nerugm-base-3

This model is a fine-tuned version of indolem/indobert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.3703
• Location Precision: 0.7711
• Location Recall: 0.9014
• Location F1: 0.8312
• Location Number: 71
• Organization Precision: 0.7361
• Organization Recall: 0.8154
• Organization F1: 0.7737
• Organization Number: 65
• Person Precision: 0.8924
• Person Recall: 0.94
• Person F1: 0.9156
• Person Number: 150
• Quantity Precision: 0.7368
• Quantity Recall: 0.8485
• Quantity F1: 0.7887
• Quantity Number: 33
• Time Precision: 0.75
• Time Recall: 0.8571
• Time F1: 0.8000
• Time Number: 28
• Overall Precision: 0.8094
• Overall Recall: 0.8934
• Overall F1: 0.8493
• Overall Accuracy: 0.9644

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: 5e-05
• train_batch_size: 16
• eval_batch_size: 64
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 100.0

Training results

Training Loss	Epoch	Step	Validation Loss	Location Precision	Location Recall	Location F1	Location Number	Organization Precision	Organization Recall	Organization F1	Organization Number	Person Precision	Person Recall	Person F1	Person Number	Quantity Precision	Quantity Recall	Quantity F1	Quantity Number	Time Precision	Time Recall	Time F1	Time Number	Overall Precision	Overall Recall	Overall F1	Overall Accuracy
0.341	1.0	106	0.1449	0.7381	0.8732	0.8	71	0.6092	0.8154	0.6974	65	0.7965	0.9133	0.8509	150	0.6304	0.8788	0.7342	33	0.6757	0.8929	0.7692	28	0.7183	0.8818	0.7917	0.9522
0.125	2.0	212	0.1550	0.7079	0.8873	0.7875	71	0.5556	0.8462	0.6707	65	0.8642	0.9333	0.8974	150	0.54	0.8182	0.6506	33	0.6389	0.8214	0.7187	28	0.7064	0.8876	0.7867	0.9500
0.0885	3.0	318	0.1403	0.6517	0.8169	0.725	71	0.6988	0.8923	0.7838	65	0.8726	0.9133	0.8925	150	0.7778	0.8485	0.8116	33	0.8889	0.8571	0.8727	28	0.7781	0.8790	0.8254	0.9561
0.0577	4.0	424	0.1599	0.7692	0.8451	0.8054	71	0.6471	0.8462	0.7333	65	0.8642	0.9333	0.8974	150	0.7778	0.8485	0.8116	33	0.8889	0.8571	0.8727	28	0.7912	0.8847	0.8354	0.9605
0.0416	5.0	530	0.1934	0.7407	0.8451	0.7895	71	0.6471	0.8462	0.7333	65	0.8679	0.92	0.8932	150	0.7368	0.8485	0.7887	33	0.6757	0.8929	0.7692	28	0.765	0.8818	0.8193	0.9547
0.0279	6.0	636	0.2036	0.7326	0.8873	0.8025	71	0.6667	0.7692	0.7143	65	0.8303	0.9133	0.8698	150	0.7436	0.8788	0.8056	33	0.75	0.8571	0.8000	28	0.7632	0.8732	0.8145	0.9556
0.0217	7.0	742	0.2385	0.7059	0.8451	0.7692	71	0.6974	0.8154	0.7518	65	0.8562	0.9133	0.8839	150	0.7105	0.8182	0.7606	33	0.8276	0.8571	0.8421	28	0.7758	0.8674	0.8190	0.9537
0.0156	8.0	848	0.2410	0.775	0.8732	0.8212	71	0.6486	0.7385	0.6906	65	0.8805	0.9333	0.9061	150	0.7368	0.8485	0.7887	33	0.7188	0.8214	0.7667	28	0.7859	0.8674	0.8247	0.9581
0.0115	9.0	954	0.2653	0.7763	0.8310	0.8027	71	0.7361	0.8154	0.7737	65	0.8816	0.8933	0.8874	150	0.7436	0.8788	0.8056	33	0.8276	0.8571	0.8421	28	0.8125	0.8617	0.8364	0.9590
0.0115	10.0	1060	0.2322	0.7733	0.8169	0.7945	71	0.7273	0.8615	0.7887	65	0.8797	0.9267	0.9026	150	0.7895	0.9091	0.8451	33	0.8276	0.8571	0.8421	28	0.8143	0.8847	0.8481	0.9631
0.0073	11.0	1166	0.2341	0.7692	0.8451	0.8054	71	0.7639	0.8462	0.8029	65	0.8805	0.9333	0.9061	150	0.8158	0.9394	0.8732	33	0.8966	0.9286	0.9123	28	0.8298	0.8991	0.8631	0.9636
0.0061	12.0	1272	0.2656	0.7692	0.8451	0.8054	71	0.7237	0.8462	0.7801	65	0.8704	0.94	0.9038	150	0.7436	0.8788	0.8056	33	0.8387	0.9286	0.8814	28	0.8057	0.8963	0.8486	0.9631
0.0076	13.0	1378	0.2568	0.7867	0.8310	0.8082	71	0.7432	0.8462	0.7914	65	0.8797	0.9267	0.9026	150	0.7632	0.8788	0.8169	33	0.7742	0.8571	0.8136	28	0.8138	0.8818	0.8465	0.9624
0.008	14.0	1484	0.2786	0.7595	0.8451	0.8	71	0.6951	0.8769	0.7755	65	0.8634	0.9267	0.8939	150	0.7436	0.8788	0.8056	33	0.8065	0.8929	0.8475	28	0.7908	0.8934	0.8390	0.9600
0.0061	15.0	1590	0.2652	0.7407	0.8451	0.7895	71	0.625	0.8462	0.7190	65	0.8726	0.9133	0.8925	150	0.7368	0.8485	0.7887	33	0.8621	0.8929	0.8772	28	0.7761	0.8790	0.8243	0.9590
0.0033	16.0	1696	0.2880	0.775	0.8732	0.8212	71	0.7297	0.8308	0.7770	65	0.8696	0.9333	0.9003	150	0.7895	0.9091	0.8451	33	0.7812	0.8929	0.8333	28	0.8078	0.8963	0.8497	0.9629
0.004	17.0	1802	0.2645	0.7975	0.8873	0.8400	71	0.7568	0.8615	0.8058	65	0.8910	0.9267	0.9085	150	0.7778	0.8485	0.8116	33	0.75	0.8571	0.8000	28	0.8223	0.8934	0.8564	0.9656
0.0036	18.0	1908	0.3007	0.8052	0.8732	0.8378	71	0.7333	0.8462	0.7857	65	0.8704	0.94	0.9038	150	0.7368	0.8485	0.7887	33	0.7667	0.8214	0.7931	28	0.8089	0.8905	0.8477	0.9622
0.0036	19.0	2014	0.2996	0.775	0.8732	0.8212	71	0.7123	0.8	0.7536	65	0.8774	0.9067	0.8918	150	0.7568	0.8485	0.8000	33	0.7742	0.8571	0.8136	28	0.8032	0.8703	0.8354	0.9624
0.0063	20.0	2120	0.2804	0.7349	0.8592	0.7922	71	0.7465	0.8154	0.7794	65	0.8642	0.9333	0.8974	150	0.7778	0.8485	0.8116	33	0.8519	0.8214	0.8364	28	0.8047	0.8790	0.8402	0.9641
0.0034	21.0	2226	0.2882	0.7821	0.8592	0.8188	71	0.7179	0.8615	0.7832	65	0.8861	0.9333	0.9091	150	0.7838	0.8788	0.8286	33	0.8065	0.8929	0.8475	28	0.8141	0.8963	0.8532	0.9646
0.003	22.0	2332	0.3112	0.7625	0.8592	0.8079	71	0.7125	0.8769	0.7862	65	0.8974	0.9333	0.9150	150	0.7838	0.8788	0.8286	33	0.7742	0.8571	0.8136	28	0.8099	0.8963	0.8509	0.9639
0.004	23.0	2438	0.2964	0.7195	0.8310	0.7712	71	0.7246	0.7692	0.7463	65	0.8797	0.9267	0.9026	150	0.7368	0.8485	0.7887	33	0.7419	0.8214	0.7797	28	0.7910	0.8617	0.8248	0.9617
0.0037	24.0	2544	0.2964	0.7625	0.8592	0.8079	71	0.6386	0.8154	0.7162	65	0.8831	0.9067	0.8947	150	0.8108	0.9091	0.8571	33	0.7742	0.8571	0.8136	28	0.7896	0.8761	0.8306	0.9619
0.0048	25.0	2650	0.2616	0.7778	0.8873	0.8289	71	0.7206	0.7538	0.7368	65	0.8974	0.9333	0.9150	150	0.8529	0.8788	0.8657	33	0.8276	0.8571	0.8421	28	0.8288	0.8790	0.8531	0.9661
0.0041	26.0	2756	0.2907	0.7590	0.8873	0.8182	71	0.6842	0.8	0.7376	65	0.8924	0.94	0.9156	150	0.8286	0.8788	0.8529	33	0.8571	0.8571	0.8571	28	0.8132	0.8905	0.8501	0.9651
0.0038	27.0	2862	0.3265	0.7439	0.8592	0.7974	71	0.6757	0.7692	0.7194	65	0.8924	0.94	0.9156	150	0.7436	0.8788	0.8056	33	0.8276	0.8571	0.8421	28	0.7984	0.8790	0.8368	0.9619
0.0046	28.0	2968	0.3042	0.7284	0.8310	0.7763	71	0.7123	0.8	0.7536	65	0.8476	0.9267	0.8854	150	0.7838	0.8788	0.8286	33	0.8571	0.8571	0.8571	28	0.7911	0.8732	0.8301	0.9624
0.003	29.0	3074	0.3269	0.7625	0.8592	0.8079	71	0.6883	0.8154	0.7465	65	0.875	0.9333	0.9032	150	0.7179	0.8485	0.7778	33	0.8	0.8571	0.8276	28	0.7927	0.8818	0.8349	0.9607
0.0031	30.0	3180	0.2947	0.7470	0.8732	0.8052	71	0.6957	0.7385	0.7164	65	0.875	0.9333	0.9032	150	0.7632	0.8788	0.8169	33	0.8276	0.8571	0.8421	28	0.7995	0.8732	0.8347	0.9614
0.0026	31.0	3286	0.2898	0.7590	0.8873	0.8182	71	0.7260	0.8154	0.7681	65	0.8968	0.9267	0.9115	150	0.7368	0.8485	0.7887	33	0.8	0.8571	0.8276	28	0.8100	0.8847	0.8457	0.9639
0.0024	32.0	3392	0.2993	0.7654	0.8732	0.8158	71	0.6506	0.8308	0.7297	65	0.8854	0.9267	0.9055	150	0.8235	0.8485	0.8358	33	0.8	0.8571	0.8276	28	0.7974	0.8847	0.8388	0.9639
0.003	33.0	3498	0.3004	0.775	0.8732	0.8212	71	0.7432	0.8462	0.7914	65	0.8854	0.9267	0.9055	150	0.7838	0.8788	0.8286	33	0.8333	0.8929	0.8621	28	0.8201	0.8934	0.8552	0.9624
0.002	34.0	3604	0.3289	0.7848	0.8732	0.8267	71	0.7143	0.8462	0.7746	65	0.9038	0.94	0.9216	150	0.7073	0.8788	0.7838	33	0.8276	0.8571	0.8421	28	0.8141	0.8963	0.8532	0.9612
0.0016	35.0	3710	0.3239	0.7711	0.9014	0.8312	71	0.75	0.8308	0.7883	65	0.8896	0.9133	0.9013	150	0.7632	0.8788	0.8169	33	0.8571	0.8571	0.8571	28	0.8213	0.8876	0.8532	0.9631
0.0024	36.0	3816	0.3065	0.8077	0.8873	0.8456	71	0.7639	0.8462	0.8029	65	0.8854	0.9267	0.9055	150	0.7838	0.8788	0.8286	33	0.8889	0.8571	0.8727	28	0.8356	0.8934	0.8635	0.9663
0.0027	37.0	3922	0.3056	0.7949	0.8732	0.8322	71	0.6962	0.8462	0.7639	65	0.8903	0.92	0.9049	150	0.7436	0.8788	0.8056	33	0.8	0.8571	0.8276	28	0.8084	0.8876	0.8462	0.9622
0.0015	38.0	4028	0.3376	0.7159	0.8873	0.7925	71	0.72	0.8308	0.7714	65	0.8797	0.9267	0.9026	150	0.7692	0.9091	0.8333	33	0.8	0.8571	0.8276	28	0.7949	0.8934	0.8412	0.9600
0.0039	39.0	4134	0.2988	0.7711	0.9014	0.8312	71	0.7067	0.8154	0.7571	65	0.8797	0.9267	0.9026	150	0.7179	0.8485	0.7778	33	0.8	0.8571	0.8276	28	0.8	0.8876	0.8415	0.9634
0.0022	40.0	4240	0.3040	0.7529	0.9014	0.8205	71	0.7361	0.8154	0.7737	65	0.9032	0.9333	0.9180	150	0.7568	0.8485	0.8000	33	0.8	0.8571	0.8276	28	0.8153	0.8905	0.8512	0.9631
0.0014	41.0	4346	0.3145	0.8243	0.8592	0.8414	71	0.7432	0.8462	0.7914	65	0.9032	0.9333	0.9180	150	0.7568	0.8485	0.8000	33	0.8276	0.8571	0.8421	28	0.8347	0.8876	0.8603	0.9656
0.0032	42.0	4452	0.3702	0.7442	0.9014	0.8153	71	0.675	0.8308	0.7448	65	0.8758	0.94	0.9068	150	0.7436	0.8788	0.8056	33	0.75	0.8571	0.8000	28	0.7839	0.8991	0.8376	0.9597
0.0022	43.0	4558	0.3242	0.7412	0.8873	0.8077	71	0.7333	0.8462	0.7857	65	0.8854	0.9267	0.9055	150	0.7179	0.8485	0.7778	33	0.7742	0.8571	0.8136	28	0.7984	0.8905	0.8420	0.9614
0.0012	44.0	4664	0.3312	0.7412	0.8873	0.8077	71	0.7013	0.8308	0.7606	65	0.8797	0.9267	0.9026	150	0.7838	0.8788	0.8286	33	0.8	0.8571	0.8276	28	0.7984	0.8905	0.8420	0.9624
0.0026	45.0	4770	0.3425	0.7262	0.8592	0.7871	71	0.7432	0.8462	0.7914	65	0.8797	0.9267	0.9026	150	0.7632	0.8788	0.8169	33	0.7742	0.8571	0.8136	28	0.8	0.8876	0.8415	0.9612
0.0032	46.0	4876	0.3085	0.7711	0.9014	0.8312	71	0.7246	0.7692	0.7463	65	0.8854	0.9267	0.9055	150	0.7436	0.8788	0.8056	33	0.8	0.8571	0.8276	28	0.8095	0.8818	0.8441	0.9622
0.0013	47.0	4982	0.3372	0.7470	0.8732	0.8052	71	0.6974	0.8154	0.7518	65	0.8861	0.9333	0.9091	150	0.7179	0.8485	0.7778	33	0.75	0.8571	0.8000	28	0.7912	0.8847	0.8354	0.9602
0.0015	48.0	5088	0.3451	0.6932	0.8592	0.7673	71	0.6709	0.8154	0.7361	65	0.8734	0.92	0.8961	150	0.7436	0.8788	0.8056	33	0.75	0.8571	0.8000	28	0.7702	0.8790	0.8210	0.9593
0.001	49.0	5194	0.3490	0.7294	0.8732	0.7949	71	0.7260	0.8154	0.7681	65	0.8742	0.9267	0.8997	150	0.7368	0.8485	0.7887	33	0.7742	0.8571	0.8136	28	0.7927	0.8818	0.8349	0.9614
0.0019	50.0	5300	0.3415	0.7625	0.8592	0.8079	71	0.7	0.7538	0.7259	65	0.8917	0.9333	0.9121	150	0.7778	0.8485	0.8116	33	0.8	0.8571	0.8276	28	0.8097	0.8703	0.8389	0.9629
0.0007	51.0	5406	0.3594	0.7561	0.8732	0.8105	71	0.7324	0.8	0.7647	65	0.8861	0.9333	0.9091	150	0.8056	0.8788	0.8406	33	0.7273	0.8571	0.7869	28	0.8079	0.8847	0.8446	0.9617
0.0004	52.0	5512	0.3847	0.7326	0.8873	0.8025	71	0.7297	0.8308	0.7770	65	0.8917	0.9333	0.9121	150	0.725	0.8788	0.7945	33	0.7273	0.8571	0.7869	28	0.7949	0.8934	0.8412	0.9605
0.0012	53.0	5618	0.3359	0.8219	0.8451	0.8333	71	0.75	0.6923	0.7200	65	0.8726	0.9133	0.8925	150	0.7838	0.8788	0.8286	33	0.8571	0.8571	0.8571	28	0.8310	0.8501	0.8405	0.9639
0.0018	54.0	5724	0.3533	0.7683	0.8873	0.8235	71	0.7571	0.8154	0.7852	65	0.8846	0.92	0.9020	150	0.7838	0.8788	0.8286	33	0.8333	0.8929	0.8621	28	0.8213	0.8876	0.8532	0.9634
0.0006	55.0	5830	0.3543	0.75	0.8873	0.8129	71	0.75	0.8308	0.7883	65	0.8805	0.9333	0.9061	150	0.7632	0.8788	0.8169	33	0.75	0.8571	0.8000	28	0.8052	0.8934	0.8470	0.9627
0.0012	56.0	5936	0.3279	0.7778	0.8873	0.8289	71	0.7879	0.8	0.7939	65	0.8910	0.9267	0.9085	150	0.7632	0.8788	0.8169	33	0.7742	0.8571	0.8136	28	0.8253	0.8847	0.8540	0.9653
0.0006	57.0	6042	0.3346	0.7949	0.8732	0.8322	71	0.8030	0.8154	0.8092	65	0.8846	0.92	0.9020	150	0.7632	0.8788	0.8169	33	0.7576	0.8929	0.8197	28	0.8275	0.8847	0.8552	0.9658
0.0012	58.0	6148	0.3292	0.7821	0.8592	0.8188	71	0.7432	0.8462	0.7914	65	0.8854	0.9267	0.9055	150	0.7632	0.8788	0.8169	33	0.7742	0.8571	0.8136	28	0.8148	0.8876	0.8497	0.9636
0.0011	59.0	6254	0.3463	0.7470	0.8732	0.8052	71	0.7714	0.8308	0.8	65	0.8790	0.92	0.8990	150	0.7632	0.8788	0.8169	33	0.7812	0.8929	0.8333	28	0.8105	0.8876	0.8473	0.9641
0.0006	60.0	6360	0.3556	0.7470	0.8732	0.8052	71	0.7846	0.7846	0.7846	65	0.8910	0.9267	0.9085	150	0.7838	0.8788	0.8286	33	0.8065	0.8929	0.8475	28	0.8226	0.8818	0.8512	0.9646
0.0008	61.0	6466	0.3484	0.7317	0.8451	0.7843	71	0.7826	0.8308	0.8060	65	0.8981	0.94	0.9186	150	0.7368	0.8485	0.7887	33	0.7812	0.8929	0.8333	28	0.8148	0.8876	0.8497	0.9639
0.0013	62.0	6572	0.3564	0.75	0.8873	0.8129	71	0.7826	0.8308	0.8060	65	0.8974	0.9333	0.9150	150	0.7368	0.8485	0.7887	33	0.7143	0.8929	0.7937	28	0.8115	0.8934	0.8505	0.9641
0.0015	63.0	6678	0.3478	0.7442	0.9014	0.8153	71	0.7260	0.8154	0.7681	65	0.8868	0.94	0.9126	150	0.7368	0.8485	0.7887	33	0.7576	0.8929	0.8197	28	0.7995	0.8963	0.8451	0.9624
0.0007	64.0	6784	0.3234	0.7683	0.8873	0.8235	71	0.7647	0.8	0.7820	65	0.9032	0.9333	0.9180	150	0.7568	0.8485	0.8000	33	0.7812	0.8929	0.8333	28	0.8235	0.8876	0.8544	0.9644
0.0007	65.0	6890	0.3422	0.7561	0.8732	0.8105	71	0.7361	0.8154	0.7737	65	0.8917	0.9333	0.9121	150	0.7368	0.8485	0.7887	33	0.7576	0.8929	0.8197	28	0.8063	0.8876	0.8450	0.9624
0.0004	66.0	6996	0.3539	0.7901	0.9014	0.8421	71	0.7612	0.7846	0.7727	65	0.8974	0.9333	0.9150	150	0.7368	0.8485	0.7887	33	0.7812	0.8929	0.8333	28	0.8235	0.8876	0.8544	0.9646
0.0005	67.0	7102	0.3606	0.7711	0.9014	0.8312	71	0.7536	0.8	0.7761	65	0.8924	0.94	0.9156	150	0.7632	0.8788	0.8169	33	0.8	0.8571	0.8276	28	0.8201	0.8934	0.8552	0.9648
0.0007	68.0	7208	0.3984	0.7294	0.8732	0.7949	71	0.7333	0.8462	0.7857	65	0.8812	0.94	0.9097	150	0.7568	0.8485	0.8000	33	0.7273	0.8571	0.7869	28	0.7949	0.8934	0.8412	0.9597
0.0014	69.0	7314	0.3408	0.7683	0.8873	0.8235	71	0.7727	0.7846	0.7786	65	0.8875	0.9467	0.9161	150	0.7632	0.8788	0.8169	33	0.8	0.8571	0.8276	28	0.8218	0.8905	0.8548	0.9656
0.0003	70.0	7420	0.3490	0.7683	0.8873	0.8235	71	0.7639	0.8462	0.8029	65	0.8924	0.94	0.9156	150	0.7568	0.8485	0.8000	33	0.7742	0.8571	0.8136	28	0.8184	0.8963	0.8556	0.9634
0.0003	71.0	7526	0.3528	0.7683	0.8873	0.8235	71	0.7465	0.8154	0.7794	65	0.8981	0.94	0.9186	150	0.7368	0.8485	0.7887	33	0.7742	0.8571	0.8136	28	0.8153	0.8905	0.8512	0.9641
0.0002	72.0	7632	0.3693	0.7590	0.8873	0.8182	71	0.75	0.8308	0.7883	65	0.8981	0.94	0.9186	150	0.7632	0.8788	0.8169	33	0.8	0.8571	0.8276	28	0.8184	0.8963	0.8556	0.9651
0.0004	73.0	7738	0.3442	0.7875	0.8873	0.8344	71	0.7746	0.8462	0.8088	65	0.8931	0.9467	0.9191	150	0.7838	0.8788	0.8286	33	0.8	0.8571	0.8276	28	0.8302	0.9020	0.8646	0.9665
0.0007	74.0	7844	0.3682	0.75	0.8873	0.8129	71	0.7571	0.8154	0.7852	65	0.8797	0.9267	0.9026	150	0.7632	0.8788	0.8169	33	0.7742	0.8571	0.8136	28	0.8084	0.8876	0.8462	0.9629
0.0013	75.0	7950	0.3650	0.7805	0.9014	0.8366	71	0.75	0.8308	0.7883	65	0.8861	0.9333	0.9091	150	0.7632	0.8788	0.8169	33	0.7742	0.8571	0.8136	28	0.8163	0.8963	0.8544	0.9636
0.0004	76.0	8056	0.3500	0.7848	0.8732	0.8267	71	0.7013	0.8308	0.7606	65	0.8917	0.9333	0.9121	150	0.8529	0.8788	0.8657	33	0.8276	0.8571	0.8421	28	0.8218	0.8905	0.8548	0.9656
0.0008	77.0	8162	0.3652	0.7412	0.8873	0.8077	71	0.7222	0.8	0.7591	65	0.8861	0.9333	0.9091	150	0.7368	0.8485	0.7887	33	0.7273	0.8571	0.7869	28	0.7953	0.8847	0.8377	0.9631
0.0002	78.0	8268	0.3537	0.7590	0.8873	0.8182	71	0.7067	0.8154	0.7571	65	0.8917	0.9333	0.9121	150	0.7568	0.8485	0.8000	33	0.75	0.8571	0.8000	28	0.8021	0.8876	0.8427	0.9639
0.0003	79.0	8374	0.3569	0.75	0.8873	0.8129	71	0.7465	0.8154	0.7794	65	0.8917	0.9333	0.9121	150	0.7632	0.8788	0.8169	33	0.75	0.8571	0.8000	28	0.8089	0.8905	0.8477	0.9651
0.0005	80.0	8480	0.3512	0.75	0.8873	0.8129	71	0.7571	0.8154	0.7852	65	0.8974	0.9333	0.9150	150	0.7368	0.8485	0.7887	33	0.75	0.8571	0.8000	28	0.8105	0.8876	0.8473	0.9646
0.0003	81.0	8586	0.3558	0.7590	0.8873	0.8182	71	0.7432	0.8462	0.7914	65	0.8974	0.9333	0.9150	150	0.7368	0.8485	0.7887	33	0.7742	0.8571	0.8136	28	0.8115	0.8934	0.8505	0.9646
0.0003	82.0	8692	0.3439	0.7683	0.8873	0.8235	71	0.7761	0.8	0.7879	65	0.8974	0.9333	0.9150	150	0.7568	0.8485	0.8000	33	0.8	0.8571	0.8276	28	0.8253	0.8847	0.8540	0.9661
0.0002	83.0	8798	0.3505	0.7683	0.8873	0.8235	71	0.7647	0.8	0.7820	65	0.8974	0.9333	0.9150	150	0.7568	0.8485	0.8000	33	0.8	0.8571	0.8276	28	0.8231	0.8847	0.8528	0.9651
0.0006	84.0	8904	0.3633	0.7711	0.9014	0.8312	71	0.7397	0.8308	0.7826	65	0.8917	0.9333	0.9121	150	0.7368	0.8485	0.7887	33	0.7273	0.8571	0.7869	28	0.8073	0.8934	0.8482	0.9631
0.0003	85.0	9010	0.3618	0.7683	0.8873	0.8235	71	0.7606	0.8308	0.7941	65	0.8917	0.9333	0.9121	150	0.7368	0.8485	0.7887	33	0.75	0.8571	0.8000	28	0.8132	0.8905	0.8501	0.9641
0.0002	86.0	9116	0.3577	0.7901	0.9014	0.8421	71	0.75	0.8308	0.7883	65	0.8917	0.9333	0.9121	150	0.7368	0.8485	0.7887	33	0.75	0.8571	0.8000	28	0.8158	0.8934	0.8528	0.9644
0.0002	87.0	9222	0.3611	0.7805	0.9014	0.8366	71	0.7297	0.8308	0.7770	65	0.8917	0.9333	0.9121	150	0.7368	0.8485	0.7887	33	0.75	0.8571	0.8000	28	0.8094	0.8934	0.8493	0.9636
0.0002	88.0	9328	0.3588	0.7683	0.8873	0.8235	71	0.7794	0.8154	0.7970	65	0.8917	0.9333	0.9121	150	0.7568	0.8485	0.8000	33	0.75	0.8571	0.8000	28	0.8191	0.8876	0.8520	0.9656
0.0003	89.0	9434	0.3615	0.7875	0.8873	0.8344	71	0.7465	0.8154	0.7794	65	0.8917	0.9333	0.9121	150	0.7368	0.8485	0.7887	33	0.75	0.8571	0.8000	28	0.8148	0.8876	0.8497	0.9648
0.0003	90.0	9540	0.3629	0.7778	0.8873	0.8289	71	0.7465	0.8154	0.7794	65	0.8917	0.9333	0.9121	150	0.7568	0.8485	0.8000	33	0.75	0.8571	0.8000	28	0.8148	0.8876	0.8497	0.9644
0.0002	91.0	9646	0.3642	0.7805	0.9014	0.8366	71	0.7465	0.8154	0.7794	65	0.8924	0.94	0.9156	150	0.7568	0.8485	0.8000	33	0.75	0.8571	0.8000	28	0.8158	0.8934	0.8528	0.9648
0.0002	92.0	9752	0.3649	0.7805	0.9014	0.8366	71	0.7465	0.8154	0.7794	65	0.8924	0.94	0.9156	150	0.7568	0.8485	0.8000	33	0.75	0.8571	0.8000	28	0.8158	0.8934	0.8528	0.9648
0.0002	93.0	9858	0.3635	0.7654	0.8732	0.8158	71	0.7465	0.8154	0.7794	65	0.8924	0.94	0.9156	150	0.7568	0.8485	0.8000	33	0.75	0.8571	0.8000	28	0.8127	0.8876	0.8485	0.9646
0.0002	94.0	9964	0.3645	0.7654	0.8732	0.8158	71	0.7465	0.8154	0.7794	65	0.8924	0.94	0.9156	150	0.7568	0.8485	0.8000	33	0.75	0.8571	0.8000	28	0.8127	0.8876	0.8485	0.9644
0.0005	95.0	10070	0.3668	0.7805	0.9014	0.8366	71	0.7361	0.8154	0.7737	65	0.8924	0.94	0.9156	150	0.7368	0.8485	0.7887	33	0.75	0.8571	0.8000	28	0.8115	0.8934	0.8505	0.9646
0.0002	96.0	10176	0.3681	0.7805	0.9014	0.8366	71	0.7361	0.8154	0.7737	65	0.8924	0.94	0.9156	150	0.7368	0.8485	0.7887	33	0.75	0.8571	0.8000	28	0.8115	0.8934	0.8505	0.9646
0.0002	97.0	10282	0.3695	0.7805	0.9014	0.8366	71	0.7361	0.8154	0.7737	65	0.8924	0.94	0.9156	150	0.7368	0.8485	0.7887	33	0.75	0.8571	0.8000	28	0.8115	0.8934	0.8505	0.9646
0.0002	98.0	10388	0.3695	0.7805	0.9014	0.8366	71	0.7361	0.8154	0.7737	65	0.8924	0.94	0.9156	150	0.7368	0.8485	0.7887	33	0.75	0.8571	0.8000	28	0.8115	0.8934	0.8505	0.9646
0.0002	99.0	10494	0.3702	0.7711	0.9014	0.8312	71	0.7361	0.8154	0.7737	65	0.8924	0.94	0.9156	150	0.7368	0.8485	0.7887	33	0.75	0.8571	0.8000	28	0.8094	0.8934	0.8493	0.9644
0.0002	100.0	10600	0.3703	0.7711	0.9014	0.8312	71	0.7361	0.8154	0.7737	65	0.8924	0.94	0.9156	150	0.7368	0.8485	0.7887	33	0.75	0.8571	0.8000	28	0.8094	0.8934	0.8493	0.9644

Framework versions

• Transformers 4.39.3
• Pytorch 2.3.0+cu121
• Datasets 2.19.1
• Tokenizers 0.15.2