ArabicNewSplits6_FineTuningAraBERTFreeze_run3_AugV5_k12_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: 0.8778
• Qwk: 0.6361
• Mse: 0.8778
• Rmse: 0.9369

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: 16
• eval_batch_size: 16
• 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	0.0645	2	7.8563	-0.0439	7.8563	2.8029
No log	0.1290	4	5.5921	-0.0349	5.5921	2.3648
No log	0.1935	6	3.9303	0.0319	3.9303	1.9825
No log	0.2581	8	2.9300	0.0990	2.9300	1.7117
No log	0.3226	10	2.3076	0.1691	2.3076	1.5191
No log	0.3871	12	1.7656	0.1627	1.7656	1.3288
No log	0.4516	14	1.4651	0.2174	1.4651	1.2104
No log	0.5161	16	1.3736	0.1460	1.3736	1.1720
No log	0.5806	18	1.3766	0.1459	1.3766	1.1733
No log	0.6452	20	1.3936	0.0686	1.3936	1.1805
No log	0.7097	22	1.2751	0.1836	1.2751	1.1292
No log	0.7742	24	1.1626	0.2605	1.1626	1.0782
No log	0.8387	26	1.0685	0.3972	1.0685	1.0337
No log	0.9032	28	1.0156	0.4297	1.0156	1.0077
No log	0.9677	30	1.0132	0.4781	1.0132	1.0066
No log	1.0323	32	1.0381	0.4871	1.0381	1.0188
No log	1.0968	34	0.9933	0.4871	0.9933	0.9966
No log	1.1613	36	0.8959	0.5005	0.8959	0.9465
No log	1.2258	38	0.8549	0.4855	0.8549	0.9246
No log	1.2903	40	0.8593	0.5153	0.8593	0.9270
No log	1.3548	42	0.8486	0.5190	0.8486	0.9212
No log	1.4194	44	0.8591	0.5307	0.8591	0.9269
No log	1.4839	46	1.0098	0.4591	1.0098	1.0049
No log	1.5484	48	1.2142	0.4384	1.2142	1.1019
No log	1.6129	50	1.2323	0.4333	1.2323	1.1101
No log	1.6774	52	1.0817	0.4286	1.0817	1.0400
No log	1.7419	54	0.9115	0.4543	0.9115	0.9547
No log	1.8065	56	0.9047	0.4384	0.9047	0.9512
No log	1.8710	58	0.9224	0.4598	0.9224	0.9604
No log	1.9355	60	0.8813	0.4989	0.8813	0.9388
No log	2.0	62	0.8487	0.4874	0.8487	0.9213
No log	2.0645	64	0.8137	0.5239	0.8137	0.9021
No log	2.1290	66	0.8510	0.5361	0.8510	0.9225
No log	2.1935	68	0.9076	0.5059	0.9076	0.9527
No log	2.2581	70	0.9544	0.4967	0.9544	0.9769
No log	2.3226	72	0.9197	0.4953	0.9197	0.9590
No log	2.3871	74	0.9133	0.5530	0.9133	0.9557
No log	2.4516	76	0.8090	0.6122	0.8090	0.8994
No log	2.5161	78	0.7194	0.5720	0.7194	0.8482
No log	2.5806	80	0.7360	0.5511	0.7360	0.8579
No log	2.6452	82	0.7878	0.5334	0.7878	0.8876
No log	2.7097	84	0.7823	0.5365	0.7823	0.8845
No log	2.7742	86	0.7558	0.5340	0.7558	0.8694
No log	2.8387	88	0.7877	0.5593	0.7877	0.8875
No log	2.9032	90	0.8556	0.6181	0.8556	0.9250
No log	2.9677	92	0.8350	0.6288	0.8350	0.9138
No log	3.0323	94	0.7508	0.6017	0.7508	0.8665
No log	3.0968	96	0.6787	0.6503	0.6787	0.8238
No log	3.1613	98	0.6660	0.6578	0.6660	0.8161
No log	3.2258	100	0.6791	0.6325	0.6791	0.8241
No log	3.2903	102	0.7064	0.6545	0.7064	0.8405
No log	3.3548	104	0.6963	0.6393	0.6963	0.8344
No log	3.4194	106	0.6877	0.6642	0.6877	0.8293
No log	3.4839	108	0.6924	0.6504	0.6924	0.8321
No log	3.5484	110	0.6896	0.6521	0.6896	0.8304
No log	3.6129	112	0.7050	0.6560	0.7050	0.8397
No log	3.6774	114	0.7751	0.6578	0.7751	0.8804
No log	3.7419	116	0.8214	0.6584	0.8214	0.9063
No log	3.8065	118	0.8374	0.6681	0.8374	0.9151
No log	3.8710	120	0.8234	0.6692	0.8234	0.9074
No log	3.9355	122	0.7512	0.6627	0.7512	0.8667
No log	4.0	124	0.6954	0.5834	0.6954	0.8339
No log	4.0645	126	0.7225	0.5575	0.7225	0.8500
No log	4.1290	128	0.7820	0.5351	0.7820	0.8843
No log	4.1935	130	0.8017	0.5302	0.8017	0.8954
No log	4.2581	132	0.7223	0.5575	0.7223	0.8499
No log	4.3226	134	0.6727	0.6677	0.6727	0.8202
No log	4.3871	136	0.6880	0.6714	0.6880	0.8294
No log	4.4516	138	0.7124	0.6509	0.7124	0.8440
No log	4.5161	140	0.7053	0.6360	0.7053	0.8398
No log	4.5806	142	0.6747	0.6478	0.6747	0.8214
No log	4.6452	144	0.6754	0.6619	0.6754	0.8218
No log	4.7097	146	0.6902	0.6642	0.6902	0.8308
No log	4.7742	148	0.6899	0.6608	0.6899	0.8306
No log	4.8387	150	0.6922	0.6614	0.6922	0.8320
No log	4.9032	152	0.7323	0.6861	0.7323	0.8558
No log	4.9677	154	0.8245	0.6447	0.8245	0.9080
No log	5.0323	156	0.8123	0.6566	0.8123	0.9013
No log	5.0968	158	0.7142	0.6901	0.7142	0.8451
No log	5.1613	160	0.6841	0.6841	0.6841	0.8271
No log	5.2258	162	0.6947	0.6621	0.6947	0.8335
No log	5.2903	164	0.6894	0.6832	0.6894	0.8303
No log	5.3548	166	0.7146	0.6981	0.7146	0.8453
No log	5.4194	168	0.7409	0.6876	0.7409	0.8607
No log	5.4839	170	0.7120	0.7023	0.7120	0.8438
No log	5.5484	172	0.7027	0.6832	0.7027	0.8383
No log	5.6129	174	0.7330	0.6444	0.7330	0.8561
No log	5.6774	176	0.7319	0.6400	0.7319	0.8555
No log	5.7419	178	0.7344	0.6337	0.7344	0.8570
No log	5.8065	180	0.7341	0.6235	0.7341	0.8568
No log	5.8710	182	0.7378	0.6394	0.7378	0.8589
No log	5.9355	184	0.7774	0.6004	0.7774	0.8817
No log	6.0	186	0.8164	0.5484	0.8164	0.9035
No log	6.0645	188	0.7475	0.6318	0.7475	0.8646
No log	6.1290	190	0.6798	0.6609	0.6798	0.8245
No log	6.1935	192	0.6921	0.6745	0.6921	0.8319
No log	6.2581	194	0.6806	0.6719	0.6806	0.8250
No log	6.3226	196	0.6745	0.6682	0.6745	0.8213
No log	6.3871	198	0.6949	0.6517	0.6949	0.8336
No log	6.4516	200	0.7084	0.6451	0.7084	0.8417
No log	6.5161	202	0.6831	0.6846	0.6831	0.8265
No log	6.5806	204	0.6733	0.6953	0.6733	0.8206
No log	6.6452	206	0.6757	0.6886	0.6757	0.8220
No log	6.7097	208	0.6744	0.7127	0.6744	0.8212
No log	6.7742	210	0.6647	0.6823	0.6647	0.8153
No log	6.8387	212	0.6687	0.6940	0.6687	0.8177
No log	6.9032	214	0.6896	0.6590	0.6896	0.8304
No log	6.9677	216	0.7178	0.6535	0.7178	0.8472
No log	7.0323	218	0.7142	0.6484	0.7142	0.8451
No log	7.0968	220	0.7000	0.6563	0.7000	0.8367
No log	7.1613	222	0.7068	0.6601	0.7068	0.8407
No log	7.2258	224	0.7000	0.6635	0.7000	0.8366
No log	7.2903	226	0.6869	0.6613	0.6869	0.8288
No log	7.3548	228	0.6886	0.6657	0.6886	0.8298
No log	7.4194	230	0.6908	0.6507	0.6908	0.8311
No log	7.4839	232	0.6962	0.6588	0.6962	0.8344
No log	7.5484	234	0.7063	0.6526	0.7063	0.8404
No log	7.6129	236	0.7851	0.6101	0.7851	0.8860
No log	7.6774	238	0.8410	0.5809	0.8410	0.9170
No log	7.7419	240	0.8045	0.6079	0.8045	0.8969
No log	7.8065	242	0.7735	0.6289	0.7735	0.8795
No log	7.8710	244	0.7588	0.6146	0.7588	0.8711
No log	7.9355	246	0.7793	0.6015	0.7793	0.8828
No log	8.0	248	0.7594	0.6393	0.7594	0.8714
No log	8.0645	250	0.7496	0.7042	0.7496	0.8658
No log	8.1290	252	0.7485	0.7060	0.7485	0.8652
No log	8.1935	254	0.7649	0.6584	0.7649	0.8746
No log	8.2581	256	0.8548	0.5947	0.8548	0.9245
No log	8.3226	258	0.9155	0.5325	0.9155	0.9568
No log	8.3871	260	0.8689	0.5201	0.8689	0.9321
No log	8.4516	262	0.7642	0.6212	0.7642	0.8742
No log	8.5161	264	0.7448	0.7050	0.7448	0.8630
No log	8.5806	266	0.7577	0.6832	0.7577	0.8705
No log	8.6452	268	0.7293	0.6892	0.7293	0.8540
No log	8.7097	270	0.7414	0.6483	0.7414	0.8610
No log	8.7742	272	0.7754	0.5966	0.7754	0.8805
No log	8.8387	274	0.7689	0.6329	0.7689	0.8769
No log	8.9032	276	0.7684	0.5965	0.7684	0.8766
No log	8.9677	278	0.7778	0.5819	0.7778	0.8819
No log	9.0323	280	0.7390	0.6096	0.7390	0.8596
No log	9.0968	282	0.7260	0.6237	0.7260	0.8520
No log	9.1613	284	0.7363	0.5885	0.7363	0.8581
No log	9.2258	286	0.7404	0.5861	0.7404	0.8605
No log	9.2903	288	0.7826	0.6073	0.7826	0.8846
No log	9.3548	290	0.8047	0.6116	0.8047	0.8970
No log	9.4194	292	0.7632	0.6634	0.7632	0.8736
No log	9.4839	294	0.7446	0.6429	0.7446	0.8629
No log	9.5484	296	0.7687	0.6467	0.7687	0.8767
No log	9.6129	298	0.8224	0.6254	0.8224	0.9069
No log	9.6774	300	0.8960	0.6196	0.8960	0.9466
No log	9.7419	302	0.8983	0.6144	0.8983	0.9478
No log	9.8065	304	0.8390	0.5980	0.8390	0.9160
No log	9.8710	306	0.7990	0.6108	0.7990	0.8939
No log	9.9355	308	0.7810	0.6475	0.7810	0.8837
No log	10.0	310	0.7673	0.6878	0.7673	0.8759
No log	10.0645	312	0.7491	0.6950	0.7491	0.8655
No log	10.1290	314	0.7462	0.6238	0.7462	0.8639
No log	10.1935	316	0.8609	0.5875	0.8609	0.9279
No log	10.2581	318	0.9622	0.5080	0.9622	0.9809
No log	10.3226	320	0.9255	0.5047	0.9255	0.9620
No log	10.3871	322	0.8131	0.6050	0.8131	0.9017
No log	10.4516	324	0.7395	0.6035	0.7395	0.8599
No log	10.5161	326	0.7286	0.6703	0.7286	0.8536
No log	10.5806	328	0.7431	0.6572	0.7431	0.8620
No log	10.6452	330	0.7720	0.6276	0.7720	0.8786
No log	10.7097	332	0.7960	0.6183	0.7960	0.8922
No log	10.7742	334	0.8178	0.6044	0.8178	0.9043
No log	10.8387	336	0.8329	0.5997	0.8329	0.9126
No log	10.9032	338	0.8268	0.6086	0.8268	0.9093
No log	10.9677	340	0.8166	0.6389	0.8166	0.9036
No log	11.0323	342	0.8052	0.6704	0.8052	0.8973
No log	11.0968	344	0.8036	0.6638	0.8036	0.8964
No log	11.1613	346	0.8189	0.6359	0.8189	0.9050
No log	11.2258	348	0.8833	0.5678	0.8833	0.9398
No log	11.2903	350	0.8803	0.5716	0.8803	0.9382
No log	11.3548	352	0.8088	0.5779	0.8088	0.8993
No log	11.4194	354	0.7714	0.6319	0.7714	0.8783
No log	11.4839	356	0.7634	0.6319	0.7634	0.8737
No log	11.5484	358	0.7497	0.6386	0.7497	0.8659
No log	11.6129	360	0.7469	0.6460	0.7469	0.8642
No log	11.6774	362	0.7379	0.6580	0.7379	0.8590
No log	11.7419	364	0.7659	0.6479	0.7659	0.8752
No log	11.8065	366	0.8702	0.5733	0.8702	0.9328
No log	11.8710	368	0.9921	0.5386	0.9921	0.9961
No log	11.9355	370	0.9992	0.5576	0.9992	0.9996
No log	12.0	372	0.9254	0.6014	0.9254	0.9620
No log	12.0645	374	0.8693	0.6083	0.8693	0.9324
No log	12.1290	376	0.8154	0.6806	0.8154	0.9030
No log	12.1935	378	0.8149	0.6782	0.8149	0.9027
No log	12.2581	380	0.8295	0.6526	0.8295	0.9108
No log	12.3226	382	0.8716	0.6070	0.8716	0.9336
No log	12.3871	384	0.9139	0.6193	0.9139	0.9560
No log	12.4516	386	0.9207	0.6148	0.9207	0.9596
No log	12.5161	388	0.8677	0.6018	0.8677	0.9315
No log	12.5806	390	0.8246	0.6635	0.8246	0.9081
No log	12.6452	392	0.8074	0.6528	0.8074	0.8986
No log	12.7097	394	0.8043	0.6378	0.8043	0.8968
No log	12.7742	396	0.8081	0.6529	0.8081	0.8990
No log	12.8387	398	0.8362	0.6189	0.8362	0.9145
No log	12.9032	400	0.8938	0.5812	0.8938	0.9454
No log	12.9677	402	0.9188	0.5441	0.9188	0.9585
No log	13.0323	404	0.8830	0.5498	0.8830	0.9397
No log	13.0968	406	0.8213	0.6024	0.8213	0.9063
No log	13.1613	408	0.8052	0.6399	0.8052	0.8973
No log	13.2258	410	0.7961	0.6454	0.7961	0.8923
No log	13.2903	412	0.8029	0.5869	0.8029	0.8961
No log	13.3548	414	0.8302	0.5576	0.8302	0.9112
No log	13.4194	416	0.8306	0.5613	0.8306	0.9114
No log	13.4839	418	0.8089	0.5822	0.8089	0.8994
No log	13.5484	420	0.7981	0.6492	0.7981	0.8934
No log	13.6129	422	0.8083	0.6497	0.8083	0.8990
No log	13.6774	424	0.8189	0.6563	0.8189	0.9049
No log	13.7419	426	0.8457	0.6162	0.8457	0.9196
No log	13.8065	428	0.8963	0.5849	0.8963	0.9467
No log	13.8710	430	0.8986	0.5736	0.8986	0.9480
No log	13.9355	432	0.8536	0.6010	0.8536	0.9239
No log	14.0	434	0.8125	0.6313	0.8125	0.9014
No log	14.0645	436	0.8160	0.6033	0.8160	0.9033
No log	14.1290	438	0.8138	0.6033	0.8138	0.9021
No log	14.1935	440	0.8117	0.5960	0.8117	0.9009
No log	14.2581	442	0.8158	0.5977	0.8158	0.9032
No log	14.3226	444	0.8148	0.6156	0.8148	0.9026
No log	14.3871	446	0.8240	0.6421	0.8240	0.9078
No log	14.4516	448	0.8388	0.6313	0.8388	0.9159
No log	14.5161	450	0.8765	0.5864	0.8765	0.9362
No log	14.5806	452	0.8771	0.5852	0.8771	0.9365
No log	14.6452	454	0.8652	0.5932	0.8652	0.9302
No log	14.7097	456	0.8655	0.5956	0.8655	0.9303
No log	14.7742	458	0.8836	0.5821	0.8836	0.9400
No log	14.8387	460	0.9126	0.5590	0.9126	0.9553
No log	14.9032	462	0.9037	0.5465	0.9037	0.9506
No log	14.9677	464	0.8510	0.6358	0.8510	0.9225
No log	15.0323	466	0.8207	0.6474	0.8207	0.9059
No log	15.0968	468	0.8090	0.6410	0.8090	0.8994
No log	15.1613	470	0.8050	0.6377	0.8050	0.8972
No log	15.2258	472	0.8246	0.6476	0.8246	0.9081
No log	15.2903	474	0.8767	0.6149	0.8767	0.9363
No log	15.3548	476	0.8975	0.5853	0.8975	0.9474
No log	15.4194	478	0.9006	0.6131	0.9006	0.9490
No log	15.4839	480	0.8718	0.6319	0.8718	0.9337
No log	15.5484	482	0.8432	0.6403	0.8432	0.9183
No log	15.6129	484	0.8613	0.6430	0.8613	0.9281
No log	15.6774	486	0.9030	0.6201	0.9030	0.9503
No log	15.7419	488	0.8997	0.6138	0.8997	0.9485
No log	15.8065	490	0.8945	0.6176	0.8945	0.9458
No log	15.8710	492	0.8976	0.6242	0.8976	0.9474
No log	15.9355	494	0.9285	0.6242	0.9285	0.9636
No log	16.0	496	0.9753	0.6104	0.9753	0.9876
No log	16.0645	498	1.0766	0.5394	1.0766	1.0376
0.5905	16.1290	500	1.0867	0.5222	1.0867	1.0425
0.5905	16.1935	502	1.0386	0.5310	1.0386	1.0191
0.5905	16.2581	504	0.9205	0.5819	0.9205	0.9595
0.5905	16.3226	506	0.8290	0.6229	0.8290	0.9105
0.5905	16.3871	508	0.8149	0.6223	0.8149	0.9027
0.5905	16.4516	510	0.8437	0.5944	0.8437	0.9185
0.5905	16.5161	512	0.9416	0.5471	0.9416	0.9703
0.5905	16.5806	514	1.0058	0.5152	1.0058	1.0029
0.5905	16.6452	516	1.0582	0.5153	1.0582	1.0287
0.5905	16.7097	518	1.0260	0.5436	1.0260	1.0129
0.5905	16.7742	520	0.9236	0.6212	0.9236	0.9610
0.5905	16.8387	522	0.8622	0.6444	0.8622	0.9286
0.5905	16.9032	524	0.8527	0.625	0.8527	0.9234
0.5905	16.9677	526	0.8556	0.6322	0.8556	0.9250
0.5905	17.0323	528	0.8731	0.6236	0.8731	0.9344
0.5905	17.0968	530	0.8901	0.6145	0.8901	0.9435
0.5905	17.1613	532	0.8816	0.6236	0.8816	0.9390
0.5905	17.2258	534	0.8894	0.6071	0.8894	0.9431
0.5905	17.2903	536	0.8968	0.6067	0.8968	0.9470
0.5905	17.3548	538	0.8792	0.625	0.8792	0.9377
0.5905	17.4194	540	0.8443	0.6307	0.8443	0.9188
0.5905	17.4839	542	0.8535	0.6184	0.8535	0.9239
0.5905	17.5484	544	0.8929	0.6155	0.8929	0.9449
0.5905	17.6129	546	0.8870	0.6155	0.8870	0.9418
0.5905	17.6774	548	0.8887	0.6269	0.8887	0.9427
0.5905	17.7419	550	0.8381	0.6467	0.8381	0.9155
0.5905	17.8065	552	0.8195	0.6518	0.8195	0.9052
0.5905	17.8710	554	0.8278	0.6518	0.8278	0.9098
0.5905	17.9355	556	0.8639	0.6467	0.8639	0.9295
0.5905	18.0	558	0.9190	0.6104	0.9190	0.9587
0.5905	18.0645	560	0.9029	0.6160	0.9029	0.9502
0.5905	18.1290	562	0.8730	0.6159	0.8730	0.9344
0.5905	18.1935	564	0.8411	0.6388	0.8411	0.9171
0.5905	18.2581	566	0.8171	0.6493	0.8171	0.9039
0.5905	18.3226	568	0.8215	0.6493	0.8215	0.9063
0.5905	18.3871	570	0.8632	0.6046	0.8632	0.9291
0.5905	18.4516	572	0.9159	0.6152	0.9159	0.9570
0.5905	18.5161	574	0.9619	0.5900	0.9619	0.9808
0.5905	18.5806	576	0.9562	0.5900	0.9562	0.9779
0.5905	18.6452	578	0.9287	0.6199	0.9287	0.9637
0.5905	18.7097	580	0.8802	0.6204	0.8802	0.9382
0.5905	18.7742	582	0.8585	0.6112	0.8585	0.9266
0.5905	18.8387	584	0.8521	0.6135	0.8521	0.9231
0.5905	18.9032	586	0.8503	0.6226	0.8503	0.9221
0.5905	18.9677	588	0.8480	0.6267	0.8480	0.9209
0.5905	19.0323	590	0.8281	0.6267	0.8281	0.9100
0.5905	19.0968	592	0.8134	0.6068	0.8134	0.9019
0.5905	19.1613	594	0.8223	0.6101	0.8223	0.9068
0.5905	19.2258	596	0.8325	0.6088	0.8325	0.9124
0.5905	19.2903	598	0.8194	0.6004	0.8194	0.9052
0.5905	19.3548	600	0.8221	0.6161	0.8221	0.9067
0.5905	19.4194	602	0.8549	0.5920	0.8549	0.9246
0.5905	19.4839	604	0.8462	0.6102	0.8462	0.9199
0.5905	19.5484	606	0.8424	0.6070	0.8424	0.9178
0.5905	19.6129	608	0.8437	0.6146	0.8437	0.9185
0.5905	19.6774	610	0.8239	0.6381	0.8239	0.9077
0.5905	19.7419	612	0.8256	0.6427	0.8256	0.9086
0.5905	19.8065	614	0.8375	0.6236	0.8375	0.9152
0.5905	19.8710	616	0.8791	0.6427	0.8791	0.9376
0.5905	19.9355	618	0.8844	0.6511	0.8844	0.9404
0.5905	20.0	620	0.8901	0.6544	0.8901	0.9434
0.5905	20.0645	622	0.9396	0.6369	0.9396	0.9693
0.5905	20.1290	624	0.9560	0.6159	0.9560	0.9777
0.5905	20.1935	626	0.9207	0.6172	0.9207	0.9595
0.5905	20.2581	628	0.8583	0.6215	0.8583	0.9265
0.5905	20.3226	630	0.8152	0.6396	0.8152	0.9029
0.5905	20.3871	632	0.8092	0.6027	0.8092	0.8996
0.5905	20.4516	634	0.7842	0.6265	0.7842	0.8856
0.5905	20.5161	636	0.7783	0.6265	0.7783	0.8822
0.5905	20.5806	638	0.7737	0.6459	0.7737	0.8796
0.5905	20.6452	640	0.7891	0.6327	0.7891	0.8883
0.5905	20.7097	642	0.8535	0.6304	0.8535	0.9238
0.5905	20.7742	644	0.8779	0.6073	0.8779	0.9370
0.5905	20.8387	646	0.8393	0.6170	0.8393	0.9161
0.5905	20.9032	648	0.7706	0.6692	0.7706	0.8778
0.5905	20.9677	650	0.7553	0.6878	0.7553	0.8691
0.5905	21.0323	652	0.7635	0.6692	0.7635	0.8738
0.5905	21.0968	654	0.8080	0.6142	0.8080	0.8989
0.5905	21.1613	656	0.8490	0.6253	0.8490	0.9214
0.5905	21.2258	658	0.9244	0.5949	0.9244	0.9615
0.5905	21.2903	660	0.9454	0.6019	0.9454	0.9723
0.5905	21.3548	662	0.8943	0.6060	0.8943	0.9457
0.5905	21.4194	664	0.8232	0.6321	0.8232	0.9073
0.5905	21.4839	666	0.8034	0.6322	0.8034	0.8963
0.5905	21.5484	668	0.8141	0.6467	0.8141	0.9023
0.5905	21.6129	670	0.8161	0.6467	0.8161	0.9034
0.5905	21.6774	672	0.8430	0.6456	0.8430	0.9182
0.5905	21.7419	674	0.8681	0.6256	0.8681	0.9317
0.5905	21.8065	676	0.9537	0.5874	0.9537	0.9766
0.5905	21.8710	678	0.9778	0.5843	0.9778	0.9888
0.5905	21.9355	680	0.9132	0.5874	0.9132	0.9556
0.5905	22.0	682	0.8307	0.6312	0.8307	0.9114
0.5905	22.0645	684	0.8234	0.6504	0.8234	0.9074
0.5905	22.1290	686	0.8651	0.6375	0.8651	0.9301
0.5905	22.1935	688	0.9064	0.6261	0.9064	0.9520
0.5905	22.2581	690	0.8607	0.6540	0.8607	0.9278
0.5905	22.3226	692	0.7931	0.6507	0.7931	0.8906
0.5905	22.3871	694	0.7809	0.6767	0.7809	0.8837
0.5905	22.4516	696	0.8241	0.6561	0.8241	0.9078
0.5905	22.5161	698	0.8721	0.6570	0.8721	0.9339
0.5905	22.5806	700	0.9266	0.6456	0.9266	0.9626
0.5905	22.6452	702	0.9348	0.6449	0.9348	0.9669
0.5905	22.7097	704	0.8745	0.6497	0.8745	0.9352
0.5905	22.7742	706	0.8540	0.6660	0.8540	0.9241
0.5905	22.8387	708	0.8534	0.6542	0.8534	0.9238
0.5905	22.9032	710	0.8554	0.6298	0.8554	0.9249
0.5905	22.9677	712	0.8658	0.6332	0.8658	0.9305
0.5905	23.0323	714	0.8416	0.6361	0.8416	0.9174
0.5905	23.0968	716	0.8286	0.6325	0.8286	0.9103
0.5905	23.1613	718	0.8350	0.6275	0.8350	0.9138
0.5905	23.2258	720	0.8401	0.6725	0.8401	0.9165
0.5905	23.2903	722	0.8497	0.6634	0.8497	0.9218
0.5905	23.3548	724	0.8888	0.6411	0.8888	0.9427
0.5905	23.4194	726	0.9299	0.6267	0.9299	0.9643
0.5905	23.4839	728	0.8984	0.6411	0.8984	0.9478
0.5905	23.5484	730	0.8783	0.6391	0.8783	0.9372
0.5905	23.6129	732	0.8347	0.6758	0.8347	0.9136
0.5905	23.6774	734	0.8029	0.7044	0.8029	0.8960
0.5905	23.7419	736	0.8160	0.6864	0.8160	0.9033
0.5905	23.8065	738	0.8248	0.6827	0.8248	0.9082
0.5905	23.8710	740	0.8572	0.6729	0.8572	0.9259
0.5905	23.9355	742	0.8855	0.6540	0.8855	0.9410
0.5905	24.0	744	0.9623	0.6065	0.9623	0.9810
0.5905	24.0645	746	0.9518	0.6165	0.9518	0.9756
0.5905	24.1290	748	0.8737	0.6296	0.8737	0.9347
0.5905	24.1935	750	0.7884	0.7064	0.7884	0.8879
0.5905	24.2581	752	0.7694	0.6959	0.7694	0.8772
0.5905	24.3226	754	0.7765	0.7064	0.7765	0.8812
0.5905	24.3871	756	0.8190	0.6613	0.8190	0.9050
0.5905	24.4516	758	0.9042	0.6454	0.9042	0.9509
0.5905	24.5161	760	0.9566	0.6128	0.9566	0.9781
0.5905	24.5806	762	0.9279	0.6235	0.9279	0.9633
0.5905	24.6452	764	0.8366	0.6346	0.8366	0.9147
0.5905	24.7097	766	0.7432	0.6476	0.7432	0.8621
0.5905	24.7742	768	0.7211	0.6496	0.7211	0.8492
0.5905	24.8387	770	0.7256	0.6496	0.7256	0.8518
0.5905	24.9032	772	0.7565	0.6571	0.7565	0.8697
0.5905	24.9677	774	0.8376	0.6286	0.8376	0.9152
0.5905	25.0323	776	0.9607	0.6276	0.9607	0.9801
0.5905	25.0968	778	1.0023	0.5902	1.0023	1.0012
0.5905	25.1613	780	0.9572	0.6213	0.9572	0.9784
0.5905	25.2258	782	0.8621	0.6295	0.8621	0.9285
0.5905	25.2903	784	0.7955	0.6638	0.7955	0.8919
0.5905	25.3548	786	0.7863	0.6698	0.7863	0.8867
0.5905	25.4194	788	0.7946	0.6712	0.7946	0.8914
0.5905	25.4839	790	0.8481	0.6355	0.8481	0.9209
0.5905	25.5484	792	0.9420	0.6035	0.9420	0.9706
0.5905	25.6129	794	0.9566	0.6093	0.9566	0.9781
0.5905	25.6774	796	0.9208	0.6322	0.9208	0.9596
0.5905	25.7419	798	0.8356	0.6406	0.8356	0.9141
0.5905	25.8065	800	0.7675	0.6545	0.7675	0.8761
0.5905	25.8710	802	0.7606	0.6612	0.7606	0.8721
0.5905	25.9355	804	0.7903	0.6618	0.7903	0.8890
0.5905	26.0	806	0.8446	0.6449	0.8446	0.9190
0.5905	26.0645	808	0.8944	0.6431	0.8944	0.9457
0.5905	26.1290	810	0.9062	0.6431	0.9062	0.9519
0.5905	26.1935	812	0.8665	0.6311	0.8665	0.9309
0.5905	26.2581	814	0.8377	0.6459	0.8377	0.9153
0.5905	26.3226	816	0.7943	0.6761	0.7943	0.8913
0.5905	26.3871	818	0.7599	0.6674	0.7599	0.8717
0.5905	26.4516	820	0.7474	0.6674	0.7474	0.8645
0.5905	26.5161	822	0.7434	0.6674	0.7434	0.8622
0.5905	26.5806	824	0.7509	0.6674	0.7509	0.8666
0.5905	26.6452	826	0.8035	0.6732	0.8035	0.8964
0.5905	26.7097	828	0.8335	0.6332	0.8335	0.9129
0.5905	26.7742	830	0.8090	0.6604	0.8090	0.8994
0.5905	26.8387	832	0.7711	0.6859	0.7711	0.8781
0.5905	26.9032	834	0.7238	0.6692	0.7238	0.8508
0.5905	26.9677	836	0.7132	0.6661	0.7132	0.8445
0.5905	27.0323	838	0.7133	0.6434	0.7133	0.8446
0.5905	27.0968	840	0.7164	0.6625	0.7164	0.8464
0.5905	27.1613	842	0.7316	0.6692	0.7316	0.8554
0.5905	27.2258	844	0.7575	0.6620	0.7575	0.8703
0.5905	27.2903	846	0.7860	0.6794	0.7860	0.8866
0.5905	27.3548	848	0.7873	0.6646	0.7873	0.8873
0.5905	27.4194	850	0.7538	0.6640	0.7538	0.8682
0.5905	27.4839	852	0.7314	0.6627	0.7314	0.8552
0.5905	27.5484	854	0.7337	0.6627	0.7337	0.8566
0.5905	27.6129	856	0.7648	0.6669	0.7648	0.8745
0.5905	27.6774	858	0.8357	0.6190	0.8357	0.9142
0.5905	27.7419	860	0.9119	0.6123	0.9119	0.9549
0.5905	27.8065	862	0.9148	0.6123	0.9148	0.9565
0.5905	27.8710	864	0.9231	0.6286	0.9231	0.9608
0.5905	27.9355	866	0.8928	0.6452	0.8928	0.9449
0.5905	28.0	868	0.8552	0.6540	0.8552	0.9248
0.5905	28.0645	870	0.8395	0.6695	0.8395	0.9163
0.5905	28.1290	872	0.8512	0.6441	0.8512	0.9226
0.5905	28.1935	874	0.8565	0.6235	0.8565	0.9255
0.5905	28.2581	876	0.8356	0.6592	0.8356	0.9141
0.5905	28.3226	878	0.8395	0.6478	0.8395	0.9163
0.5905	28.3871	880	0.8110	0.6558	0.8110	0.9006
0.5905	28.4516	882	0.7890	0.6356	0.7890	0.8883
0.5905	28.5161	884	0.7548	0.6528	0.7548	0.8688
0.5905	28.5806	886	0.7484	0.6656	0.7484	0.8651
0.5905	28.6452	888	0.7676	0.6786	0.7676	0.8761
0.5905	28.7097	890	0.8067	0.6918	0.8067	0.8982
0.5905	28.7742	892	0.8565	0.6477	0.8565	0.9255
0.5905	28.8387	894	0.8661	0.6565	0.8661	0.9306
0.5905	28.9032	896	0.8726	0.6671	0.8726	0.9341
0.5905	28.9677	898	0.8546	0.6678	0.8546	0.9245
0.5905	29.0323	900	0.8133	0.6829	0.8133	0.9019
0.5905	29.0968	902	0.7908	0.6887	0.7908	0.8893
0.5905	29.1613	904	0.7978	0.6773	0.7978	0.8932
0.5905	29.2258	906	0.8105	0.6892	0.8105	0.9003
0.5905	29.2903	908	0.8208	0.6608	0.8208	0.9060
0.5905	29.3548	910	0.8519	0.6745	0.8519	0.9230
0.5905	29.4194	912	0.8409	0.6745	0.8409	0.9170
0.5905	29.4839	914	0.8172	0.6601	0.8172	0.9040
0.5905	29.5484	916	0.7860	0.6636	0.7860	0.8865
0.5905	29.6129	918	0.7943	0.6625	0.7943	0.8913
0.5905	29.6774	920	0.8480	0.6518	0.8480	0.9209
0.5905	29.7419	922	0.8807	0.6487	0.8807	0.9385
0.5905	29.8065	924	0.8740	0.6307	0.8740	0.9349
0.5905	29.8710	926	0.8318	0.6449	0.8318	0.9120
0.5905	29.9355	928	0.7959	0.6583	0.7959	0.8921
0.5905	30.0	930	0.7897	0.6574	0.7897	0.8886
0.5905	30.0645	932	0.8029	0.6574	0.8029	0.8960
0.5905	30.1290	934	0.8462	0.6341	0.8462	0.9199
0.5905	30.1935	936	0.8904	0.6337	0.8904	0.9436
0.5905	30.2581	938	0.9219	0.6182	0.9219	0.9602
0.5905	30.3226	940	0.8904	0.6199	0.8904	0.9436
0.5905	30.3871	942	0.8252	0.6138	0.8252	0.9084
0.5905	30.4516	944	0.7879	0.6785	0.7879	0.8876
0.5905	30.5161	946	0.7823	0.6752	0.7823	0.8844
0.5905	30.5806	948	0.7909	0.6694	0.7909	0.8893
0.5905	30.6452	950	0.8467	0.6441	0.8467	0.9202
0.5905	30.7097	952	0.9207	0.6366	0.9207	0.9595
0.5905	30.7742	954	0.9626	0.6047	0.9626	0.9811
0.5905	30.8387	956	0.9244	0.6366	0.9244	0.9614
0.5905	30.9032	958	0.8435	0.6441	0.8435	0.9184
0.5905	30.9677	960	0.7860	0.6548	0.7860	0.8866
0.5905	31.0323	962	0.7548	0.6610	0.7548	0.8688
0.5905	31.0968	964	0.7539	0.6631	0.7539	0.8683
0.5905	31.1613	966	0.7892	0.6570	0.7892	0.8883
0.5905	31.2258	968	0.8570	0.6389	0.8570	0.9257
0.5905	31.2903	970	0.8566	0.6439	0.8566	0.9255
0.5905	31.3548	972	0.8493	0.6597	0.8493	0.9216
0.5905	31.4194	974	0.8252	0.6637	0.8252	0.9084
0.5905	31.4839	976	0.7861	0.6796	0.7861	0.8866
0.5905	31.5484	978	0.7690	0.6571	0.7690	0.8769
0.5905	31.6129	980	0.7898	0.6631	0.7898	0.8887
0.5905	31.6774	982	0.7909	0.6371	0.7909	0.8893
0.5905	31.7419	984	0.7749	0.6694	0.7749	0.8803
0.5905	31.8065	986	0.8082	0.6480	0.8082	0.8990
0.5905	31.8710	988	0.8185	0.6312	0.8185	0.9047
0.5905	31.9355	990	0.8051	0.6543	0.8051	0.8973
0.5905	32.0	992	0.8079	0.6639	0.8079	0.8989
0.5905	32.0645	994	0.8286	0.6365	0.8286	0.9103
0.5905	32.1290	996	0.8817	0.6277	0.8817	0.9390
0.5905	32.1935	998	0.9014	0.6459	0.9014	0.9494
0.143	32.2581	1000	0.8727	0.6382	0.8727	0.9342
0.143	32.3226	1002	0.8141	0.6356	0.8141	0.9023
0.143	32.3871	1004	0.7599	0.6648	0.7599	0.8717
0.143	32.4516	1006	0.7417	0.6599	0.7417	0.8612
0.143	32.5161	1008	0.7435	0.6582	0.7435	0.8623
0.143	32.5806	1010	0.7662	0.6557	0.7662	0.8753
0.143	32.6452	1012	0.8182	0.6566	0.8182	0.9045
0.143	32.7097	1014	0.8550	0.6224	0.8550	0.9246
0.143	32.7742	1016	0.8645	0.6216	0.8645	0.9298
0.143	32.8387	1018	0.8271	0.6583	0.8271	0.9095
0.143	32.9032	1020	0.8058	0.6483	0.8058	0.8977
0.143	32.9677	1022	0.8118	0.6686	0.8118	0.9010
0.143	33.0323	1024	0.8127	0.6647	0.8127	0.9015
0.143	33.0968	1026	0.8491	0.6560	0.8491	0.9214
0.143	33.1613	1028	0.9104	0.6609	0.9104	0.9542
0.143	33.2258	1030	0.9871	0.6215	0.9871	0.9935
0.143	33.2903	1032	0.9819	0.6377	0.9819	0.9909
0.143	33.3548	1034	0.9125	0.6449	0.9125	0.9553
0.143	33.4194	1036	0.8314	0.6733	0.8314	0.9118
0.143	33.4839	1038	0.7838	0.6649	0.7838	0.8853
0.143	33.5484	1040	0.7640	0.6561	0.7640	0.8741
0.143	33.6129	1042	0.7729	0.6530	0.7729	0.8792
0.143	33.6774	1044	0.8194	0.6344	0.8194	0.9052
0.143	33.7419	1046	0.8580	0.6329	0.8580	0.9263
0.143	33.8065	1048	0.8647	0.6329	0.8647	0.9299
0.143	33.8710	1050	0.8360	0.6397	0.8360	0.9144
0.143	33.9355	1052	0.8265	0.6549	0.8265	0.9091
0.143	34.0	1054	0.8491	0.6360	0.8491	0.9215
0.143	34.0645	1056	0.8953	0.6381	0.8953	0.9462
0.143	34.1290	1058	0.9140	0.6401	0.9140	0.9560
0.143	34.1935	1060	0.9551	0.6049	0.9551	0.9773
0.143	34.2581	1062	1.0058	0.6020	1.0058	1.0029
0.143	34.3226	1064	0.9829	0.6009	0.9829	0.9914
0.143	34.3871	1066	0.9199	0.6167	0.9199	0.9591
0.143	34.4516	1068	0.8778	0.6361	0.8778	0.9369

Framework versions

• Transformers 4.44.2
• Pytorch 2.4.1+cu121
• Datasets 3.2.0
• Tokenizers 0.19.1