nerugm-seq_bn-4

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: 0.1687
• Location Precision: 0.7619
• Location Recall: 0.8767
• Location F1: 0.8153
• Location Number: 73
• Organization Precision: 0.6410
• Organization Recall: 0.7692
• Organization F1: 0.6993
• Organization Number: 65
• Person Precision: 0.8466
• Person Recall: 0.92
• Person F1: 0.8818
• Person Number: 150
• Quantity Precision: 0.6316
• Quantity Recall: 0.8276
• Quantity F1: 0.7164
• Quantity Number: 29
• Time Precision: 0.7632
• Time Recall: 0.8529
• Time F1: 0.8056
• Time Number: 34
• Overall Precision: 0.7606
• Overall Recall: 0.8689
• Overall F1: 0.8112
• Overall Accuracy: 0.9587

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
0.9315	1.0	106	0.6119	0.0	0.0	0.0	73	0.0	0.0	0.0	65	0.25	0.0067	0.0130	150	0.0	0.0	0.0	29	0.0	0.0	0.0	34	0.25	0.0028	0.0056	0.8371
0.5353	2.0	212	0.4115	0.5102	0.3425	0.4098	73	0.1	0.0769	0.0870	65	0.4779	0.72	0.5745	150	0.0	0.0	0.0	29	0.6071	0.5	0.5484	34	0.4379	0.4416	0.4397	0.8924
0.3686	3.0	318	0.2903	0.4950	0.6849	0.5747	73	0.4828	0.4308	0.4553	65	0.6583	0.8733	0.7507	150	0.375	0.4138	0.3934	29	0.8	0.8235	0.8116	34	0.5859	0.7094	0.6418	0.9289
0.2668	4.0	424	0.2079	0.49	0.6712	0.5665	73	0.5172	0.4615	0.4878	65	0.7657	0.8933	0.8246	150	0.5	0.5517	0.5246	29	0.8824	0.8824	0.8824	34	0.6491	0.7379	0.6907	0.9402
0.2091	5.0	530	0.1773	0.6484	0.8082	0.7195	73	0.5588	0.5846	0.5714	65	0.7771	0.9067	0.8369	150	0.5278	0.6552	0.5846	29	0.7895	0.8824	0.8333	34	0.6912	0.8034	0.7431	0.9451
0.1833	6.0	636	0.1898	0.5980	0.8356	0.6971	73	0.48	0.7385	0.5818	65	0.7697	0.9133	0.8354	150	0.4651	0.6897	0.5556	29	0.725	0.8529	0.7838	34	0.6371	0.8405	0.7248	0.9424
0.1653	7.0	742	0.1542	0.6889	0.8493	0.7607	73	0.5467	0.6308	0.5857	65	0.8155	0.9133	0.8616	150	0.5946	0.7586	0.6667	29	0.8108	0.8824	0.8451	34	0.7174	0.8319	0.7704	0.9513
0.1529	8.0	848	0.1476	0.6774	0.8630	0.7590	73	0.5455	0.6462	0.5915	65	0.8	0.9067	0.8500	150	0.7059	0.8276	0.7619	29	0.8158	0.9118	0.8611	34	0.7184	0.8433	0.7759	0.9527
0.1428	9.0	954	0.1498	0.6702	0.8630	0.7545	73	0.5465	0.7231	0.6225	65	0.8373	0.9267	0.8797	150	0.575	0.7931	0.6667	29	0.7561	0.9118	0.8267	34	0.7096	0.8632	0.7789	0.9498
0.132	10.0	1060	0.1430	0.7209	0.8493	0.7799	73	0.5714	0.6154	0.5926	65	0.8155	0.9133	0.8616	150	0.6579	0.8621	0.7463	29	0.75	0.8824	0.8108	34	0.7313	0.8376	0.7809	0.9532
0.1288	11.0	1166	0.1461	0.6739	0.8493	0.7515	73	0.5946	0.6769	0.6331	65	0.8303	0.9133	0.8698	150	0.6	0.8276	0.6957	29	0.6905	0.8529	0.7632	34	0.7167	0.8433	0.7749	0.9515
0.1219	12.0	1272	0.1499	0.6774	0.8630	0.7590	73	0.5897	0.7077	0.6434	65	0.8313	0.92	0.8734	150	0.6154	0.8276	0.7059	29	0.6905	0.8529	0.7632	34	0.7177	0.8547	0.7802	0.9503
0.1176	13.0	1378	0.1381	0.7349	0.8356	0.7821	73	0.5976	0.7538	0.6667	65	0.8415	0.92	0.8790	150	0.6410	0.8621	0.7353	29	0.7436	0.8529	0.7945	34	0.7420	0.8604	0.7968	0.9547
0.1161	14.0	1484	0.1408	0.7159	0.8630	0.7826	73	0.5976	0.7538	0.6667	65	0.8364	0.92	0.8762	150	0.65	0.8966	0.7536	29	0.6905	0.8529	0.7632	34	0.7314	0.8689	0.7943	0.9532
0.1148	15.0	1590	0.1482	0.7079	0.8630	0.7778	73	0.6136	0.8308	0.7059	65	0.8354	0.9133	0.8726	150	0.625	0.8621	0.7246	29	0.7073	0.8529	0.7733	34	0.7299	0.8775	0.7969	0.9537
0.1075	16.0	1696	0.1401	0.7590	0.8630	0.8077	73	0.6087	0.6462	0.6269	65	0.8405	0.9133	0.8754	150	0.6098	0.8621	0.7143	29	0.7073	0.8529	0.7733	34	0.7456	0.8433	0.7914	0.9555
0.1058	17.0	1802	0.1407	0.7241	0.8630	0.7875	73	0.6353	0.8308	0.7200	65	0.8364	0.92	0.8762	150	0.6757	0.8621	0.7576	29	0.6905	0.8529	0.7632	34	0.7428	0.8803	0.8057	0.9542
0.1021	18.0	1908	0.1372	0.7590	0.8630	0.8077	73	0.5897	0.7077	0.6434	65	0.8415	0.92	0.8790	150	0.6	0.8276	0.6957	29	0.725	0.8529	0.7838	34	0.7407	0.8547	0.7937	0.9562
0.1032	19.0	2014	0.1318	0.7722	0.8356	0.8026	73	0.6235	0.8154	0.7067	65	0.8466	0.92	0.8818	150	0.7143	0.8621	0.7813	29	0.7073	0.8529	0.7733	34	0.7593	0.8718	0.8117	0.9589
0.0979	20.0	2120	0.1400	0.7412	0.8630	0.7975	73	0.6795	0.8154	0.7413	65	0.8415	0.92	0.8790	150	0.6316	0.8276	0.7164	29	0.7436	0.8529	0.7945	34	0.7599	0.8746	0.8132	0.9569
0.098	21.0	2226	0.1351	0.7778	0.8630	0.8182	73	0.7	0.7538	0.7259	65	0.8466	0.92	0.8818	150	0.6579	0.8621	0.7463	29	0.7436	0.8529	0.7945	34	0.7775	0.8661	0.8194	0.9594
0.0942	22.0	2332	0.1375	0.7349	0.8356	0.7821	73	0.6265	0.8	0.7027	65	0.8509	0.9133	0.8810	150	0.6944	0.8621	0.7692	29	0.7632	0.8529	0.8056	34	0.7581	0.8661	0.8085	0.9574
0.0943	23.0	2438	0.1351	0.775	0.8493	0.8105	73	0.6706	0.8769	0.76	65	0.8466	0.92	0.8818	150	0.6944	0.8621	0.7692	29	0.7436	0.8529	0.7945	34	0.7717	0.8860	0.8249	0.9591
0.091	24.0	2544	0.1408	0.7442	0.8767	0.8050	73	0.6744	0.8923	0.7682	65	0.8405	0.9133	0.8754	150	0.6410	0.8621	0.7353	29	0.725	0.8529	0.7838	34	0.7560	0.8917	0.8183	0.9579
0.089	25.0	2650	0.1415	0.7590	0.8630	0.8077	73	0.6883	0.8154	0.7465	65	0.8509	0.9133	0.8810	150	0.625	0.8621	0.7246	29	0.7632	0.8529	0.8056	34	0.7694	0.8746	0.8187	0.9584
0.0862	26.0	2756	0.1428	0.7381	0.8493	0.7898	73	0.6757	0.7692	0.7194	65	0.8415	0.92	0.8790	150	0.6098	0.8621	0.7143	29	0.7073	0.8529	0.7733	34	0.7525	0.8661	0.8053	0.9562
0.0836	27.0	2862	0.1449	0.7273	0.8767	0.7950	73	0.6753	0.8	0.7324	65	0.8519	0.92	0.8846	150	0.5714	0.8276	0.6761	29	0.7073	0.8529	0.7733	34	0.7488	0.8746	0.8068	0.9557
0.0801	28.0	2968	0.1372	0.775	0.8493	0.8105	73	0.6892	0.7846	0.7338	65	0.85	0.9067	0.8774	150	0.6579	0.8621	0.7463	29	0.725	0.8529	0.7838	34	0.7730	0.8632	0.8156	0.9579
0.0779	29.0	3074	0.1392	0.7412	0.8630	0.7975	73	0.6744	0.8923	0.7682	65	0.8519	0.92	0.8846	150	0.6944	0.8621	0.7692	29	0.725	0.8529	0.7838	34	0.7653	0.8917	0.8237	0.9589
0.0776	30.0	3180	0.1360	0.7711	0.8767	0.8205	73	0.7	0.7538	0.7259	65	0.8476	0.9267	0.8854	150	0.6944	0.8621	0.7692	29	0.7436	0.8529	0.7945	34	0.7806	0.8718	0.8237	0.9594
0.0764	31.0	3286	0.1406	0.7529	0.8767	0.8101	73	0.6875	0.8462	0.7586	65	0.8415	0.92	0.8790	150	0.625	0.8621	0.7246	29	0.7073	0.8529	0.7733	34	0.7585	0.8860	0.8173	0.9599
0.0745	32.0	3392	0.1465	0.7412	0.8630	0.7975	73	0.6747	0.8615	0.7568	65	0.8466	0.92	0.8818	150	0.5854	0.8276	0.6857	29	0.7838	0.8529	0.8169	34	0.7579	0.8832	0.8158	0.9577
0.0729	33.0	3498	0.1370	0.7805	0.8767	0.8258	73	0.6944	0.7692	0.7299	65	0.8457	0.9133	0.8782	150	0.7353	0.8621	0.7937	29	0.7436	0.8529	0.7945	34	0.7841	0.8689	0.8243	0.9606
0.0719	34.0	3604	0.1358	0.7901	0.8767	0.8312	73	0.6571	0.7077	0.6815	65	0.8562	0.9133	0.8839	150	0.7143	0.8621	0.7813	29	0.7632	0.8529	0.8056	34	0.7839	0.8575	0.8190	0.9616
0.0746	35.0	3710	0.1465	0.7442	0.8767	0.8050	73	0.6627	0.8462	0.7432	65	0.8415	0.92	0.8790	150	0.6410	0.8621	0.7353	29	0.7073	0.8529	0.7733	34	0.7530	0.8860	0.8141	0.9574
0.0676	36.0	3816	0.1388	0.7805	0.8767	0.8258	73	0.6883	0.8154	0.7465	65	0.8466	0.92	0.8818	150	0.6944	0.8621	0.7692	29	0.725	0.8529	0.7838	34	0.7764	0.8803	0.8251	0.9604
0.0674	37.0	3922	0.1484	0.7590	0.8630	0.8077	73	0.6627	0.8462	0.7432	65	0.8364	0.92	0.8762	150	0.6316	0.8276	0.7164	29	0.725	0.8529	0.7838	34	0.7555	0.8803	0.8132	0.9587
0.0653	38.0	4028	0.1401	0.7711	0.8767	0.8205	73	0.6620	0.7231	0.6912	65	0.8466	0.92	0.8818	150	0.6316	0.8276	0.7164	29	0.725	0.8529	0.7838	34	0.7646	0.8604	0.8097	0.9594
0.0638	39.0	4134	0.1373	0.775	0.8493	0.8105	73	0.6790	0.8462	0.7534	65	0.8466	0.92	0.8818	150	0.6757	0.8621	0.7576	29	0.7436	0.8529	0.7945	34	0.7725	0.8803	0.8229	0.9609
0.0641	40.0	4240	0.1535	0.7241	0.8630	0.7875	73	0.6747	0.8615	0.7568	65	0.8373	0.9267	0.8797	150	0.5854	0.8276	0.6857	29	0.725	0.8529	0.7838	34	0.7458	0.8860	0.8099	0.9567
0.0632	41.0	4346	0.1378	0.7805	0.8767	0.8258	73	0.7237	0.8462	0.7801	65	0.8466	0.92	0.8818	150	0.6757	0.8621	0.7576	29	0.7632	0.8529	0.8056	34	0.7854	0.8860	0.8327	0.9614
0.0607	42.0	4452	0.1403	0.775	0.8493	0.8105	73	0.6883	0.8154	0.7465	65	0.8457	0.9133	0.8782	150	0.6579	0.8621	0.7463	29	0.7436	0.8529	0.7945	34	0.7727	0.8718	0.8193	0.9606
0.0596	43.0	4558	0.1431	0.7901	0.8767	0.8312	73	0.6753	0.8	0.7324	65	0.8562	0.9133	0.8839	150	0.6579	0.8621	0.7463	29	0.7436	0.8529	0.7945	34	0.7772	0.8746	0.8231	0.9616
0.0582	44.0	4664	0.1442	0.7805	0.8767	0.8258	73	0.6842	0.8	0.7376	65	0.8476	0.9267	0.8854	150	0.6579	0.8621	0.7463	29	0.725	0.8529	0.7838	34	0.7725	0.8803	0.8229	0.9611
0.0606	45.0	4770	0.1468	0.7619	0.8767	0.8153	73	0.6962	0.8462	0.7639	65	0.8373	0.9267	0.8797	150	0.625	0.8621	0.7246	29	0.7632	0.8529	0.8056	34	0.7666	0.8889	0.8232	0.9596
0.0563	46.0	4876	0.1410	0.7901	0.8767	0.8312	73	0.68	0.7846	0.7286	65	0.8415	0.92	0.8790	150	0.6579	0.8621	0.7463	29	0.7632	0.8529	0.8056	34	0.7753	0.8746	0.8220	0.9609
0.0556	47.0	4982	0.1550	0.7412	0.8630	0.7975	73	0.7	0.8615	0.7724	65	0.8373	0.9267	0.8797	150	0.5854	0.8276	0.6857	29	0.7632	0.8529	0.8056	34	0.7585	0.8860	0.8173	0.9579
0.0578	48.0	5088	0.1532	0.7619	0.8767	0.8153	73	0.6790	0.8462	0.7534	65	0.8424	0.9267	0.8825	150	0.6	0.8276	0.6957	29	0.7436	0.8529	0.7945	34	0.7604	0.8860	0.8184	0.9577
0.0559	49.0	5194	0.1444	0.7901	0.8767	0.8312	73	0.6933	0.8	0.7429	65	0.8424	0.9267	0.8825	150	0.6579	0.8621	0.7463	29	0.7632	0.8529	0.8056	34	0.7783	0.8803	0.8262	0.9619
0.0544	50.0	5300	0.1467	0.7711	0.8767	0.8205	73	0.7067	0.8154	0.7571	65	0.8476	0.9267	0.8854	150	0.6410	0.8621	0.7353	29	0.7632	0.8529	0.8056	34	0.7769	0.8832	0.8267	0.9609
0.0511	51.0	5406	0.1439	0.7711	0.8767	0.8205	73	0.6849	0.7692	0.7246	65	0.8476	0.9267	0.8854	150	0.6579	0.8621	0.7463	29	0.7632	0.8529	0.8056	34	0.7753	0.8746	0.8220	0.9609
0.0516	52.0	5512	0.1527	0.7619	0.8767	0.8153	73	0.6747	0.8615	0.7568	65	0.8313	0.92	0.8734	150	0.6757	0.8621	0.7576	29	0.7632	0.8529	0.8056	34	0.7647	0.8889	0.8221	0.9596
0.0524	53.0	5618	0.1529	0.7711	0.8767	0.8205	73	0.6835	0.8308	0.75	65	0.8274	0.9267	0.8742	150	0.625	0.8621	0.7246	29	0.7632	0.8529	0.8056	34	0.7623	0.8860	0.8195	0.9599
0.0513	54.0	5724	0.1577	0.7711	0.8767	0.8205	73	0.6477	0.8769	0.7451	65	0.8415	0.92	0.8790	150	0.6154	0.8276	0.7059	29	0.7632	0.8529	0.8056	34	0.7573	0.8889	0.8178	0.9577
0.0506	55.0	5830	0.1510	0.7875	0.8630	0.8235	73	0.6933	0.8	0.7429	65	0.8424	0.9267	0.8825	150	0.6316	0.8276	0.7164	29	0.7632	0.8529	0.8056	34	0.7753	0.8746	0.8220	0.9604
0.0511	56.0	5936	0.1485	0.7711	0.8767	0.8205	73	0.6974	0.8154	0.7518	65	0.8424	0.9267	0.8825	150	0.6579	0.8621	0.7463	29	0.7632	0.8529	0.8056	34	0.775	0.8832	0.8256	0.9606
0.0494	57.0	6042	0.1456	0.7778	0.8630	0.8182	73	0.68	0.7846	0.7286	65	0.8476	0.9267	0.8854	150	0.6579	0.8621	0.7463	29	0.7838	0.8529	0.8169	34	0.7772	0.8746	0.8231	0.9619
0.0494	58.0	6148	0.1526	0.7529	0.8767	0.8101	73	0.6986	0.7846	0.7391	65	0.8466	0.92	0.8818	150	0.6316	0.8276	0.7164	29	0.7632	0.8529	0.8056	34	0.7708	0.8718	0.8182	0.9604
0.0478	59.0	6254	0.1611	0.7805	0.8767	0.8258	73	0.6627	0.8462	0.7432	65	0.8466	0.92	0.8818	150	0.6	0.8276	0.6957	29	0.7632	0.8529	0.8056	34	0.7635	0.8832	0.8190	0.9587
0.0471	60.0	6360	0.1490	0.7901	0.8767	0.8312	73	0.6579	0.7692	0.7092	65	0.8519	0.92	0.8846	150	0.6579	0.8621	0.7463	29	0.7838	0.8529	0.8169	34	0.7766	0.8718	0.8215	0.9614
0.0457	61.0	6466	0.1452	0.8	0.8767	0.8366	73	0.6835	0.8308	0.75	65	0.8466	0.92	0.8818	150	0.6765	0.7931	0.7302	29	0.8056	0.8529	0.8286	34	0.7857	0.8775	0.8291	0.9623
0.0453	62.0	6572	0.1535	0.7683	0.8630	0.8129	73	0.6711	0.7846	0.7234	65	0.8519	0.92	0.8846	150	0.6757	0.8621	0.7576	29	0.7632	0.8529	0.8056	34	0.7747	0.8718	0.8204	0.9609
0.0439	63.0	6678	0.1550	0.7683	0.8630	0.8129	73	0.6506	0.8308	0.7297	65	0.8519	0.92	0.8846	150	0.6944	0.8621	0.7692	29	0.7632	0.8529	0.8056	34	0.7706	0.8803	0.8218	0.9596
0.0467	64.0	6784	0.1439	0.7975	0.8630	0.8289	73	0.6571	0.7077	0.6815	65	0.8519	0.92	0.8846	150	0.6970	0.7931	0.7419	29	0.7838	0.8529	0.8169	34	0.7848	0.8519	0.8169	0.9614
0.0422	65.0	6890	0.1603	0.7711	0.8767	0.8205	73	0.675	0.8308	0.7448	65	0.8466	0.92	0.8818	150	0.6	0.8276	0.6957	29	0.7632	0.8529	0.8056	34	0.7649	0.8803	0.8185	0.9591
0.0423	66.0	6996	0.1588	0.7619	0.8767	0.8153	73	0.6835	0.8308	0.75	65	0.8466	0.92	0.8818	150	0.6757	0.8621	0.7576	29	0.7632	0.8529	0.8056	34	0.7731	0.8832	0.8245	0.9594
0.0422	67.0	7102	0.1519	0.8025	0.8904	0.8442	73	0.6585	0.8308	0.7347	65	0.8519	0.92	0.8846	150	0.6579	0.8621	0.7463	29	0.7838	0.8529	0.8169	34	0.7775	0.8860	0.8282	0.9623
0.0416	68.0	7208	0.1546	0.7805	0.8767	0.8258	73	0.675	0.8308	0.7448	65	0.8519	0.92	0.8846	150	0.6410	0.8621	0.7353	29	0.7632	0.8529	0.8056	34	0.7731	0.8832	0.8245	0.9616
0.0403	69.0	7314	0.1511	0.7875	0.8630	0.8235	73	0.675	0.8308	0.7448	65	0.8466	0.92	0.8818	150	0.6857	0.8276	0.75	29	0.7632	0.8529	0.8056	34	0.7778	0.8775	0.8246	0.9619
0.0411	70.0	7420	0.1594	0.7805	0.8767	0.8258	73	0.6585	0.8308	0.7347	65	0.8466	0.92	0.8818	150	0.6579	0.8621	0.7463	29	0.7632	0.8529	0.8056	34	0.7692	0.8832	0.8223	0.9599
0.0391	71.0	7526	0.1717	0.7619	0.8767	0.8153	73	0.6222	0.8615	0.7226	65	0.8466	0.92	0.8818	150	0.6410	0.8621	0.7353	29	0.7632	0.8529	0.8056	34	0.7536	0.8889	0.8157	0.9562
0.0393	72.0	7632	0.1654	0.7529	0.8767	0.8101	73	0.6667	0.8308	0.7397	65	0.8415	0.92	0.8790	150	0.6579	0.8621	0.7463	29	0.7632	0.8529	0.8056	34	0.7635	0.8832	0.8190	0.9584
0.0411	73.0	7738	0.1570	0.7805	0.8767	0.8258	73	0.6753	0.8	0.7324	65	0.8466	0.92	0.8818	150	0.6579	0.8621	0.7463	29	0.7632	0.8529	0.8056	34	0.7739	0.8775	0.8224	0.9609
0.0408	74.0	7844	0.1583	0.7711	0.8767	0.8205	73	0.6753	0.8	0.7324	65	0.8476	0.9267	0.8854	150	0.6579	0.8621	0.7463	29	0.7838	0.8529	0.8169	34	0.7744	0.8803	0.824	0.9614
0.0389	75.0	7950	0.1631	0.7805	0.8767	0.8258	73	0.6625	0.8154	0.7310	65	0.8466	0.92	0.8818	150	0.6154	0.8276	0.7059	29	0.7632	0.8529	0.8056	34	0.7662	0.8775	0.8181	0.9591
0.0377	76.0	8056	0.1586	0.7805	0.8767	0.8258	73	0.6585	0.8308	0.7347	65	0.8519	0.92	0.8846	150	0.6316	0.8276	0.7164	29	0.7632	0.8529	0.8056	34	0.7687	0.8803	0.8207	0.9614
0.0404	77.0	8162	0.1617	0.7805	0.8767	0.8258	73	0.6585	0.8308	0.7347	65	0.8466	0.92	0.8818	150	0.6486	0.8276	0.7273	29	0.7632	0.8529	0.8056	34	0.7687	0.8803	0.8207	0.9601
0.0388	78.0	8268	0.1604	0.7805	0.8767	0.8258	73	0.6625	0.8154	0.7310	65	0.8519	0.92	0.8846	150	0.6667	0.8276	0.7385	29	0.7838	0.8529	0.8169	34	0.7758	0.8775	0.8235	0.9619
0.0383	79.0	8374	0.1600	0.7805	0.8767	0.8258	73	0.6623	0.7846	0.7183	65	0.8466	0.92	0.8818	150	0.6667	0.8276	0.7385	29	0.7632	0.8529	0.8056	34	0.7727	0.8718	0.8193	0.9611
0.0382	80.0	8480	0.1652	0.7805	0.8767	0.8258	73	0.6506	0.8308	0.7297	65	0.8466	0.92	0.8818	150	0.6216	0.7931	0.6970	29	0.7632	0.8529	0.8056	34	0.7643	0.8775	0.8170	0.9596
0.0378	81.0	8586	0.1706	0.7529	0.8767	0.8101	73	0.6506	0.8308	0.7297	65	0.8519	0.92	0.8846	150	0.6154	0.8276	0.7059	29	0.7632	0.8529	0.8056	34	0.7592	0.8803	0.8153	0.9591
0.039	82.0	8692	0.1682	0.7529	0.8767	0.8101	73	0.675	0.8308	0.7448	65	0.8466	0.92	0.8818	150	0.6486	0.8276	0.7273	29	0.7632	0.8529	0.8056	34	0.7667	0.8803	0.8196	0.9599
0.0372	83.0	8798	0.1668	0.7805	0.8767	0.8258	73	0.6329	0.7692	0.6944	65	0.8354	0.9133	0.8726	150	0.6486	0.8276	0.7273	29	0.7632	0.8529	0.8056	34	0.76	0.8661	0.8096	0.9589
0.0368	84.0	8904	0.1668	0.7711	0.8767	0.8205	73	0.6585	0.8308	0.7347	65	0.8466	0.92	0.8818	150	0.6579	0.8621	0.7463	29	0.7632	0.8529	0.8056	34	0.7673	0.8832	0.8212	0.9599
0.0374	85.0	9010	0.1643	0.7805	0.8767	0.8258	73	0.6757	0.7692	0.7194	65	0.8466	0.92	0.8818	150	0.6316	0.8276	0.7164	29	0.7632	0.8529	0.8056	34	0.7722	0.8689	0.8177	0.9606
0.0369	86.0	9116	0.1690	0.7711	0.8767	0.8205	73	0.6456	0.7846	0.7083	65	0.8466	0.92	0.8818	150	0.6410	0.8621	0.7353	29	0.7632	0.8529	0.8056	34	0.7637	0.8746	0.8154	0.9584
0.036	87.0	9222	0.1656	0.7805	0.8767	0.8258	73	0.6538	0.7846	0.7133	65	0.8466	0.92	0.8818	150	0.6486	0.8276	0.7273	29	0.7632	0.8529	0.8056	34	0.7688	0.8718	0.8171	0.9596
0.037	88.0	9328	0.1651	0.7805	0.8767	0.8258	73	0.6538	0.7846	0.7133	65	0.8466	0.92	0.8818	150	0.6486	0.8276	0.7273	29	0.7632	0.8529	0.8056	34	0.7688	0.8718	0.8171	0.9604
0.0373	89.0	9434	0.1692	0.7805	0.8767	0.8258	73	0.65	0.8	0.7172	65	0.8466	0.92	0.8818	150	0.6316	0.8276	0.7164	29	0.7632	0.8529	0.8056	34	0.7656	0.8746	0.8165	0.9594
0.0357	90.0	9540	0.1644	0.7805	0.8767	0.8258	73	0.6579	0.7692	0.7092	65	0.8466	0.92	0.8818	150	0.6316	0.8276	0.7164	29	0.7632	0.8529	0.8056	34	0.7683	0.8689	0.8155	0.9604
0.0365	91.0	9646	0.1706	0.7711	0.8767	0.8205	73	0.6585	0.8308	0.7347	65	0.8466	0.92	0.8818	150	0.6579	0.8621	0.7463	29	0.7632	0.8529	0.8056	34	0.7673	0.8832	0.8212	0.9596
0.0358	92.0	9752	0.1655	0.7711	0.8767	0.8205	73	0.6463	0.8154	0.7211	65	0.8466	0.92	0.8818	150	0.6316	0.8276	0.7164	29	0.7632	0.8529	0.8056	34	0.7624	0.8775	0.8159	0.9606
0.0367	93.0	9858	0.1664	0.7619	0.8767	0.8153	73	0.6667	0.8	0.7273	65	0.8466	0.92	0.8818	150	0.6316	0.8276	0.7164	29	0.7632	0.8529	0.8056	34	0.7656	0.8746	0.8165	0.9594
0.0367	94.0	9964	0.1675	0.7590	0.8630	0.8077	73	0.6420	0.8	0.7123	65	0.8466	0.92	0.8818	150	0.6316	0.8276	0.7164	29	0.7632	0.8529	0.8056	34	0.7593	0.8718	0.8117	0.9589
0.0358	95.0	10070	0.1725	0.7590	0.8630	0.8077	73	0.6585	0.8308	0.7347	65	0.8466	0.92	0.8818	150	0.6154	0.8276	0.7059	29	0.7632	0.8529	0.8056	34	0.7605	0.8775	0.8148	0.9591
0.0374	96.0	10176	0.1707	0.7619	0.8767	0.8153	73	0.6420	0.8	0.7123	65	0.8466	0.92	0.8818	150	0.6579	0.8621	0.7463	29	0.7632	0.8529	0.8056	34	0.7624	0.8775	0.8159	0.9594
0.0342	97.0	10282	0.1682	0.7711	0.8767	0.8205	73	0.6538	0.7846	0.7133	65	0.8466	0.92	0.8818	150	0.6316	0.8276	0.7164	29	0.7632	0.8529	0.8056	34	0.765	0.8718	0.8149	0.9594
0.0351	98.0	10388	0.1679	0.7711	0.8767	0.8205	73	0.6711	0.7846	0.7234	65	0.8466	0.92	0.8818	150	0.6316	0.8276	0.7164	29	0.7632	0.8529	0.8056	34	0.7688	0.8718	0.8171	0.9594
0.036	99.0	10494	0.1690	0.7619	0.8767	0.8153	73	0.6410	0.7692	0.6993	65	0.8466	0.92	0.8818	150	0.6316	0.8276	0.7164	29	0.7632	0.8529	0.8056	34	0.7606	0.8689	0.8112	0.9587
0.0368	100.0	10600	0.1687	0.7619	0.8767	0.8153	73	0.6410	0.7692	0.6993	65	0.8466	0.92	0.8818	150	0.6316	0.8276	0.7164	29	0.7632	0.8529	0.8056	34	0.7606	0.8689	0.8112	0.9587

Framework versions

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