.2906	33.6429	942	0.8474	0.5106	0.8474	0.9205
0.2906	33.7143	944	0.8324	0.5027	0.8324	0.9124
0.2906	33.7857	946	0.7956	0.5027	0.7956	0.8920
0.2906	33.8571	948	0.7534	0.5728	0.7534	0.8680
0.2906	33.9286	950	0.7017	0.6045	0.7017	0.8377
0.2906	34.0	952	0.6805	0.6110	0.6805	0.8249
0.2906	34.0714	954	0.6603	0.5902	0.6603	0.8126
0.2906	34.1429	956	0.6295	0.6111	0.6295	0.7934
0.2906	34.2143	958	0.6138	0.6456	0.6138	0.7835
0.2906	34.2857	960	0.6043	0.6456	0.6043	0.7774
0.2906	34.3571	962	0.5982	0.6822	0.5982	0.7734
0.2906	34.4286	964	0.5985	0.6427	0.5985	0.7736
0.2906	34.5	966	0.5992	0.6024	0.5992	0.7741
0.2906	34.5714	968	0.5934	0.6241	0.5934	0.7703
0.2906	34.6429	970	0.5903	0.6720	0.5903	0.7683
0.2906	34.7143	972	0.5931	0.7095	0.5931	0.7702
0.2906	34.7857	974	0.5897	0.6882	0.5897	0.7679
0.2906	34.8571	976	0.5878	0.6729	0.5878	0.7667
0.2906	34.9286	978	0.6002	0.6773	0.6002	0.7747
0.2906	35.0	980	0.6038	0.6223	0.6038	0.7770
0.2906	35.0714	982	0.5899	0.6256	0.5899	0.7681
0.2906	35.1429	984	0.5911	0.5926	0.5911	0.7688
0.2906	35.2143	986	0.6047	0.5914	0.6047	0.7777
0.2906	35.2857	988	0.6314	0.5797	0.6314	0.7946
0.2906	35.3571	990	0.6597	0.5758	0.6597	0.8122
0.2906	35.4286	992	0.6701	0.5273	0.6701	0.8186
0.2906	35.5	994	0.6792	0.5026	0.6792	0.8241
0.2906	35.5714	996	0.6829	0.5026	0.6829	0.8264
0.2906	35.6429	998	0.6819	0.4625	0.6819	0.8258
0.0566	35.7143	1000	0.6908	0.4746	0.6908	0.8311
0.0566	35.7857	1002	0.6894	0.4746	0.6894	0.8303
0.0566	35.8571	1004	0.6735	0.5245	0.6735	0.8207
0.0566	35.9286	1006	0.6521	0.5654	0.6521	0.8075
0.0566	36.0	1008	0.6222	0.5986	0.6222	0.7888
0.0566	36.0714	1010	0.5962	0.6397	0.5962	0.7721
0.0566	36.1429	1012	0.5826	0.6370	0.5826	0.7633
0.0566	36.2143	1014	0.5797	0.6667	0.5797	0.7613
0.0566	36.2857	1016	0.5858	0.6566	0.5858	0.7654
0.0566	36.3571	1018	0.5759	0.6566	0.5759	0.7589
0.0566	36.4286	1020	0.5600	0.6363	0.5600	0.7484
0.0566	36.5	1022	0.5533	0.6815	0.5533	0.7438
0.0566	36.5714	1024	0.5704	0.6325	0.5704	0.7552
0.0566	36.6429	1026	0.5747	0.6325	0.5747	0.7581
0.0566	36.7143	1028	0.5603	0.6779	0.5603	0.7485
0.0566	36.7857	1030	0.5541	0.6815	0.5541	0.7444
0.0566	36.8571	1032	0.5623	0.6173	0.5623	0.7499
0.0566	36.9286	1034	0.5640	0.6173	0.5640	0.7510
0.0566	37.0	1036	0.5679	0.6251	0.5679	0.7536
0.0566	37.0714	1038	0.5738	0.5833	0.5738	0.7575
0.0566	37.1429	1040	0.5640	0.6173	0.5640	0.7510
0.0566	37.2143	1042	0.5631	0.6682	0.5631	0.7504
0.0566	37.2857	1044	0.5825	0.6325	0.5825	0.7632
0.0566	37.3571	1046	0.6002	0.6325	0.6002	0.7747
0.0566	37.4286	1048	0.5994	0.6397	0.5994	0.7742
0.0566	37.5	1050	0.5909	0.6322	0.5909	0.7687
0.0566	37.5714	1052	0.5821	0.6682	0.5821	0.7630
0.0566	37.6429	1054	0.5744	0.6682	0.5744	0.7579
0.0566	37.7143	1056	0.5775	0.6871	0.5775	0.7599
0.0566	37.7857	1058	0.5798	0.6824	0.5798	0.7614
0.0566	37.8571	1060	0.5791	0.6715	0.5791	0.7610
0.0566	37.9286	1062	0.5814	0.6715	0.5814	0.7625
0.0566	38.0	1064	0.5838	0.6759	0.5838	0.7641
0.0566	38.0714	1066	0.5890	0.6254	0.5890	0.7675
0.0566	38.1429	1068	0.5975	0.6128	0.5975	0.7730
0.0566	38.2143	1070	0.6112	0.5797	0.6112	0.7818
0.0566	38.2857	1072	0.6247	0.5408	0.6247	0.7904
0.0566	38.3571	1074	0.6285	0.5734	0.6285	0.7928
0.0566	38.4286	1076	0.6264	0.5774	0.6264	0.7915
0.0566	38.5	1078	0.6166	0.5774	0.6166	0.7853
0.0566	38.5714	1080	0.5943	0.6779	0.5943	0.7709
0.0566	38.6429	1082	0.5861	0.6779	0.5861	0.7656
0.0566	38.7143	1084	0.5812	0.6779	0.5812	0.7624
0.0566	38.7857	1086	0.5863	0.6254	0.5863	0.7657
0.0566	38.8571	1088	0.5959	0.5956	0.5959	0.7719
0.0566	38.9286	1090	0.5913	0.5823	0.5913	0.7689
0.0566	39.0	1092	0.5870	0.6243	0.5870	0.7662
0.0566	39.0714	1094	0.5961	0.6779	0.5961	0.7721
0.0566	39.1429	1096	0.6121	0.6259	0.6121	0.7824
0.0566	39.2143	1098	0.6269	0.5933	0.6269	0.7918
0.0566	39.2857	1100	0.6109	0.6259	0.6109	0.7816
0.0566	39.3571	1102	0.5813	0.6745	0.5813	0.7624
0.0566	39.4286	1104	0.5694	0.6822	0.5694	0.7546
0.0566	39.5	1106	0.5673	0.6307	0.5673	0.7532
0.0566	39.5714	1108	0.5684	0.6107	0.5684	0.7539
0.0566	39.6429	1110	0.5687	0.6219	0.5687	0.7541
0.0566	39.7143	1112	0.5788	0.6779	0.5788	0.7608
0.0566	39.7857	1114	0.6047	0.5740	0.6047	0.7776
0.0566	39.8571	1116	0.6080	0.5740	0.6080	0.7797
0.0566	39.9286	1118	0.5937	0.6745	0.5937	0.7705
0.0566	40.0	1120	0.5851	0.6616	0.5851	0.7649
0.0566	40.0714	1122	0.5946	0.6437	0.5946	0.7711
0.0566	40.1429	1124	0.6036	0.6049	0.6036	0.7769
0.0566	40.2143	1126	0.6108	0.5950	0.6108	0.7815
0.0566	40.2857	1128	0.6276	0.6528	0.6276	0.7922
0.0566	40.3571	1130	0.6517	0.5996	0.6517	0.8073
0.0566	40.4286	1132	0.6709	0.5763	0.6709	0.8191
0.0566	40.5	1134	0.6755	0.5331	0.6755	0.8219
0.0566	40.5714	1136	0.6570	0.5373	0.6570	0.8106
0.0566	40.6429	1138	0.6350	0.5735	0.6350	0.7969
0.0566	40.7143	1140	0.6273	0.6096	0.6273	0.7920
0.0566	40.7857	1142	0.6315	0.5712	0.6315	0.7946
0.0566	40.8571	1144	0.6159	0.6065	0.6159	0.7848
0.0566	40.9286	1146	0.6068	0.6427	0.6068	0.7790
0.0566	41.0	1148	0.6067	0.6230	0.6067	0.7789
0.0566	41.0714	1150	0.6044	0.6230	0.6044	0.7775
0.0566	41.1429	1152	0.6040	0.6024	0.6040	0.7772
0.0566	41.2143	1154	0.6086	0.6024	0.6086	0.7801
0.0566	41.2857	1156	0.6177	0.5810	0.6177	0.7859
0.0566	41.3571	1158	0.6237	0.6032	0.6237	0.7898
0.0566	41.4286	1160	0.6332	0.5259	0.6332	0.7957
0.0566	41.5	1162	0.6366	0.5710	0.6366	0.7979
0.0566	41.5714	1164	0.6220	0.5710	0.6220	0.7887
0.0566	41.6429	1166	0.6076	0.6639	0.6076	0.7795
0.0566	41.7143	1168	0.6003	0.6682	0.6003	0.7748
0.0566	41.7857	1170	0.6021	0.6243	0.6021	0.7760
0.0566	41.8571	1172	0.6041	0.6032	0.6041	0.7772
0.0566	41.9286	1174	0.6114	0.6682	0.6114	0.7819
0.0566	42.0	1176	0.6248	0.5710	0.6248	0.7905
0.0566	42.0714	1178	0.6485	0.5774	0.6485	0.8053
0.0566	42.1429	1180	0.6572	0.5654	0.6572	0.8107
0.0566	42.2143	1182	0.6428	0.5774	0.6428	0.8018
0.0566	42.2857	1184	0.6219	0.5894	0.6219	0.7886
0.0566	42.3571	1186	0.6038	0.6441	0.6038	0.7771
0.0566	42.4286	1188	0.5982	0.6415	0.5982	0.7734
0.0566	42.5	1190	0.5949	0.6415	0.5949	0.7713
0.0566	42.5714	1192	0.5968	0.6084	0.5968	0.7725
0.0566	42.6429	1194	0.5973	0.6084	0.5973	0.7729
0.0566	42.7143	1196	0.6000	0.5905	0.6000	0.7746
0.0566	42.7857	1198	0.6025	0.5710	0.6025	0.7762
0.0566	42.8571	1200	0.6167	0.5259	0.6167	0.7853
0.0566	42.9286	1202	0.6248	0.5245	0.6248	0.7905
0.0566	43.0	1204	0.6189	0.5018	0.6189	0.7867
0.0566	43.0714	1206	0.6090	0.5018	0.6090	0.7804
0.0566	43.1429	1208	0.6005	0.5653	0.6005	0.7749
0.0566	43.2143	1210	0.5953	0.6076	0.5953	0.7716
0.0566	43.2857	1212	0.5914	0.6427	0.5914	0.7690
0.0566	43.3571	1214	0.5954	0.5961	0.5954	0.7716
0.0566	43.4286	1216	0.6009	0.5747	0.6009	0.7752
0.0566	43.5	1218	0.6129	0.5510	0.6129	0.7829
0.0566	43.5714	1220	0.6293	0.5602	0.6293	0.7933
0.0566	43.6429	1222	0.6433	0.5602	0.6433	0.8020
0.0566	43.7143	1224	0.6615	0.5602	0.6615	0.8133
0.0566	43.7857	1226	0.6793	0.4746	0.6793	0.8242
0.0566	43.8571	1228	0.6964	0.4730	0.6964	0.8345
0.0566	43.9286	1230	0.6981	0.4730	0.6981	0.8355
0.0566	44.0	1232	0.6909	0.4610	0.6909	0.8312
0.0566	44.0714	1234	0.6707	0.4355	0.6707	0.8190

Framework versions

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