ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run3_AugV5_k16_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: 0.7144
• Qwk: 0.6853
• Mse: 0.7144
• Rmse: 0.8452

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	0.0263	2	6.7759	0.0308	6.7759	2.6031
No log	0.0526	4	4.4243	0.0591	4.4243	2.1034
No log	0.0789	6	3.5586	-0.0753	3.5586	1.8864
No log	0.1053	8	2.3073	0.0709	2.3073	1.5190
No log	0.1316	10	1.7969	0.2735	1.7969	1.3405
No log	0.1579	12	2.7661	0.0914	2.7661	1.6631
No log	0.1842	14	3.1402	0.0787	3.1402	1.7721
No log	0.2105	16	1.9828	0.2031	1.9828	1.4081
No log	0.2368	18	1.7291	0.2479	1.7291	1.3149
No log	0.2632	20	2.2166	0.28	2.2166	1.4888
No log	0.2895	22	2.8610	0.1412	2.8610	1.6914
No log	0.3158	24	3.7180	0.1553	3.7180	1.9282
No log	0.3421	26	3.2493	0.1979	3.2493	1.8026
No log	0.3684	28	2.1411	0.2308	2.1411	1.4633
No log	0.3947	30	1.4491	0.4341	1.4491	1.2038
No log	0.4211	32	1.2825	0.3590	1.2825	1.1325
No log	0.4474	34	1.2080	0.3898	1.2080	1.0991
No log	0.4737	36	1.2177	0.4237	1.2177	1.1035
No log	0.5	38	1.2483	0.4034	1.2483	1.1173
No log	0.5263	40	1.5028	0.4615	1.5028	1.2259
No log	0.5526	42	1.8773	0.3217	1.8773	1.3702
No log	0.5789	44	1.8712	0.3288	1.8712	1.3679
No log	0.6053	46	1.5361	0.4397	1.5361	1.2394
No log	0.6316	48	1.4140	0.4966	1.4140	1.1891
No log	0.6579	50	1.6652	0.4151	1.6652	1.2904
No log	0.6842	52	1.9975	0.3854	1.9975	1.4133
No log	0.7105	54	2.0905	0.4314	2.0905	1.4459
No log	0.7368	56	1.7576	0.4286	1.7576	1.3257
No log	0.7632	58	1.7628	0.3975	1.7628	1.3277
No log	0.7895	60	1.5036	0.5067	1.5036	1.2262
No log	0.8158	62	1.0790	0.6029	1.0790	1.0388
No log	0.8421	64	0.9333	0.6370	0.9333	0.9661
No log	0.8684	66	0.9298	0.6418	0.9298	0.9643
No log	0.8947	68	0.9121	0.6418	0.9121	0.9550
No log	0.9211	70	0.8956	0.6761	0.8956	0.9464
No log	0.9474	72	0.9543	0.6429	0.9543	0.9769
No log	0.9737	74	1.2281	0.5752	1.2281	1.1082
No log	1.0	76	1.3085	0.5917	1.3085	1.1439
No log	1.0263	78	1.4170	0.5169	1.4170	1.1904
No log	1.0526	80	1.1459	0.6289	1.1459	1.0704
No log	1.0789	82	0.9555	0.6573	0.9555	0.9775
No log	1.1053	84	0.8745	0.7034	0.8745	0.9351
No log	1.1316	86	0.9695	0.625	0.9695	0.9847
No log	1.1579	88	1.3359	0.5135	1.3359	1.1558
No log	1.1842	90	1.2733	0.4823	1.2733	1.1284
No log	1.2105	92	1.1080	0.5564	1.1080	1.0526
No log	1.2368	94	0.9471	0.5954	0.9471	0.9732
No log	1.2632	96	0.9613	0.5692	0.9613	0.9804
No log	1.2895	98	1.1544	0.5333	1.1544	1.0744
No log	1.3158	100	1.4232	0.5405	1.4232	1.1930
No log	1.3421	102	1.6440	0.4940	1.6440	1.2822
No log	1.3684	104	1.2978	0.6087	1.2978	1.1392
No log	1.3947	106	0.8545	0.6573	0.8545	0.9244
No log	1.4211	108	0.9039	0.6370	0.9039	0.9507
No log	1.4474	110	0.9509	0.5985	0.9509	0.9751
No log	1.4737	112	0.7839	0.7153	0.7839	0.8854
No log	1.5	114	0.8467	0.6892	0.8467	0.9202
No log	1.5263	116	0.8376	0.6892	0.8376	0.9152
No log	1.5526	118	0.7383	0.7517	0.7383	0.8593
No log	1.5789	120	0.7521	0.7333	0.7521	0.8672
No log	1.6053	122	0.8023	0.7152	0.8023	0.8957
No log	1.6316	124	0.7089	0.7432	0.7089	0.8420
No log	1.6579	126	0.6557	0.7843	0.6557	0.8097
No log	1.6842	128	0.6594	0.8050	0.6594	0.8120
No log	1.7105	130	0.6081	0.7792	0.6081	0.7798
No log	1.7368	132	0.5935	0.7871	0.5935	0.7704
No log	1.7632	134	0.6526	0.7297	0.6526	0.8078
No log	1.7895	136	0.8314	0.7083	0.8314	0.9118
No log	1.8158	138	0.7539	0.7297	0.7539	0.8683
No log	1.8421	140	0.6855	0.7152	0.6855	0.8279
No log	1.8684	142	0.9328	0.6832	0.9328	0.9658
No log	1.8947	144	1.1536	0.6739	1.1536	1.0741
No log	1.9211	146	1.0539	0.7188	1.0539	1.0266
No log	1.9474	148	0.8630	0.7609	0.8630	0.9290
No log	1.9737	150	0.8362	0.7215	0.8362	0.9144
No log	2.0	152	0.8827	0.7273	0.8827	0.9395
No log	2.0263	154	0.7144	0.7532	0.7144	0.8452
No log	2.0526	156	0.8269	0.6962	0.8269	0.9094
No log	2.0789	158	1.0114	0.6982	1.0114	1.0057
No log	2.1053	160	1.0551	0.6905	1.0551	1.0272
No log	2.1316	162	0.8515	0.7105	0.8515	0.9227
No log	2.1579	164	0.7230	0.7310	0.7230	0.8503
No log	2.1842	166	0.7435	0.7260	0.7435	0.8622
No log	2.2105	168	0.8656	0.6849	0.8656	0.9304
No log	2.2368	170	0.9356	0.6667	0.9356	0.9673
No log	2.2632	172	0.7719	0.7260	0.7719	0.8786
No log	2.2895	174	0.7011	0.7260	0.7011	0.8373
No log	2.3158	176	0.7661	0.7643	0.7661	0.8753
No log	2.3421	178	1.2254	0.6441	1.2254	1.1070
No log	2.3684	180	1.4146	0.5946	1.4146	1.1894
No log	2.3947	182	1.0062	0.6705	1.0062	1.0031
No log	2.4211	184	0.6550	0.7712	0.6550	0.8093
No log	2.4474	186	0.6432	0.7483	0.6432	0.8020
No log	2.4737	188	0.7153	0.7517	0.7153	0.8458
No log	2.5	190	1.1279	0.6514	1.1279	1.0620
No log	2.5263	192	1.3101	0.6333	1.3101	1.1446
No log	2.5526	194	1.0542	0.6629	1.0542	1.0267
No log	2.5789	196	0.6739	0.7682	0.6739	0.8209
No log	2.6053	198	0.5987	0.7639	0.5987	0.7738
No log	2.6316	200	0.5925	0.7639	0.5925	0.7698
No log	2.6579	202	0.5748	0.8052	0.5748	0.7581
No log	2.6842	204	0.6888	0.775	0.6888	0.8299
No log	2.7105	206	0.6673	0.775	0.6673	0.8169
No log	2.7368	208	0.6122	0.8125	0.6122	0.7824
No log	2.7632	210	0.6838	0.7574	0.6838	0.8269
No log	2.7895	212	0.7676	0.7528	0.7676	0.8761
No log	2.8158	214	0.7006	0.7711	0.7006	0.8370
No log	2.8421	216	0.6635	0.8050	0.6635	0.8146
No log	2.8684	218	0.7317	0.7673	0.7317	0.8554
No log	2.8947	220	0.6896	0.8050	0.6896	0.8304
No log	2.9211	222	0.6669	0.7919	0.6669	0.8166
No log	2.9474	224	0.6487	0.7867	0.6487	0.8054
No log	2.9737	226	0.6216	0.7867	0.6216	0.7884
No log	3.0	228	0.6176	0.7733	0.6176	0.7859
No log	3.0263	230	0.6202	0.7875	0.6202	0.7876
No log	3.0526	232	0.5424	0.8176	0.5424	0.7365
No log	3.0789	234	0.5400	0.7867	0.5400	0.7348
No log	3.1053	236	0.5594	0.7586	0.5594	0.7479
No log	3.1316	238	0.5306	0.7947	0.5306	0.7284
No log	3.1579	240	0.5623	0.7867	0.5623	0.7498
No log	3.1842	242	0.6225	0.7467	0.6225	0.7890
No log	3.2105	244	0.7201	0.7162	0.7201	0.8486
No log	3.2368	246	0.8430	0.6667	0.8430	0.9182
No log	3.2632	248	0.9370	0.6216	0.9370	0.9680
No log	3.2895	250	0.8435	0.6377	0.8435	0.9184
No log	3.3158	252	0.7511	0.7164	0.7511	0.8667
No log	3.3421	254	0.7478	0.7407	0.7478	0.8648
No log	3.3684	256	0.7349	0.6767	0.7349	0.8573
No log	3.3947	258	0.8173	0.6434	0.8173	0.9041
No log	3.4211	260	0.8426	0.6622	0.8426	0.9179
No log	3.4474	262	0.8119	0.6753	0.8119	0.9011
No log	3.4737	264	0.6166	0.7417	0.6166	0.7853
No log	3.5	266	0.6230	0.7518	0.6230	0.7893
No log	3.5263	268	0.6491	0.7391	0.6491	0.8057
No log	3.5526	270	0.6160	0.7568	0.6160	0.7848
No log	3.5789	272	0.6958	0.7532	0.6958	0.8341
No log	3.6053	274	0.9565	0.6282	0.9565	0.9780
No log	3.6316	276	1.0296	0.6184	1.0296	1.0147
No log	3.6579	278	0.8920	0.6800	0.8920	0.9444
No log	3.6842	280	0.7474	0.7338	0.7474	0.8645
No log	3.7105	282	0.6872	0.7338	0.6872	0.8290
No log	3.7368	284	0.6958	0.7133	0.6958	0.8342
No log	3.7632	286	0.7752	0.7484	0.7752	0.8804
No log	3.7895	288	0.8176	0.6797	0.8176	0.9042
No log	3.8158	290	0.6935	0.7484	0.6935	0.8328
No log	3.8421	292	0.5866	0.7733	0.5866	0.7659
No log	3.8684	294	0.5855	0.7792	0.5855	0.7652
No log	3.8947	296	0.6340	0.7712	0.6340	0.7962
No log	3.9211	298	0.8258	0.7143	0.8258	0.9087
No log	3.9474	300	0.9518	0.6369	0.9518	0.9756
No log	3.9737	302	0.8092	0.7226	0.8092	0.8995
No log	4.0	304	0.6034	0.8	0.6034	0.7768
No log	4.0263	306	0.5935	0.7552	0.5935	0.7704
No log	4.0526	308	0.5860	0.7552	0.5860	0.7655
No log	4.0789	310	0.5923	0.7785	0.5923	0.7696
No log	4.1053	312	0.7298	0.7097	0.7298	0.8543
No log	4.1316	314	0.7980	0.6623	0.7980	0.8933
No log	4.1579	316	0.7181	0.76	0.7181	0.8474
No log	4.1842	318	0.6461	0.7703	0.6461	0.8038
No log	4.2105	320	0.6092	0.7724	0.6092	0.7805
No log	4.2368	322	0.5927	0.7838	0.5927	0.7699
No log	4.2632	324	0.6012	0.7838	0.6012	0.7754
No log	4.2895	326	0.6137	0.7919	0.6137	0.7834
No log	4.3158	328	0.6173	0.7843	0.6173	0.7857
No log	4.3421	330	0.6423	0.7843	0.6423	0.8014
No log	4.3684	332	0.6969	0.7550	0.6969	0.8348
No log	4.3947	334	0.7667	0.7383	0.7667	0.8756
No log	4.4211	336	0.7378	0.7534	0.7378	0.8590
No log	4.4474	338	0.7467	0.6917	0.7467	0.8641
No log	4.4737	340	0.7274	0.7059	0.7274	0.8529
No log	4.5	342	0.7540	0.7517	0.7540	0.8683
No log	4.5263	344	0.8411	0.6933	0.8411	0.9171
No log	4.5526	346	1.1141	0.6125	1.1141	1.0555
No log	4.5789	348	1.1124	0.6087	1.1124	1.0547
No log	4.6053	350	0.8775	0.6918	0.8775	0.9367
No log	4.6316	352	0.6231	0.8	0.6231	0.7894
No log	4.6579	354	0.5712	0.8025	0.5712	0.7558
No log	4.6842	356	0.5893	0.8050	0.5893	0.7676
No log	4.7105	358	0.5849	0.8025	0.5849	0.7648
No log	4.7368	360	0.5755	0.7898	0.5755	0.7586
No log	4.7632	362	0.6057	0.8025	0.6057	0.7783
No log	4.7895	364	0.6713	0.7848	0.6713	0.8193
No log	4.8158	366	0.6754	0.7871	0.6754	0.8218
No log	4.8421	368	0.7279	0.7792	0.7279	0.8532
No log	4.8684	370	0.8031	0.7067	0.8031	0.8961
No log	4.8947	372	0.7915	0.7059	0.7915	0.8897
No log	4.9211	374	0.6810	0.7651	0.6810	0.8252
No log	4.9474	376	0.7264	0.7417	0.7264	0.8523
No log	4.9737	378	0.9366	0.6538	0.9366	0.9678
No log	5.0	380	1.0154	0.65	1.0154	1.0077
No log	5.0263	382	0.8174	0.7013	0.8174	0.9041
No log	5.0526	384	0.6928	0.7532	0.6928	0.8323
No log	5.0789	386	0.7321	0.7067	0.7321	0.8556
No log	5.1053	388	0.7161	0.7042	0.7161	0.8462
No log	5.1316	390	0.8056	0.6809	0.8056	0.8975
No log	5.1579	392	0.9647	0.6438	0.9647	0.9822
No log	5.1842	394	1.1212	0.6104	1.1212	1.0589
No log	5.2105	396	1.0738	0.6104	1.0738	1.0362
No log	5.2368	398	0.8992	0.7097	0.8992	0.9483
No log	5.2632	400	0.8329	0.7355	0.8329	0.9126
No log	5.2895	402	0.6739	0.7432	0.6739	0.8209
No log	5.3158	404	0.6159	0.7571	0.6159	0.7848
No log	5.3421	406	0.6326	0.7445	0.6326	0.7954
No log	5.3684	408	0.6646	0.7050	0.6646	0.8152
No log	5.3947	410	0.8386	0.6897	0.8386	0.9157
No log	5.4211	412	1.1279	0.6104	1.1279	1.0620
No log	5.4474	414	1.1815	0.6258	1.1815	1.0870
No log	5.4737	416	0.9513	0.6708	0.9513	0.9753
No log	5.5	418	0.6891	0.7517	0.6891	0.8301
No log	5.5263	420	0.6139	0.7838	0.6139	0.7835
No log	5.5526	422	0.6642	0.7518	0.6642	0.8150
No log	5.5789	424	0.6792	0.7482	0.6792	0.8242
No log	5.6053	426	0.6951	0.7518	0.6951	0.8337
No log	5.6316	428	0.8191	0.6897	0.8191	0.9050
No log	5.6579	430	1.1009	0.6065	1.1009	1.0493
No log	5.6842	432	1.2165	0.5949	1.2165	1.1030
No log	5.7105	434	1.1033	0.6303	1.1033	1.0504
No log	5.7368	436	0.8182	0.7636	0.8182	0.9045
No log	5.7632	438	0.5736	0.7826	0.5736	0.7574
No log	5.7895	440	0.5061	0.7925	0.5061	0.7114
No log	5.8158	442	0.5300	0.8182	0.5300	0.7280
No log	5.8421	444	0.5950	0.7919	0.5950	0.7714
No log	5.8684	446	0.6477	0.7571	0.6477	0.8048
No log	5.8947	448	0.6936	0.7068	0.6936	0.8328
No log	5.9211	450	0.7460	0.7273	0.7460	0.8637
No log	5.9474	452	0.8100	0.6515	0.8100	0.9000
No log	5.9737	454	0.8447	0.6857	0.8447	0.9191
No log	6.0	456	0.8529	0.7075	0.8529	0.9235
No log	6.0263	458	0.7493	0.7260	0.7493	0.8656
No log	6.0526	460	0.6051	0.7785	0.6051	0.7779
No log	6.0789	462	0.5566	0.7867	0.5566	0.7460
No log	6.1053	464	0.5528	0.7867	0.5528	0.7435
No log	6.1316	466	0.5739	0.7763	0.5739	0.7576
No log	6.1579	468	0.5935	0.7771	0.5935	0.7704
No log	6.1842	470	0.6296	0.7826	0.6296	0.7935
No log	6.2105	472	0.6379	0.7643	0.6379	0.7987
No log	6.2368	474	0.6404	0.7568	0.6404	0.8002
No log	6.2632	476	0.7373	0.7417	0.7373	0.8587
No log	6.2895	478	0.9084	0.6846	0.9084	0.9531
No log	6.3158	480	1.0982	0.6154	1.0982	1.0480
No log	6.3421	482	1.1397	0.5987	1.1397	1.0676
No log	6.3684	484	1.0572	0.6323	1.0572	1.0282
No log	6.3947	486	0.8548	0.7105	0.8548	0.9246
No log	6.4211	488	0.7020	0.7183	0.7020	0.8379
No log	6.4474	490	0.6730	0.7143	0.6730	0.8204
No log	6.4737	492	0.7000	0.6957	0.7000	0.8367
No log	6.5	494	0.7897	0.6667	0.7897	0.8886
No log	6.5263	496	0.8980	0.6331	0.8980	0.9476
No log	6.5526	498	0.9290	0.5538	0.9290	0.9639
0.3881	6.5789	500	0.8243	0.6094	0.8243	0.9079
0.3881	6.6053	502	0.7252	0.6923	0.7252	0.8516
0.3881	6.6316	504	0.6982	0.7068	0.6982	0.8356
0.3881	6.6579	506	0.7160	0.7083	0.7160	0.8462
0.3881	6.6842	508	0.7753	0.6993	0.7753	0.8805
0.3881	6.7105	510	0.8559	0.6759	0.8559	0.9252
0.3881	6.7368	512	0.8298	0.6528	0.8298	0.9109
0.3881	6.7632	514	0.7199	0.6993	0.7199	0.8484
0.3881	6.7895	516	0.6715	0.7172	0.6715	0.8194
0.3881	6.8158	518	0.6409	0.7692	0.6409	0.8006
0.3881	6.8421	520	0.6314	0.7518	0.6314	0.7946
0.3881	6.8684	522	0.6548	0.7050	0.6548	0.8092
0.3881	6.8947	524	0.7116	0.7	0.7116	0.8435
0.3881	6.9211	526	0.7337	0.6993	0.7337	0.8566
0.3881	6.9474	528	0.7072	0.7297	0.7072	0.8410
0.3881	6.9737	530	0.6705	0.7297	0.6705	0.8188
0.3881	7.0	532	0.6137	0.7763	0.6137	0.7834
0.3881	7.0263	534	0.6618	0.7308	0.6618	0.8135
0.3881	7.0526	536	0.8416	0.75	0.8416	0.9174
0.3881	7.0789	538	0.9583	0.7205	0.9583	0.9789
0.3881	7.1053	540	0.9472	0.7125	0.9472	0.9732
0.3881	7.1316	542	0.8944	0.7006	0.8944	0.9457
0.3881	7.1579	544	0.7867	0.7468	0.7867	0.8870
0.3881	7.1842	546	0.6788	0.76	0.6788	0.8239
0.3881	7.2105	548	0.6419	0.7568	0.6420	0.8012
0.3881	7.2368	550	0.6411	0.7568	0.6411	0.8007
0.3881	7.2632	552	0.6520	0.7682	0.6520	0.8075
0.3881	7.2895	554	0.6908	0.7821	0.6908	0.8311
0.3881	7.3158	556	0.6897	0.7821	0.6897	0.8305
0.3881	7.3421	558	0.6746	0.7517	0.6746	0.8214
0.3881	7.3684	560	0.6331	0.7671	0.6331	0.7957
0.3881	7.3947	562	0.6117	0.7671	0.6117	0.7821
0.3881	7.4211	564	0.6360	0.7763	0.6360	0.7975
0.3881	7.4474	566	0.6395	0.7763	0.6395	0.7997
0.3881	7.4737	568	0.6196	0.7763	0.6196	0.7871
0.3881	7.5	570	0.6336	0.7682	0.6336	0.7960
0.3881	7.5263	572	0.6625	0.75	0.6625	0.8140
0.3881	7.5526	574	0.6525	0.76	0.6525	0.8078
0.3881	7.5789	576	0.6855	0.7397	0.6855	0.8279
0.3881	7.6053	578	0.7515	0.7273	0.7515	0.8669
0.3881	7.6316	580	0.8287	0.6763	0.8287	0.9103
0.3881	7.6579	582	0.8483	0.6763	0.8483	0.9210
0.3881	7.6842	584	0.8438	0.7092	0.8438	0.9186
0.3881	7.7105	586	0.7412	0.7361	0.7412	0.8609
0.3881	7.7368	588	0.6852	0.7183	0.6852	0.8278
0.3881	7.7632	590	0.6983	0.7361	0.6983	0.8357
0.3881	7.7895	592	0.7518	0.75	0.7518	0.8670
0.3881	7.8158	594	0.7753	0.7397	0.7753	0.8805
0.3881	7.8421	596	0.7480	0.7682	0.7480	0.8649
0.3881	7.8684	598	0.6882	0.7763	0.6882	0.8296
0.3881	7.8947	600	0.6398	0.7763	0.6398	0.7999
0.3881	7.9211	602	0.6158	0.7843	0.6158	0.7847
0.3881	7.9474	604	0.6101	0.7763	0.6101	0.7811
0.3881	7.9737	606	0.6055	0.7763	0.6055	0.7782
0.3881	8.0	608	0.6637	0.7763	0.6637	0.8147
0.3881	8.0263	610	0.7200	0.7417	0.7200	0.8485
0.3881	8.0526	612	0.6731	0.7417	0.6731	0.8205
0.3881	8.0789	614	0.6257	0.7974	0.6257	0.7910
0.3881	8.1053	616	0.6309	0.7552	0.6309	0.7943
0.3881	8.1316	618	0.7203	0.6963	0.7203	0.8487
0.3881	8.1579	620	0.8195	0.6617	0.8195	0.9053
0.3881	8.1842	622	0.9223	0.6222	0.9223	0.9604
0.3881	8.2105	624	0.9470	0.6345	0.9470	0.9732
0.3881	8.2368	626	0.8743	0.6803	0.8743	0.9350
0.3881	8.2632	628	0.7390	0.7383	0.7390	0.8597
0.3881	8.2895	630	0.7427	0.7383	0.7427	0.8618
0.3881	8.3158	632	0.7076	0.7162	0.7076	0.8412
0.3881	8.3421	634	0.6303	0.7763	0.6303	0.7939
0.3881	8.3684	636	0.5776	0.7552	0.5776	0.7600
0.3881	8.3947	638	0.5842	0.7518	0.5842	0.7644
0.3881	8.4211	640	0.5927	0.7465	0.5927	0.7699
0.3881	8.4474	642	0.6426	0.7671	0.6426	0.8016
0.3881	8.4737	644	0.8059	0.7383	0.8059	0.8977
0.3881	8.5	646	0.9315	0.6577	0.9315	0.9651
0.3881	8.5263	648	0.9502	0.6577	0.9502	0.9748
0.3881	8.5526	650	0.9744	0.6434	0.9744	0.9871
0.3881	8.5789	652	0.9156	0.6714	0.9156	0.9569
0.3881	8.6053	654	0.7984	0.7101	0.7984	0.8936
0.3881	8.6316	656	0.7711	0.7194	0.7711	0.8781
0.3881	8.6579	658	0.7906	0.7143	0.7906	0.8891
0.3881	8.6842	660	0.8362	0.7162	0.8362	0.9144
0.3881	8.7105	662	0.8719	0.6892	0.8719	0.9338
0.3881	8.7368	664	0.8296	0.7020	0.8296	0.9109
0.3881	8.7632	666	0.8355	0.6797	0.8355	0.9141
0.3881	8.7895	668	0.7945	0.6923	0.7945	0.8913
0.3881	8.8158	670	0.6969	0.7347	0.6969	0.8348
0.3881	8.8421	672	0.6284	0.7671	0.6284	0.7927
0.3881	8.8684	674	0.6422	0.7639	0.6422	0.8014
0.3881	8.8947	676	0.6956	0.7376	0.6956	0.8340
0.3881	8.9211	678	0.7874	0.6471	0.7874	0.8874
0.3881	8.9474	680	0.7875	0.6714	0.7875	0.8874
0.3881	8.9737	682	0.7083	0.6812	0.7083	0.8416
0.3881	9.0	684	0.6647	0.7552	0.6647	0.8153
0.3881	9.0263	686	0.6570	0.7552	0.6570	0.8106
0.3881	9.0526	688	0.6563	0.7552	0.6563	0.8101
0.3881	9.0789	690	0.6799	0.7273	0.6799	0.8246
0.3881	9.1053	692	0.7487	0.7211	0.7487	0.8653
0.3881	9.1316	694	0.7846	0.7152	0.7846	0.8858
0.3881	9.1579	696	0.7443	0.72	0.7443	0.8627
0.3881	9.1842	698	0.6484	0.7733	0.6484	0.8052
0.3881	9.2105	700	0.5949	0.7671	0.5949	0.7713
0.3881	9.2368	702	0.6076	0.7586	0.6076	0.7795
0.3881	9.2632	704	0.6137	0.7838	0.6137	0.7834
0.3881	9.2895	706	0.5816	0.7733	0.5816	0.7626
0.3881	9.3158	708	0.5888	0.7651	0.5888	0.7673
0.3881	9.3421	710	0.6442	0.7651	0.6442	0.8026
0.3881	9.3684	712	0.7758	0.7248	0.7758	0.8808
0.3881	9.3947	714	0.8311	0.6892	0.8311	0.9117
0.3881	9.4211	716	0.7636	0.6944	0.7636	0.8738
0.3881	9.4474	718	0.6721	0.7413	0.6721	0.8198
0.3881	9.4737	720	0.6444	0.7206	0.6444	0.8028
0.3881	9.5	722	0.6758	0.6618	0.6758	0.8221
0.3881	9.5263	724	0.6722	0.6861	0.6722	0.8199
0.3881	9.5526	726	0.6345	0.7429	0.6345	0.7966
0.3881	9.5789	728	0.6335	0.7568	0.6335	0.7959
0.3881	9.6053	730	0.6420	0.7568	0.6420	0.8013
0.3881	9.6316	732	0.6577	0.7467	0.6577	0.8110
0.3881	9.6579	734	0.6424	0.7568	0.6424	0.8015
0.3881	9.6842	736	0.6109	0.7651	0.6109	0.7816
0.3881	9.7105	738	0.6137	0.7712	0.6137	0.7834
0.3881	9.7368	740	0.6798	0.7273	0.6798	0.8245
0.3881	9.7632	742	0.7980	0.7097	0.7980	0.8933
0.3881	9.7895	744	0.9036	0.7089	0.9036	0.9506
0.3881	9.8158	746	0.8894	0.6883	0.8894	0.9431
0.3881	9.8421	748	0.8060	0.6974	0.8060	0.8978
0.3881	9.8684	750	0.7584	0.7083	0.7584	0.8709
0.3881	9.8947	752	0.7496	0.7083	0.7496	0.8658
0.3881	9.9211	754	0.7222	0.7042	0.7222	0.8498
0.3881	9.9474	756	0.7034	0.7172	0.7034	0.8387
0.3881	9.9737	758	0.7031	0.7172	0.7031	0.8385
0.3881	10.0	760	0.7697	0.6892	0.7697	0.8773
0.3881	10.0263	762	0.7847	0.6974	0.7847	0.8859
0.3881	10.0526	764	0.7463	0.7059	0.7463	0.8639
0.3881	10.0789	766	0.7181	0.7190	0.7181	0.8474
0.3881	10.1053	768	0.6775	0.7152	0.6775	0.8231
0.3881	10.1316	770	0.6326	0.7703	0.6326	0.7953
0.3881	10.1579	772	0.6121	0.7651	0.6121	0.7824
0.3881	10.1842	774	0.6050	0.7568	0.6050	0.7778
0.3881	10.2105	776	0.6149	0.7448	0.6149	0.7842
0.3881	10.2368	778	0.6455	0.7651	0.6455	0.8034
0.3881	10.2632	780	0.6870	0.7333	0.6870	0.8289
0.3881	10.2895	782	0.7525	0.7320	0.7525	0.8675
0.3881	10.3158	784	0.7886	0.7013	0.7886	0.8880
0.3881	10.3421	786	0.7733	0.7013	0.7733	0.8794
0.3881	10.3684	788	0.6979	0.7034	0.6979	0.8354
0.3881	10.3947	790	0.6399	0.7733	0.6399	0.7999
0.3881	10.4211	792	0.6198	0.7651	0.6198	0.7873
0.3881	10.4474	794	0.6164	0.7651	0.6164	0.7851
0.3881	10.4737	796	0.6375	0.7733	0.6375	0.7984
0.3881	10.5	798	0.6989	0.7143	0.6989	0.8360
0.3881	10.5263	800	0.6991	0.7226	0.6991	0.8361
0.3881	10.5526	802	0.6583	0.7550	0.6583	0.8113
0.3881	10.5789	804	0.6358	0.7568	0.6358	0.7974
0.3881	10.6053	806	0.6418	0.7429	0.6418	0.8011
0.3881	10.6316	808	0.6531	0.7299	0.6531	0.8081
0.3881	10.6579	810	0.6456	0.7391	0.6456	0.8035
0.3881	10.6842	812	0.6555	0.7692	0.6555	0.8096
0.3881	10.7105	814	0.7131	0.6944	0.7131	0.8445
0.3881	10.7368	816	0.8156	0.6667	0.8156	0.9031
0.3881	10.7632	818	0.9557	0.6133	0.9557	0.9776
0.3881	10.7895	820	0.9496	0.6174	0.9496	0.9745
0.3881	10.8158	822	0.8028	0.6667	0.8028	0.8960
0.3881	10.8421	824	0.7150	0.7211	0.7150	0.8456
0.3881	10.8684	826	0.6664	0.7310	0.6664	0.8163
0.3881	10.8947	828	0.6232	0.7482	0.6232	0.7894
0.3881	10.9211	830	0.5788	0.7714	0.5788	0.7608
0.3881	10.9474	832	0.5924	0.7801	0.5924	0.7697
0.3881	10.9737	834	0.6264	0.7626	0.6264	0.7914
0.3881	11.0	836	0.6721	0.7445	0.6721	0.8198
0.3881	11.0263	838	0.6840	0.7353	0.6840	0.8270
0.3881	11.0526	840	0.6550	0.7626	0.6550	0.8093
0.3881	11.0789	842	0.6212	0.7626	0.6212	0.7882
0.3881	11.1053	844	0.5840	0.7746	0.5840	0.7642
0.3881	11.1316	846	0.5662	0.7945	0.5662	0.7525
0.3881	11.1579	848	0.5621	0.8	0.5621	0.7498
0.3881	11.1842	850	0.5989	0.7785	0.5989	0.7739
0.3881	11.2105	852	0.6169	0.7671	0.6169	0.7854
0.3881	11.2368	854	0.6308	0.7448	0.6308	0.7942
0.3881	11.2632	856	0.6419	0.7376	0.6419	0.8012
0.3881	11.2895	858	0.6429	0.7111	0.6429	0.8018
0.3881	11.3158	860	0.6303	0.7164	0.6303	0.7939
0.3881	11.3421	862	0.6541	0.6963	0.6541	0.8088
0.3881	11.3684	864	0.6842	0.7059	0.6842	0.8272
0.3881	11.3947	866	0.6716	0.7571	0.6716	0.8195
0.3881	11.4211	868	0.6562	0.7755	0.6562	0.8101
0.3881	11.4474	870	0.7146	0.7432	0.7146	0.8454
0.3881	11.4737	872	0.7686	0.7285	0.7686	0.8767
0.3881	11.5	874	0.7722	0.7067	0.7722	0.8788
0.3881	11.5263	876	0.7373	0.6993	0.7373	0.8587
0.3881	11.5526	878	0.7363	0.7059	0.7363	0.8581
0.3881	11.5789	880	0.7824	0.6815	0.7824	0.8846
0.3881	11.6053	882	0.8264	0.6815	0.8264	0.9091
0.3881	11.6316	884	0.7930	0.6963	0.7930	0.8905
0.3881	11.6579	886	0.7569	0.6716	0.7569	0.8700
0.3881	11.6842	888	0.7074	0.6950	0.7074	0.8411
0.3881	11.7105	890	0.6765	0.7027	0.6765	0.8225
0.3881	11.7368	892	0.6843	0.7248	0.6843	0.8272
0.3881	11.7632	894	0.7466	0.6939	0.7466	0.8641
0.3881	11.7895	896	0.8184	0.6883	0.8184	0.9047
0.3881	11.8158	898	0.8036	0.6883	0.8036	0.8964
0.3881	11.8421	900	0.7608	0.7114	0.7608	0.8722
0.3881	11.8684	902	0.7182	0.7248	0.7182	0.8475
0.3881	11.8947	904	0.7526	0.7172	0.7526	0.8675
0.3881	11.9211	906	0.7440	0.7172	0.7440	0.8625
0.3881	11.9474	908	0.6854	0.7042	0.6854	0.8279
0.3881	11.9737	910	0.6432	0.7518	0.6432	0.8020
0.3881	12.0	912	0.6301	0.7692	0.6301	0.7938
0.3881	12.0263	914	0.6108	0.7733	0.6108	0.7815
0.3881	12.0526	916	0.6075	0.7662	0.6075	0.7794
0.3881	12.0789	918	0.6279	0.7613	0.6279	0.7924
0.3881	12.1053	920	0.6447	0.7613	0.6447	0.8029
0.3881	12.1316	922	0.6404	0.75	0.6404	0.8002
0.3881	12.1579	924	0.6521	0.75	0.6521	0.8075
0.3881	12.1842	926	0.6784	0.75	0.6784	0.8237
0.3881	12.2105	928	0.7151	0.7361	0.7151	0.8456
0.3881	12.2368	930	0.7477	0.7143	0.7477	0.8647
0.3881	12.2632	932	0.7547	0.6569	0.7547	0.8687
0.3881	12.2895	934	0.7186	0.6906	0.7186	0.8477
0.3881	12.3158	936	0.6555	0.7042	0.6555	0.8096
0.3881	12.3421	938	0.5932	0.7448	0.5932	0.7702
0.3881	12.3684	940	0.5625	0.7534	0.5625	0.7500
0.3881	12.3947	942	0.5749	0.7619	0.5749	0.7582
0.3881	12.4211	944	0.6179	0.7619	0.6179	0.7861
0.3881	12.4474	946	0.6635	0.7703	0.6635	0.8145
0.3881	12.4737	948	0.7105	0.7417	0.7105	0.8429
0.3881	12.5	950	0.7644	0.7632	0.7644	0.8743
0.3881	12.5263	952	0.8075	0.6897	0.8075	0.8986
0.3881	12.5526	954	0.8576	0.6761	0.8576	0.9260
0.3881	12.5789	956	0.8896	0.6429	0.8896	0.9432
0.3881	12.6053	958	0.8935	0.6241	0.8935	0.9452
0.3881	12.6316	960	0.8739	0.6383	0.8739	0.9348
0.3881	12.6579	962	0.8149	0.6569	0.8149	0.9027
0.3881	12.6842	964	0.7366	0.6569	0.7366	0.8583
0.3881	12.7105	966	0.6842	0.7059	0.6842	0.8272
0.3881	12.7368	968	0.6624	0.7153	0.6624	0.8139
0.3881	12.7632	970	0.6522	0.7153	0.6522	0.8076
0.3881	12.7895	972	0.6602	0.6912	0.6602	0.8126
0.3881	12.8158	974	0.6420	0.7153	0.6420	0.8012
0.3881	12.8421	976	0.6294	0.7246	0.6294	0.7933
0.3881	12.8684	978	0.6358	0.7391	0.6358	0.7974
0.3881	12.8947	980	0.6531	0.7299	0.6531	0.8082
0.3881	12.9211	982	0.6659	0.7007	0.6659	0.8160
0.3881	12.9474	984	0.6860	0.7376	0.6860	0.8283
0.3881	12.9737	986	0.6833	0.7432	0.6833	0.8266
0.3881	13.0	988	0.6546	0.7517	0.6546	0.8091
0.3881	13.0263	990	0.6031	0.7465	0.6031	0.7766
0.3881	13.0526	992	0.5923	0.7639	0.5923	0.7696
0.3881	13.0789	994	0.5924	0.7639	0.5924	0.7697
0.3881	13.1053	996	0.5978	0.7133	0.5978	0.7732
0.3881	13.1316	998	0.6492	0.6950	0.6492	0.8058
0.0808	13.1579	1000	0.6955	0.6950	0.6955	0.8340
0.0808	13.1842	1002	0.7244	0.6950	0.7244	0.8511
0.0808	13.2105	1004	0.7264	0.6812	0.7264	0.8523
0.0808	13.2368	1006	0.6954	0.6950	0.6954	0.8339
0.0808	13.2632	1008	0.6722	0.6950	0.6722	0.8199
0.0808	13.2895	1010	0.6529	0.7083	0.6529	0.8080
0.0808	13.3158	1012	0.6425	0.7172	0.6425	0.8016
0.0808	13.3421	1014	0.6612	0.7211	0.6612	0.8131
0.0808	13.3684	1016	0.7070	0.7211	0.7070	0.8408
0.0808	13.3947	1018	0.7210	0.6993	0.7210	0.8491
0.0808	13.4211	1020	0.7254	0.6993	0.7254	0.8517
0.0808	13.4474	1022	0.7061	0.6993	0.7061	0.8403
0.0808	13.4737	1024	0.6788	0.7273	0.6788	0.8239
0.0808	13.5	1026	0.6542	0.7586	0.6542	0.8088
0.0808	13.5263	1028	0.6374	0.7586	0.6374	0.7984
0.0808	13.5526	1030	0.6335	0.7568	0.6335	0.7959
0.0808	13.5789	1032	0.6666	0.7172	0.6666	0.8164
0.0808	13.6053	1034	0.7069	0.7397	0.7069	0.8408
0.0808	13.6316	1036	0.7039	0.7310	0.7039	0.8390
0.0808	13.6579	1038	0.6754	0.7273	0.6754	0.8218
0.0808	13.6842	1040	0.6913	0.7050	0.6913	0.8314
0.0808	13.7105	1042	0.7177	0.7050	0.7177	0.8472
0.0808	13.7368	1044	0.7395	0.7050	0.7395	0.8599
0.0808	13.7632	1046	0.7612	0.6957	0.7612	0.8725
0.0808	13.7895	1048	0.7366	0.6957	0.7366	0.8582
0.0808	13.8158	1050	0.7270	0.7092	0.7270	0.8526
0.0808	13.8421	1052	0.7200	0.7285	0.7200	0.8485
0.0808	13.8684	1054	0.6811	0.7368	0.6811	0.8253
0.0808	13.8947	1056	0.6869	0.7451	0.6869	0.8288
0.0808	13.9211	1058	0.6682	0.7368	0.6682	0.8174
0.0808	13.9474	1060	0.6459	0.7467	0.6459	0.8036
0.0808	13.9737	1062	0.6345	0.7333	0.6345	0.7965
0.0808	14.0	1064	0.6325	0.7417	0.6325	0.7953
0.0808	14.0263	1066	0.6598	0.7248	0.6598	0.8123
0.0808	14.0526	1068	0.7122	0.7248	0.7122	0.8439
0.0808	14.0789	1070	0.7216	0.7333	0.7216	0.8495
0.0808	14.1053	1072	0.7016	0.7333	0.7016	0.8376
0.0808	14.1316	1074	0.6788	0.7333	0.6788	0.8239
0.0808	14.1579	1076	0.6977	0.7417	0.6977	0.8353
0.0808	14.1842	1078	0.7066	0.7368	0.7066	0.8406
0.0808	14.2105	1080	0.6544	0.7417	0.6544	0.8089
0.0808	14.2368	1082	0.6163	0.7712	0.6163	0.7850
0.0808	14.2632	1084	0.5823	0.7582	0.5823	0.7631
0.0808	14.2895	1086	0.5701	0.7619	0.5701	0.7550
0.0808	14.3158	1088	0.5920	0.7534	0.5920	0.7694
0.0808	14.3421	1090	0.6143	0.7534	0.6143	0.7838
0.0808	14.3684	1092	0.6172	0.7534	0.6172	0.7856
0.0808	14.3947	1094	0.6379	0.7448	0.6379	0.7987
0.0808	14.4211	1096	0.6519	0.7448	0.6519	0.8074
0.0808	14.4474	1098	0.6859	0.7347	0.6859	0.8282
0.0808	14.4737	1100	0.7673	0.7027	0.7673	0.8760
0.0808	14.5	1102	0.8275	0.7027	0.8275	0.9097
0.0808	14.5263	1104	0.8554	0.7027	0.8554	0.9249
0.0808	14.5526	1106	0.8157	0.6712	0.8157	0.9032
0.0808	14.5789	1108	0.7145	0.7260	0.7145	0.8453
0.0808	14.6053	1110	0.6259	0.7361	0.6259	0.7912
0.0808	14.6316	1112	0.6030	0.7571	0.6030	0.7765
0.0808	14.6579	1114	0.6346	0.7206	0.6346	0.7966
0.0808	14.6842	1116	0.6504	0.7206	0.6504	0.8065
0.0808	14.7105	1118	0.6433	0.7206	0.6433	0.8021
0.0808	14.7368	1120	0.6316	0.7059	0.6316	0.7947
0.0808	14.7632	1122	0.6152	0.7660	0.6152	0.7844
0.0808	14.7895	1124	0.5858	0.7606	0.5858	0.7654
0.0808	14.8158	1126	0.5732	0.7815	0.5732	0.7571
0.0808	14.8421	1128	0.5840	0.7815	0.5840	0.7642
0.0808	14.8684	1130	0.5804	0.7662	0.5804	0.7618
0.0808	14.8947	1132	0.5629	0.7742	0.5629	0.7503
0.0808	14.9211	1134	0.5831	0.7871	0.5831	0.7636
0.0808	14.9474	1136	0.6390	0.75	0.6390	0.7994
0.0808	14.9737	1138	0.7712	0.7643	0.7712	0.8782
0.0808	15.0	1140	0.9523	0.6582	0.9523	0.9758
0.0808	15.0263	1142	1.0290	0.65	1.0290	1.0144
0.0808	15.0526	1144	0.9578	0.6581	0.9578	0.9786
0.0808	15.0789	1146	0.8129	0.7027	0.8129	0.9016
0.0808	15.1053	1148	0.7218	0.7114	0.7218	0.8496
0.0808	15.1316	1150	0.7185	0.7027	0.7185	0.8476
0.0808	15.1579	1152	0.7353	0.7027	0.7353	0.8575
0.0808	15.1842	1154	0.7428	0.7027	0.7428	0.8619
0.0808	15.2105	1156	0.7233	0.6939	0.7233	0.8505
0.0808	15.2368	1158	0.7145	0.7172	0.7145	0.8453
0.0808	15.2632	1160	0.7152	0.7172	0.7152	0.8457
0.0808	15.2895	1162	0.7475	0.7083	0.7475	0.8646
0.0808	15.3158	1164	0.8034	0.7027	0.8034	0.8963
0.0808	15.3421	1166	0.7918	0.7027	0.7918	0.8898
0.0808	15.3684	1168	0.7596	0.7172	0.7596	0.8715
0.0808	15.3947	1170	0.7347	0.7034	0.7347	0.8571
0.0808	15.4211	1172	0.7189	0.7260	0.7189	0.8479
0.0808	15.4474	1174	0.6808	0.7222	0.6808	0.8251
0.0808	15.4737	1176	0.6379	0.7518	0.6379	0.7987
0.0808	15.5	1178	0.6085	0.7606	0.6085	0.7801
0.0808	15.5263	1180	0.5772	0.7518	0.5772	0.7598
0.0808	15.5526	1182	0.5761	0.7429	0.5761	0.7590
0.0808	15.5789	1184	0.5953	0.7482	0.5953	0.7716
0.0808	15.6053	1186	0.6067	0.7482	0.6067	0.7789
0.0808	15.6316	1188	0.6241	0.7391	0.6241	0.7900
0.0808	15.6579	1190	0.6470	0.7246	0.6470	0.8044
0.0808	15.6842	1192	0.6639	0.6912	0.6639	0.8148
0.0808	15.7105	1194	0.6618	0.7042	0.6618	0.8135
0.0808	15.7368	1196	0.6550	0.7361	0.6550	0.8093
0.0808	15.7632	1198	0.6304	0.7465	0.6304	0.7940
0.0808	15.7895	1200	0.6035	0.7429	0.6035	0.7769
0.0808	15.8158	1202	0.5878	0.7482	0.5878	0.7667
0.0808	15.8421	1204	0.5951	0.7606	0.5951	0.7714
0.0808	15.8684	1206	0.6332	0.7429	0.6332	0.7957
0.0808	15.8947	1208	0.7094	0.6853	0.7094	0.8423
0.0808	15.9211	1210	0.7642	0.6761	0.7642	0.8742
0.0808	15.9474	1212	0.7768	0.6761	0.7768	0.8814
0.0808	15.9737	1214	0.7333	0.6761	0.7333	0.8564
0.0808	16.0	1216	0.7144	0.6853	0.7144	0.8452

Framework versions

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