ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k20_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: 0.8732
• Qwk: 0.7456
• Mse: 0.8732
• Rmse: 0.9345

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	0.0133	2	6.8867	0.0242	6.8867	2.6243
No log	0.0267	4	5.0463	0.0599	5.0463	2.2464
No log	0.04	6	2.9499	0.0952	2.9499	1.7175
No log	0.0533	8	2.2733	0.0851	2.2733	1.5078
No log	0.0667	10	1.9127	0.1739	1.9127	1.3830
No log	0.08	12	1.5504	0.1165	1.5504	1.2452
No log	0.0933	14	1.6115	0.1321	1.6115	1.2695
No log	0.1067	16	1.7632	0.1321	1.7632	1.3279
No log	0.12	18	1.6117	0.0784	1.6117	1.2695
No log	0.1333	20	1.4823	0.1538	1.4823	1.2175
No log	0.1467	22	1.3802	0.2617	1.3802	1.1748
No log	0.16	24	1.3828	0.2075	1.3828	1.1759
No log	0.1733	26	1.5243	0.3423	1.5243	1.2346
No log	0.1867	28	1.6052	0.4	1.6052	1.2670
No log	0.2	30	1.5248	0.3363	1.5248	1.2348
No log	0.2133	32	1.5739	0.3443	1.5739	1.2546
No log	0.2267	34	1.4919	0.3934	1.4919	1.2214
No log	0.24	36	1.3083	0.4202	1.3083	1.1438
No log	0.2533	38	1.2253	0.5197	1.2253	1.1070
No log	0.2667	40	1.0582	0.5909	1.0582	1.0287
No log	0.28	42	0.9921	0.5736	0.9921	0.9961
No log	0.2933	44	0.9090	0.5625	0.9090	0.9534
No log	0.3067	46	0.8776	0.6316	0.8776	0.9368
No log	0.32	48	0.7844	0.6718	0.7844	0.8857
No log	0.3333	50	0.7726	0.6818	0.7726	0.8790
No log	0.3467	52	0.7182	0.7465	0.7182	0.8475
No log	0.36	54	0.6992	0.7518	0.6992	0.8362
No log	0.3733	56	0.7044	0.7338	0.7044	0.8393
No log	0.3867	58	0.6289	0.7413	0.6289	0.7930
No log	0.4	60	0.7762	0.7020	0.7762	0.8810
No log	0.4133	62	1.0804	0.5772	1.0804	1.0394
No log	0.4267	64	0.9392	0.6309	0.9392	0.9691
No log	0.44	66	0.7278	0.7183	0.7278	0.8531
No log	0.4533	68	0.6987	0.7606	0.6987	0.8359
No log	0.4667	70	0.7736	0.6861	0.7736	0.8796
No log	0.48	72	0.8765	0.7042	0.8765	0.9362
No log	0.4933	74	0.9527	0.6197	0.9527	0.9761
No log	0.5067	76	0.8524	0.6712	0.8524	0.9232
No log	0.52	78	0.8180	0.7143	0.8180	0.9044
No log	0.5333	80	1.1121	0.5180	1.1121	1.0545
No log	0.5467	82	1.0927	0.5205	1.0927	1.0453
No log	0.56	84	0.8128	0.7067	0.8128	0.9015
No log	0.5733	86	1.2476	0.4932	1.2476	1.1170
No log	0.5867	88	1.4738	0.4933	1.4738	1.2140
No log	0.6	90	1.0739	0.5850	1.0739	1.0363
No log	0.6133	92	0.7472	0.7467	0.7472	0.8644
No log	0.6267	94	1.0375	0.6013	1.0375	1.0186
No log	0.64	96	1.0153	0.5833	1.0153	1.0076
No log	0.6533	98	0.8011	0.6806	0.8011	0.8951
No log	0.6667	100	0.7331	0.7613	0.7331	0.8562
No log	0.68	102	0.7812	0.7020	0.7812	0.8838
No log	0.6933	104	0.6946	0.7871	0.6946	0.8334
No log	0.7067	106	0.7220	0.7308	0.7220	0.8497
No log	0.72	108	0.9365	0.6364	0.9365	0.9678
No log	0.7333	110	0.9629	0.6259	0.9629	0.9813
No log	0.7467	112	0.9300	0.6202	0.9300	0.9644
No log	0.76	114	1.0799	0.4480	1.0799	1.0392
No log	0.7733	116	0.9087	0.6202	0.9087	0.9532
No log	0.7867	118	0.7704	0.7194	0.7704	0.8777
No log	0.8	120	0.6788	0.7194	0.6788	0.8239
No log	0.8133	122	0.5901	0.7919	0.5901	0.7682
No log	0.8267	124	0.5669	0.7871	0.5669	0.7529
No log	0.84	126	0.5640	0.7875	0.5640	0.7510
No log	0.8533	128	0.5828	0.8	0.5828	0.7634
No log	0.8667	130	0.5640	0.8023	0.5640	0.7510
No log	0.88	132	0.5894	0.7791	0.5894	0.7677
No log	0.8933	134	0.6043	0.7831	0.6043	0.7774
No log	0.9067	136	0.6044	0.7784	0.6044	0.7775
No log	0.92	138	0.6592	0.7821	0.6592	0.8119
No log	0.9333	140	0.6333	0.7550	0.6333	0.7958
No log	0.9467	142	0.6535	0.7613	0.6535	0.8084
No log	0.96	144	0.7194	0.7297	0.7194	0.8482
No log	0.9733	146	0.6952	0.7619	0.6952	0.8338
No log	0.9867	148	0.6924	0.7568	0.6924	0.8321
No log	1.0	150	0.6538	0.7568	0.6538	0.8086
No log	1.0133	152	0.6601	0.7792	0.6601	0.8125
No log	1.0267	154	0.7029	0.7578	0.7029	0.8384
No log	1.04	156	0.6443	0.8026	0.6443	0.8027
No log	1.0533	158	0.6227	0.7534	0.6227	0.7891
No log	1.0667	160	0.6396	0.7432	0.6396	0.7998
No log	1.08	162	0.5844	0.7703	0.5844	0.7644
No log	1.0933	164	0.5775	0.8228	0.5775	0.7599
No log	1.1067	166	0.6088	0.8161	0.6088	0.7803
No log	1.12	168	0.6424	0.8	0.6424	0.8015
No log	1.1333	170	0.7281	0.7684	0.7281	0.8533
No log	1.1467	172	0.6569	0.7799	0.6569	0.8105
No log	1.16	174	0.5993	0.8026	0.5993	0.7742
No log	1.1733	176	0.6312	0.7397	0.6312	0.7945
No log	1.1867	178	0.7040	0.7162	0.7040	0.8391
No log	1.2	180	0.6706	0.7297	0.6706	0.8189
No log	1.2133	182	0.6643	0.7550	0.6643	0.8150
No log	1.2267	184	0.7296	0.7067	0.7296	0.8542
No log	1.24	186	0.7247	0.7368	0.7247	0.8513
No log	1.2533	188	0.6696	0.7417	0.6696	0.8183
No log	1.2667	190	0.6524	0.7891	0.6524	0.8077
No log	1.28	192	0.6437	0.7919	0.6437	0.8023
No log	1.2933	194	0.6603	0.7383	0.6603	0.8126
No log	1.3067	196	0.7359	0.7237	0.7359	0.8578
No log	1.32	198	0.7133	0.7237	0.7133	0.8446
No log	1.3333	200	0.6245	0.7871	0.6245	0.7902
No log	1.3467	202	0.5849	0.7947	0.5849	0.7648
No log	1.3600	204	0.5846	0.8079	0.5846	0.7646
No log	1.3733	206	0.6419	0.7237	0.6419	0.8012
No log	1.3867	208	0.6833	0.6986	0.6833	0.8266
No log	1.4	210	0.6376	0.7550	0.6376	0.7985
No log	1.4133	212	0.5899	0.8079	0.5899	0.7681
No log	1.4267	214	0.5938	0.7895	0.5938	0.7706
No log	1.44	216	0.6397	0.7582	0.6397	0.7998
No log	1.4533	218	0.6783	0.7550	0.6783	0.8236
No log	1.4667	220	0.6537	0.7632	0.6537	0.8085
No log	1.48	222	0.6009	0.7974	0.6009	0.7752
No log	1.4933	224	0.6064	0.7662	0.6064	0.7787
No log	1.5067	226	0.6454	0.7532	0.6454	0.8034
No log	1.52	228	0.5727	0.7922	0.5727	0.7567
No log	1.5333	230	0.6209	0.8353	0.6209	0.7880
No log	1.5467	232	0.9055	0.6848	0.9055	0.9516
No log	1.56	234	0.9948	0.6897	0.9948	0.9974
No log	1.5733	236	0.8336	0.6490	0.8336	0.9130
No log	1.5867	238	0.6600	0.7143	0.6600	0.8124
No log	1.6	240	0.6858	0.7763	0.6858	0.8281
No log	1.6133	242	0.9014	0.6710	0.9014	0.9494
No log	1.6267	244	0.8938	0.6923	0.8938	0.9454
No log	1.6400	246	0.6827	0.7771	0.6827	0.8263
No log	1.6533	248	0.5970	0.7974	0.5970	0.7726
No log	1.6667	250	0.8679	0.6581	0.8679	0.9316
No log	1.6800	252	1.0461	0.7151	1.0461	1.0228
No log	1.6933	254	0.9601	0.6832	0.9601	0.9799
No log	1.7067	256	0.7126	0.6711	0.7126	0.8442
No log	1.72	258	0.6153	0.7895	0.6153	0.7844
No log	1.7333	260	0.6401	0.7947	0.6401	0.8000
No log	1.7467	262	0.6381	0.8026	0.6381	0.7988
No log	1.76	264	0.6543	0.7286	0.6543	0.8089
No log	1.7733	266	0.6995	0.7067	0.6995	0.8363
No log	1.7867	268	0.8095	0.6803	0.8095	0.8997
No log	1.8	270	0.7867	0.6803	0.7867	0.8869
No log	1.8133	272	0.6361	0.7067	0.6361	0.7976
No log	1.8267	274	0.5209	0.8129	0.5209	0.7217
No log	1.8400	276	0.5217	0.8466	0.5217	0.7223
No log	1.8533	278	0.4753	0.8606	0.4753	0.6894
No log	1.8667	280	0.4652	0.8466	0.4652	0.6821
No log	1.88	282	0.5449	0.8242	0.5449	0.7382
No log	1.8933	284	0.6043	0.8298	0.6043	0.7774
No log	1.9067	286	0.5199	0.8208	0.5199	0.7210
No log	1.92	288	0.4652	0.8589	0.4652	0.6821
No log	1.9333	290	0.5080	0.85	0.5080	0.7128
No log	1.9467	292	0.5226	0.85	0.5226	0.7229
No log	1.96	294	0.5759	0.7922	0.5759	0.7589
No log	1.9733	296	0.6060	0.7922	0.6060	0.7784
No log	1.9867	298	0.6263	0.7755	0.6263	0.7914
No log	2.0	300	0.6441	0.7429	0.6441	0.8026
No log	2.0133	302	0.6327	0.7552	0.6327	0.7954
No log	2.0267	304	0.6250	0.7724	0.6250	0.7906
No log	2.04	306	0.6054	0.7785	0.6054	0.7781
No log	2.0533	308	0.6104	0.7432	0.6104	0.7813
No log	2.0667	310	0.6687	0.7190	0.6687	0.8177
No log	2.08	312	0.7654	0.7105	0.7654	0.8749
No log	2.0933	314	0.7289	0.6939	0.7289	0.8538
No log	2.1067	316	0.6490	0.7237	0.6490	0.8056
No log	2.12	318	0.6143	0.7662	0.6143	0.7837
No log	2.1333	320	0.6184	0.7651	0.6184	0.7864
No log	2.1467	322	0.6289	0.7682	0.6289	0.7931
No log	2.16	324	0.6324	0.7763	0.6324	0.7952
No log	2.1733	326	0.6787	0.7532	0.6787	0.8238
No log	2.1867	328	0.7115	0.7467	0.7115	0.8435
No log	2.2	330	0.6685	0.7417	0.6685	0.8176
No log	2.2133	332	0.6559	0.7651	0.6559	0.8099
No log	2.2267	334	0.6695	0.7432	0.6695	0.8182
No log	2.24	336	0.6926	0.7260	0.6926	0.8322
No log	2.2533	338	0.7398	0.6986	0.7398	0.8601
No log	2.2667	340	0.7487	0.7027	0.7487	0.8653
No log	2.2800	342	0.7227	0.7152	0.7227	0.8501
No log	2.2933	344	0.6857	0.7248	0.6857	0.8281
No log	2.3067	346	0.7007	0.7248	0.7007	0.8371
No log	2.32	348	0.6911	0.7123	0.6911	0.8313
No log	2.3333	350	0.6663	0.7808	0.6663	0.8163
No log	2.3467	352	0.6386	0.7808	0.6386	0.7991
No log	2.36	354	0.5844	0.8129	0.5844	0.7645
No log	2.3733	356	0.5889	0.7857	0.5889	0.7674
No log	2.3867	358	0.6931	0.7692	0.6931	0.8325
No log	2.4	360	0.6483	0.8229	0.6483	0.8052
No log	2.4133	362	0.5493	0.8503	0.5493	0.7412
No log	2.4267	364	0.5656	0.8302	0.5656	0.7520
No log	2.44	366	0.6202	0.8050	0.6202	0.7875
No log	2.4533	368	0.7470	0.7143	0.7470	0.8643
No log	2.4667	370	0.8205	0.7333	0.8205	0.9058
No log	2.48	372	0.7813	0.7333	0.7813	0.8839
No log	2.4933	374	0.7528	0.7345	0.7528	0.8676
No log	2.5067	376	0.7038	0.7674	0.7038	0.8389
No log	2.52	378	0.6754	0.7778	0.6754	0.8218
No log	2.5333	380	0.6726	0.75	0.6726	0.8201
No log	2.5467	382	0.6755	0.7375	0.6755	0.8219
No log	2.56	384	0.6802	0.7665	0.6802	0.8248
No log	2.5733	386	0.7709	0.7374	0.7709	0.8780
No log	2.5867	388	0.7816	0.7374	0.7816	0.8841
No log	2.6	390	0.6496	0.7665	0.6496	0.8060
No log	2.6133	392	0.5429	0.8364	0.5429	0.7368
No log	2.6267	394	0.5021	0.8421	0.5021	0.7086
No log	2.64	396	0.4950	0.8387	0.4950	0.7035
No log	2.6533	398	0.5277	0.8513	0.5277	0.7264
No log	2.6667	400	0.6034	0.8060	0.6034	0.7768
No log	2.68	402	0.6667	0.7979	0.6667	0.8165
No log	2.6933	404	0.7038	0.7709	0.7038	0.8390
No log	2.7067	406	0.7056	0.7123	0.7056	0.8400
No log	2.7200	408	0.7654	0.6806	0.7654	0.8749
No log	2.7333	410	0.7986	0.6573	0.7986	0.8936
No log	2.7467	412	0.7526	0.6806	0.7526	0.8675
No log	2.76	414	0.7484	0.6806	0.7484	0.8651
No log	2.7733	416	0.6950	0.7190	0.6950	0.8336
No log	2.7867	418	0.6458	0.7797	0.6458	0.8036
No log	2.8	420	0.6007	0.8066	0.6007	0.7751
No log	2.8133	422	0.5654	0.8066	0.5654	0.7520
No log	2.8267	424	0.5542	0.8118	0.5542	0.7444
No log	2.84	426	0.5772	0.7853	0.5772	0.7598
No log	2.8533	428	0.6394	0.7342	0.6394	0.7996
No log	2.8667	430	0.6760	0.7261	0.6760	0.8222
No log	2.88	432	0.6577	0.7237	0.6577	0.8110
No log	2.8933	434	0.6200	0.7724	0.6200	0.7874
No log	2.9067	436	0.6326	0.7838	0.6326	0.7954
No log	2.92	438	0.6347	0.7606	0.6347	0.7967
No log	2.9333	440	0.6057	0.7778	0.6057	0.7783
No log	2.9467	442	0.6107	0.75	0.6107	0.7815
No log	2.96	444	0.7925	0.7326	0.7925	0.8902
No log	2.9733	446	0.8900	0.7461	0.8900	0.9434
No log	2.9867	448	0.7428	0.75	0.7428	0.8619
No log	3.0	450	0.5674	0.8280	0.5674	0.7533
No log	3.0133	452	0.4727	0.8263	0.4727	0.6875
No log	3.0267	454	0.4779	0.8452	0.4779	0.6913
No log	3.04	456	0.5230	0.8205	0.5230	0.7232
No log	3.0533	458	0.5423	0.8026	0.5423	0.7364
No log	3.0667	460	0.5306	0.8052	0.5306	0.7284
No log	3.08	462	0.5206	0.7975	0.5206	0.7215
No log	3.0933	464	0.5316	0.8	0.5316	0.7291
No log	3.1067	466	0.5376	0.8049	0.5376	0.7332
No log	3.12	468	0.5492	0.7922	0.5492	0.7411
No log	3.1333	470	0.6069	0.7785	0.6069	0.7790
No log	3.1467	472	0.6680	0.7391	0.6680	0.8173
No log	3.16	474	0.6935	0.6963	0.6935	0.8327
No log	3.1733	476	0.6992	0.6809	0.6992	0.8362
No log	3.1867	478	0.6930	0.6761	0.6930	0.8324
No log	3.2	480	0.6438	0.6986	0.6438	0.8024
No log	3.2133	482	0.5663	0.7867	0.5663	0.7525
No log	3.2267	484	0.5447	0.7974	0.5447	0.7380
No log	3.24	486	0.5416	0.7974	0.5416	0.7359
No log	3.2533	488	0.5884	0.7651	0.5884	0.7671
No log	3.2667	490	0.5989	0.7763	0.5989	0.7739
No log	3.2800	492	0.5539	0.8125	0.5539	0.7443
No log	3.2933	494	0.5417	0.8302	0.5417	0.7360
No log	3.3067	496	0.5568	0.8125	0.5568	0.7462
No log	3.32	498	0.6215	0.7467	0.6215	0.7884
0.441	3.3333	500	0.6793	0.6892	0.6793	0.8242
0.441	3.3467	502	0.7129	0.6803	0.7129	0.8443
0.441	3.36	504	0.7043	0.6803	0.7043	0.8393
0.441	3.3733	506	0.7005	0.7222	0.7005	0.8370
0.441	3.3867	508	0.7176	0.6713	0.7176	0.8471
0.441	3.4	510	0.7503	0.6667	0.7503	0.8662
0.441	3.4133	512	0.7271	0.6713	0.7271	0.8527
0.441	3.4267	514	0.6915	0.6957	0.6915	0.8316
0.441	3.44	516	0.6885	0.7042	0.6885	0.8297
0.441	3.4533	518	0.7028	0.6806	0.7028	0.8383
0.441	3.4667	520	0.6814	0.6763	0.6814	0.8255
0.441	3.48	522	0.6248	0.7552	0.6248	0.7904
0.441	3.4933	524	0.6173	0.7945	0.6173	0.7857
0.441	3.5067	526	0.6095	0.7945	0.6095	0.7807
0.441	3.52	528	0.6012	0.7838	0.6012	0.7754
0.441	3.5333	530	0.6454	0.7582	0.6454	0.8034
0.441	3.5467	532	0.7065	0.7453	0.7065	0.8406
0.441	3.56	534	0.7308	0.7468	0.7308	0.8549
0.441	3.5733	536	0.7304	0.7468	0.7304	0.8546
0.441	3.5867	538	0.7437	0.7468	0.7437	0.8624
0.441	3.6	540	0.7151	0.7123	0.7151	0.8457
0.441	3.6133	542	0.7030	0.7123	0.7030	0.8384
0.441	3.6267	544	0.6630	0.7347	0.6630	0.8142
0.441	3.64	546	0.6716	0.7919	0.6716	0.8195
0.441	3.6533	548	0.6663	0.8133	0.6663	0.8163
0.441	3.6667	550	0.6501	0.7432	0.6501	0.8063
0.441	3.68	552	0.6804	0.7421	0.6804	0.8249
0.441	3.6933	554	0.7390	0.7374	0.7390	0.8597
0.441	3.7067	556	0.7110	0.7429	0.7110	0.8432
0.441	3.7200	558	0.6335	0.7564	0.6335	0.7959
0.441	3.7333	560	0.6489	0.7945	0.6489	0.8055
0.441	3.7467	562	0.6780	0.7347	0.6780	0.8234
0.441	3.76	564	0.6513	0.7755	0.6513	0.8071
0.441	3.7733	566	0.6254	0.7310	0.6254	0.7908
0.441	3.7867	568	0.6220	0.7673	0.6220	0.7887
0.441	3.8	570	0.6092	0.7730	0.6092	0.7805
0.441	3.8133	572	0.5811	0.7882	0.5811	0.7623
0.441	3.8267	574	0.5520	0.8161	0.5520	0.7430
0.441	3.84	576	0.5700	0.8114	0.5700	0.7550
0.441	3.8533	578	0.5593	0.8208	0.5593	0.7478
0.441	3.8667	580	0.5468	0.8333	0.5468	0.7394
0.441	3.88	582	0.5662	0.7722	0.5662	0.7525
0.441	3.8933	584	0.5772	0.7763	0.5772	0.7597
0.441	3.9067	586	0.5891	0.7632	0.5891	0.7675
0.441	3.92	588	0.5813	0.7950	0.5813	0.7624
0.441	3.9333	590	0.5972	0.7975	0.5972	0.7728
0.441	3.9467	592	0.6927	0.725	0.6927	0.8323
0.441	3.96	594	0.7578	0.7081	0.7578	0.8705
0.441	3.9733	596	0.7696	0.7081	0.7696	0.8772
0.441	3.9867	598	0.7818	0.6968	0.7818	0.8842
0.441	4.0	600	0.7353	0.7013	0.7353	0.8575
0.441	4.0133	602	0.6331	0.7484	0.6331	0.7957
0.441	4.0267	604	0.5564	0.8052	0.5564	0.7459
0.441	4.04	606	0.5386	0.8375	0.5386	0.7339
0.441	4.0533	608	0.5279	0.8605	0.5279	0.7266
0.441	4.0667	610	0.5518	0.8222	0.5518	0.7429
0.441	4.08	612	0.6035	0.7701	0.6035	0.7769
0.441	4.0933	614	0.6667	0.7326	0.6667	0.8165
0.441	4.1067	616	0.6599	0.7468	0.6599	0.8123
0.441	4.12	618	0.6340	0.7568	0.6340	0.7962
0.441	4.1333	620	0.6111	0.7651	0.6111	0.7817
0.441	4.1467	622	0.5753	0.7871	0.5753	0.7585
0.441	4.16	624	0.5653	0.8072	0.5653	0.7519
0.441	4.1733	626	0.5950	0.8242	0.5950	0.7713
0.441	4.1867	628	0.5721	0.8268	0.5721	0.7564
0.441	4.2	630	0.5254	0.8166	0.5254	0.7248
0.441	4.2133	632	0.5497	0.8098	0.5497	0.7414
0.441	4.2267	634	0.6207	0.75	0.6207	0.7879
0.441	4.24	636	0.6727	0.7143	0.6727	0.8202
0.441	4.2533	638	0.6658	0.7027	0.6658	0.8159
0.441	4.2667	640	0.6709	0.7114	0.6709	0.8191
0.441	4.28	642	0.6188	0.7771	0.6188	0.7867
0.441	4.2933	644	0.5849	0.7821	0.5849	0.7648
0.441	4.3067	646	0.6026	0.7853	0.6026	0.7763
0.441	4.32	648	0.5988	0.7853	0.5988	0.7738
0.441	4.3333	650	0.5649	0.8	0.5649	0.7516
0.441	4.3467	652	0.5951	0.7831	0.5951	0.7714
0.441	4.36	654	0.6146	0.7831	0.6146	0.7840
0.441	4.3733	656	0.6183	0.8047	0.6183	0.7863
0.441	4.3867	658	0.6266	0.7857	0.6266	0.7916
0.441	4.4	660	0.6739	0.7857	0.6739	0.8209
0.441	4.4133	662	0.6587	0.7857	0.6587	0.8116
0.441	4.4267	664	0.6417	0.7778	0.6417	0.8011
0.441	4.44	666	0.6535	0.7778	0.6535	0.8084
0.441	4.4533	668	0.6840	0.7673	0.6840	0.8270
0.441	4.4667	670	0.7125	0.7394	0.7125	0.8441
0.441	4.48	672	0.6827	0.7485	0.6827	0.8262
0.441	4.4933	674	0.6763	0.7586	0.6763	0.8224
0.441	4.5067	676	0.6480	0.7771	0.6480	0.8050
0.441	4.52	678	0.6144	0.7771	0.6144	0.7838
0.441	4.5333	680	0.6291	0.7865	0.6291	0.7932
0.441	4.5467	682	0.6665	0.7865	0.6665	0.8164
0.441	4.5600	684	0.6359	0.7771	0.6359	0.7974
0.441	4.5733	686	0.6048	0.7879	0.6048	0.7777
0.441	4.5867	688	0.6035	0.7879	0.6035	0.7769
0.441	4.6	690	0.6272	0.7674	0.6272	0.7920
0.441	4.6133	692	0.6235	0.7674	0.6235	0.7896
0.441	4.6267	694	0.5997	0.7673	0.5997	0.7744
0.441	4.64	696	0.5620	0.7949	0.5620	0.7497
0.441	4.6533	698	0.5606	0.7619	0.5606	0.7487
0.441	4.6667	700	0.5740	0.7397	0.5740	0.7576
0.441	4.68	702	0.6072	0.7517	0.6072	0.7792
0.441	4.6933	704	0.6829	0.7215	0.6829	0.8264
0.441	4.7067	706	0.7395	0.725	0.7395	0.8599
0.441	4.72	708	0.7098	0.7317	0.7098	0.8425
0.441	4.7333	710	0.6258	0.7532	0.6258	0.7911
0.441	4.7467	712	0.5761	0.7619	0.5761	0.7590
0.441	4.76	714	0.5664	0.7671	0.5664	0.7526
0.441	4.7733	716	0.5822	0.7550	0.5822	0.7630
0.441	4.7867	718	0.6006	0.7742	0.6006	0.7750
0.441	4.8	720	0.5805	0.7662	0.5805	0.7619
0.441	4.8133	722	0.5586	0.7671	0.5586	0.7474
0.441	4.8267	724	0.5579	0.7891	0.5579	0.7469
0.441	4.84	726	0.5363	0.7843	0.5363	0.7323
0.441	4.8533	728	0.5527	0.7778	0.5527	0.7434
0.441	4.8667	730	0.5922	0.7673	0.5922	0.7695
0.441	4.88	732	0.6399	0.7692	0.6399	0.7999
0.441	4.8933	734	0.7180	0.7143	0.7180	0.8474
0.441	4.9067	736	0.7616	0.6849	0.7616	0.8727
0.441	4.92	738	0.7963	0.6901	0.7963	0.8923
0.441	4.9333	740	0.8091	0.6950	0.8091	0.8995
0.441	4.9467	742	0.8305	0.6809	0.8305	0.9113
0.441	4.96	744	0.8526	0.6901	0.8526	0.9234
0.441	4.9733	746	0.8514	0.6713	0.8514	0.9227
0.441	4.9867	748	0.8477	0.6667	0.8477	0.9207
0.441	5.0	750	0.8230	0.6853	0.8230	0.9072
0.441	5.0133	752	0.7946	0.7114	0.7946	0.8914
0.441	5.0267	754	0.7235	0.7248	0.7235	0.8506
0.441	5.04	756	0.6395	0.7451	0.6395	0.7997
0.441	5.0533	758	0.5860	0.8	0.5860	0.7655
0.441	5.0667	760	0.5553	0.8	0.5553	0.7452
0.441	5.08	762	0.5401	0.8263	0.5401	0.7349
0.441	5.0933	764	0.5573	0.8263	0.5573	0.7466
0.441	5.1067	766	0.6330	0.7805	0.6330	0.7956
0.441	5.12	768	0.7573	0.7317	0.7573	0.8702
0.441	5.1333	770	0.8041	0.7073	0.8041	0.8967
0.441	5.1467	772	0.7784	0.7296	0.7784	0.8823
0.441	5.16	774	0.7298	0.72	0.7298	0.8543
0.441	5.1733	776	0.7059	0.7075	0.7059	0.8402
0.441	5.1867	778	0.6925	0.7075	0.6925	0.8322
0.441	5.2	780	0.6969	0.7320	0.6969	0.8348
0.441	5.2133	782	0.7077	0.7362	0.7077	0.8412
0.441	5.2267	784	0.6376	0.8118	0.6376	0.7985
0.441	5.24	786	0.5466	0.8304	0.5466	0.7393
0.441	5.2533	788	0.5277	0.8024	0.5277	0.7265
0.441	5.2667	790	0.5576	0.8	0.5576	0.7468
0.441	5.28	792	0.5980	0.7919	0.5980	0.7733
0.441	5.2933	794	0.6249	0.7867	0.6249	0.7905
0.441	5.3067	796	0.6574	0.7639	0.6574	0.8108
0.441	5.32	798	0.6757	0.6857	0.6757	0.8220
0.441	5.3333	800	0.7450	0.6883	0.7450	0.8632
0.441	5.3467	802	0.7749	0.7337	0.7749	0.8803
0.441	5.36	804	0.7243	0.7543	0.7243	0.8510
0.441	5.3733	806	0.6371	0.7730	0.6371	0.7982
0.441	5.3867	808	0.5969	0.8050	0.5969	0.7726
0.441	5.4	810	0.5996	0.8052	0.5996	0.7743
0.441	5.4133	812	0.6187	0.8129	0.6187	0.7866
0.441	5.4267	814	0.6483	0.7651	0.6483	0.8052
0.441	5.44	816	0.6911	0.7123	0.6911	0.8313
0.441	5.4533	818	0.7443	0.6857	0.7443	0.8627
0.441	5.4667	820	0.7612	0.6667	0.7612	0.8725
0.441	5.48	822	0.7257	0.7020	0.7257	0.8519
0.441	5.4933	824	0.6366	0.7826	0.6366	0.7979
0.441	5.5067	826	0.5544	0.8148	0.5544	0.7446
0.441	5.52	828	0.5338	0.8148	0.5338	0.7306
0.441	5.5333	830	0.5577	0.8235	0.5577	0.7468
0.441	5.5467	832	0.6103	0.8161	0.6103	0.7812
0.441	5.5600	834	0.6232	0.7805	0.6232	0.7894
0.441	5.5733	836	0.6156	0.7564	0.6156	0.7846
0.441	5.5867	838	0.6165	0.7451	0.6165	0.7852
0.441	5.6	840	0.6304	0.7248	0.6304	0.7940
0.441	5.6133	842	0.6510	0.7248	0.6510	0.8068
0.441	5.6267	844	0.6498	0.7248	0.6498	0.8061
0.441	5.64	846	0.6591	0.7190	0.6591	0.8119
0.441	5.6533	848	0.6283	0.7467	0.6283	0.7927
0.441	5.6667	850	0.5705	0.7662	0.5705	0.7553
0.441	5.68	852	0.5304	0.8026	0.5304	0.7283
0.441	5.6933	854	0.5291	0.8129	0.5291	0.7274
0.441	5.7067	856	0.5148	0.8205	0.5148	0.7175
0.441	5.72	858	0.5088	0.8176	0.5088	0.7133
0.441	5.7333	860	0.5361	0.8025	0.5361	0.7322
0.441	5.7467	862	0.5647	0.7848	0.5647	0.7514
0.441	5.76	864	0.5934	0.7468	0.5934	0.7703
0.441	5.7733	866	0.6257	0.7123	0.6257	0.7910
0.441	5.7867	868	0.6552	0.6993	0.6552	0.8094
0.441	5.8	870	0.6535	0.6857	0.6535	0.8084
0.441	5.8133	872	0.6272	0.7413	0.6272	0.7920
0.441	5.8267	874	0.6236	0.7222	0.6236	0.7897
0.441	5.84	876	0.6596	0.7296	0.6596	0.8121
0.441	5.8533	878	0.7054	0.7412	0.7054	0.8399
0.441	5.8667	880	0.6827	0.7412	0.6827	0.8263
0.441	5.88	882	0.6252	0.7619	0.6252	0.7907
0.441	5.8933	884	0.6051	0.7607	0.6051	0.7779
0.441	5.9067	886	0.5701	0.7550	0.5701	0.7550
0.441	5.92	888	0.5862	0.7310	0.5862	0.7656
0.441	5.9333	890	0.5994	0.7310	0.5994	0.7742
0.441	5.9467	892	0.5958	0.7310	0.5958	0.7719
0.441	5.96	894	0.5556	0.7550	0.5556	0.7454
0.441	5.9733	896	0.5203	0.7871	0.5203	0.7213
0.441	5.9867	898	0.4767	0.8434	0.4767	0.6905
0.441	6.0	900	0.4551	0.8364	0.4551	0.6746
0.441	6.0133	902	0.4629	0.8421	0.4629	0.6804
0.441	6.0267	904	0.5233	0.8166	0.5233	0.7234
0.441	6.04	906	0.5930	0.7719	0.5930	0.7701
0.441	6.0533	908	0.6922	0.7362	0.6922	0.8320
0.441	6.0667	910	0.7847	0.6939	0.7847	0.8858
0.441	6.08	912	0.8107	0.6713	0.8107	0.9004
0.441	6.0933	914	0.7881	0.6713	0.7881	0.8878
0.441	6.1067	916	0.7123	0.6944	0.7123	0.8440
0.441	6.12	918	0.6374	0.7703	0.6374	0.7984
0.441	6.1333	920	0.5797	0.7895	0.5797	0.7614
0.441	6.1467	922	0.5553	0.8101	0.5553	0.7452
0.441	6.16	924	0.5766	0.8050	0.5766	0.7593
0.441	6.1733	926	0.5907	0.7950	0.5907	0.7686
0.441	6.1867	928	0.5988	0.7975	0.5988	0.7739
0.441	6.2	930	0.5968	0.7619	0.5968	0.7725
0.441	6.2133	932	0.5962	0.7619	0.5962	0.7721
0.441	6.2267	934	0.5886	0.7848	0.5886	0.7672
0.441	6.24	936	0.6351	0.7630	0.6351	0.7969
0.441	6.2533	938	0.7229	0.7629	0.7229	0.8502
0.441	6.2667	940	0.7213	0.7861	0.7213	0.8493
0.441	6.28	942	0.6397	0.8187	0.6397	0.7998
0.441	6.2933	944	0.5528	0.8108	0.5528	0.7435
0.441	6.3067	946	0.5190	0.8214	0.5190	0.7204
0.441	6.32	948	0.5316	0.8129	0.5316	0.7291
0.441	6.3333	950	0.5487	0.7792	0.5487	0.7407
0.441	6.3467	952	0.5824	0.7517	0.5824	0.7631
0.441	6.36	954	0.6441	0.7285	0.6441	0.8025
0.441	6.3733	956	0.6619	0.7195	0.6619	0.8136
0.441	6.3867	958	0.6212	0.7730	0.6212	0.7882
0.441	6.4	960	0.5490	0.7871	0.5490	0.7409
0.441	6.4133	962	0.5016	0.8258	0.5016	0.7082
0.441	6.4267	964	0.5139	0.8079	0.5139	0.7168
0.441	6.44	966	0.5225	0.8387	0.5225	0.7228
0.441	6.4533	968	0.5322	0.8176	0.5322	0.7295
0.441	6.4667	970	0.5967	0.7436	0.5967	0.7725
0.441	6.48	972	0.7214	0.7407	0.7214	0.8493
0.441	6.4933	974	0.7702	0.7407	0.7702	0.8776
0.441	6.5067	976	0.7301	0.7468	0.7301	0.8545
0.441	6.52	978	0.6353	0.7432	0.6353	0.7971
0.441	6.5333	980	0.5580	0.7671	0.5580	0.7470
0.441	6.5467	982	0.5528	0.8212	0.5528	0.7435
0.441	6.5600	984	0.5712	0.7867	0.5712	0.7558
0.441	6.5733	986	0.5548	0.8212	0.5548	0.7448
0.441	6.5867	988	0.5363	0.7891	0.5363	0.7324
0.441	6.6	990	0.5957	0.7843	0.5957	0.7718
0.441	6.6133	992	0.7419	0.7089	0.7419	0.8614
0.441	6.6267	994	0.8263	0.7205	0.8263	0.9090
0.441	6.64	996	0.8106	0.7305	0.8106	0.9003
0.441	6.6533	998	0.7172	0.7205	0.7172	0.8469
0.0886	6.6667	1000	0.6130	0.7654	0.6130	0.7829
0.0886	6.68	1002	0.5745	0.7722	0.5745	0.7580
0.0886	6.6933	1004	0.6024	0.7320	0.6024	0.7761
0.0886	6.7067	1006	0.6453	0.7320	0.6453	0.8033
0.0886	6.72	1008	0.7095	0.7329	0.7095	0.8423
0.0886	6.7333	1010	0.7971	0.7215	0.7971	0.8928
0.0886	6.7467	1012	0.8732	0.7456	0.8732	0.9345

Framework versions

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