nerugm-lora-r16-3

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: 0.1355
• Location Precision: 0.7262
• Location Recall: 0.8592
• Location F1: 0.7871
• Location Number: 71
• Organization Precision: 0.6588
• Organization Recall: 0.8615
• Organization F1: 0.7467
• Organization Number: 65
• Person Precision: 0.8765
• Person Recall: 0.9467
• Person F1: 0.9103
• Person Number: 150
• Quantity Precision: 0.675
• Quantity Recall: 0.8182
• Quantity F1: 0.7397
• Quantity Number: 33
• Time Precision: 0.8
• Time Recall: 0.8571
• Time F1: 0.8276
• Time Number: 28
• Overall Precision: 0.7731
• Overall Recall: 0.8934
• Overall F1: 0.8289
• Overall Accuracy: 0.9610

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
1.1647	1.0	106	0.7062	0.0	0.0	0.0	71	0.0	0.0	0.0	65	0.0	0.0	0.0	150	0.0	0.0	0.0	33	0.0	0.0	0.0	28	0.0	0.0	0.0	0.8409
0.6874	2.0	212	0.5870	0.0	0.0	0.0	71	0.0	0.0	0.0	65	0.2	0.0067	0.0129	150	0.0	0.0	0.0	33	0.0	0.0	0.0	28	0.125	0.0029	0.0056	0.8426
0.5688	3.0	318	0.4581	0.25	0.0423	0.0723	71	0.0833	0.0154	0.0260	65	0.2785	0.1467	0.1921	150	0.0	0.0	0.0	33	0.0769	0.0357	0.0488	28	0.2328	0.0778	0.1166	0.8642
0.4433	4.0	424	0.3303	0.4082	0.2817	0.3333	71	0.2414	0.1077	0.1489	65	0.5057	0.5867	0.5432	150	0.1111	0.0606	0.0784	33	0.3478	0.2857	0.3137	28	0.4266	0.3602	0.3906	0.9020
0.3385	5.0	530	0.2530	0.5119	0.6056	0.5548	71	0.3924	0.4769	0.4306	65	0.6421	0.8133	0.7176	150	0.4	0.4242	0.4118	33	0.6071	0.6071	0.6071	28	0.5457	0.6542	0.5950	0.9275
0.2744	6.0	636	0.2311	0.5684	0.7606	0.6506	71	0.43	0.6615	0.5212	65	0.6872	0.8933	0.7768	150	0.4186	0.5455	0.4737	33	0.5882	0.7143	0.6452	28	0.5760	0.7752	0.6609	0.9343
0.2399	7.0	742	0.1952	0.5895	0.7887	0.6747	71	0.4944	0.6769	0.5714	65	0.7391	0.9067	0.8144	150	0.4651	0.6061	0.5263	33	0.5882	0.7143	0.6452	28	0.6202	0.7954	0.6970	0.9401
0.2121	8.0	848	0.1917	0.5758	0.8028	0.6706	71	0.4862	0.8154	0.6092	65	0.7514	0.9067	0.8218	150	0.4889	0.6667	0.5641	33	0.6286	0.7857	0.6984	28	0.6183	0.8357	0.7108	0.9382
0.196	9.0	954	0.1589	0.6404	0.8028	0.7125	71	0.5698	0.7538	0.6490	65	0.7907	0.9067	0.8447	150	0.525	0.6364	0.5753	33	0.6774	0.75	0.7119	28	0.6794	0.8184	0.7425	0.9474
0.1834	10.0	1060	0.1622	0.6818	0.8451	0.7547	71	0.5354	0.8154	0.6463	65	0.7771	0.9067	0.8369	150	0.5714	0.7273	0.64	33	0.6857	0.8571	0.7619	28	0.6765	0.8559	0.7557	0.9457
0.175	11.0	1166	0.1499	0.6559	0.8592	0.7439	71	0.5862	0.7846	0.6711	65	0.7941	0.9	0.8438	150	0.5682	0.7576	0.6494	33	0.7667	0.8214	0.7931	28	0.6958	0.8501	0.7652	0.9505
0.1637	12.0	1272	0.1503	0.6854	0.8592	0.7625	71	0.5652	0.8	0.6624	65	0.7953	0.9067	0.8474	150	0.6190	0.7879	0.6933	33	0.7353	0.8929	0.8065	28	0.7009	0.8646	0.7742	0.9505
0.1569	13.0	1378	0.1438	0.7108	0.8310	0.7662	71	0.5521	0.8154	0.6584	65	0.7953	0.9067	0.8474	150	0.625	0.7576	0.6849	33	0.8333	0.8929	0.8621	28	0.7095	0.8588	0.7771	0.9515
0.1531	14.0	1484	0.1401	0.725	0.8169	0.7682	71	0.5652	0.8	0.6624	65	0.8	0.9067	0.8500	150	0.6585	0.8182	0.7297	33	0.8065	0.8929	0.8475	28	0.7198	0.8588	0.7832	0.9527
0.1479	15.0	1590	0.1551	0.6897	0.8451	0.7595	71	0.5354	0.8154	0.6463	65	0.7697	0.9133	0.8354	150	0.6364	0.8485	0.7273	33	0.7812	0.8929	0.8333	28	0.6886	0.8732	0.7700	0.9488
0.1429	16.0	1696	0.1450	0.7024	0.8310	0.7613	71	0.5604	0.7846	0.6538	65	0.8107	0.9133	0.8589	150	0.6222	0.8485	0.7179	33	0.75	0.8571	0.8000	28	0.7102	0.8617	0.7786	0.9515
0.1421	17.0	1802	0.1365	0.7160	0.8169	0.7632	71	0.5714	0.8	0.6667	65	0.7953	0.9067	0.8474	150	0.6829	0.8485	0.7568	33	0.7812	0.8929	0.8333	28	0.7188	0.8617	0.7837	0.9530
0.1385	18.0	1908	0.1421	0.7195	0.8310	0.7712	71	0.5474	0.8	0.65	65	0.7829	0.9133	0.8431	150	0.6667	0.8485	0.7467	33	0.7812	0.8929	0.8333	28	0.7066	0.8674	0.7788	0.9517
0.1316	19.0	2014	0.1380	0.7143	0.8451	0.7742	71	0.5670	0.8462	0.6790	65	0.8204	0.9133	0.8644	150	0.7	0.8485	0.7671	33	0.7812	0.8929	0.8333	28	0.7262	0.8790	0.7953	0.9537
0.1305	20.0	2120	0.1349	0.7059	0.8451	0.7692	71	0.5909	0.8	0.6797	65	0.8204	0.9133	0.8644	150	0.6429	0.8182	0.7200	33	0.75	0.8571	0.8000	28	0.7246	0.8646	0.7884	0.9532
0.127	21.0	2226	0.1296	0.7375	0.8310	0.7815	71	0.5909	0.8	0.6797	65	0.8193	0.9067	0.8608	150	0.6585	0.8182	0.7297	33	0.8387	0.9286	0.8814	28	0.7389	0.8646	0.7968	0.9559
0.1256	22.0	2332	0.1591	0.7011	0.8592	0.7722	71	0.5392	0.8462	0.6587	65	0.7874	0.9133	0.8457	150	0.5745	0.8182	0.675	33	0.7273	0.8571	0.7869	28	0.6862	0.8761	0.7696	0.9467
0.1241	23.0	2438	0.1322	0.7468	0.8310	0.7867	71	0.5567	0.8308	0.6667	65	0.8303	0.9133	0.8698	150	0.6585	0.8182	0.7297	33	0.8667	0.9286	0.8966	28	0.7354	0.8732	0.7984	0.9549
0.1204	24.0	2544	0.1327	0.7143	0.8451	0.7742	71	0.5761	0.8154	0.6752	65	0.8107	0.9133	0.8589	150	0.675	0.8182	0.7397	33	0.7812	0.8929	0.8333	28	0.7242	0.8703	0.7906	0.9544
0.1202	25.0	2650	0.1424	0.7317	0.8451	0.7843	71	0.5567	0.8308	0.6667	65	0.8059	0.9133	0.8562	150	0.5870	0.8182	0.6835	33	0.75	0.8571	0.8000	28	0.7073	0.8703	0.7804	0.9503
0.1162	26.0	2756	0.1371	0.7564	0.8310	0.7919	71	0.5870	0.8308	0.6879	65	0.8070	0.92	0.8598	150	0.6341	0.7879	0.7027	33	0.75	0.8571	0.8000	28	0.7271	0.8674	0.7911	0.9537
0.113	27.0	2862	0.1443	0.7143	0.8451	0.7742	71	0.5684	0.8308	0.675	65	0.8012	0.9133	0.8536	150	0.6429	0.8182	0.7200	33	0.75	0.8571	0.8000	28	0.7123	0.8703	0.7834	0.9515
0.1121	28.0	2968	0.1352	0.7407	0.8451	0.7895	71	0.5895	0.8615	0.7	65	0.8118	0.92	0.8625	150	0.6190	0.7879	0.6933	33	0.7812	0.8929	0.8333	28	0.7262	0.8790	0.7953	0.9544
0.1127	29.0	3074	0.1359	0.7531	0.8592	0.8026	71	0.5612	0.8462	0.6748	65	0.8166	0.92	0.8652	150	0.6341	0.7879	0.7027	33	0.7812	0.8929	0.8333	28	0.7245	0.8790	0.7943	0.9530
0.1101	30.0	3180	0.1349	0.7317	0.8451	0.7843	71	0.5567	0.8308	0.6667	65	0.8023	0.92	0.8571	150	0.675	0.8182	0.7397	33	0.7812	0.8929	0.8333	28	0.7187	0.8761	0.7896	0.9534
0.1085	31.0	3286	0.1329	0.7143	0.8451	0.7742	71	0.5745	0.8308	0.6792	65	0.8166	0.92	0.8652	150	0.65	0.7879	0.7123	33	0.7812	0.8929	0.8333	28	0.7232	0.8732	0.7911	0.9544
0.1055	32.0	3392	0.1428	0.7093	0.8592	0.7771	71	0.5895	0.8615	0.7	65	0.8118	0.92	0.8625	150	0.6585	0.8182	0.7297	33	0.7812	0.8929	0.8333	28	0.7241	0.8847	0.7964	0.9537
0.1058	33.0	3498	0.1319	0.75	0.8451	0.7947	71	0.5914	0.8462	0.6962	65	0.8323	0.9267	0.8770	150	0.6923	0.8182	0.7500	33	0.7812	0.8929	0.8333	28	0.7445	0.8818	0.8074	0.9568
0.1038	34.0	3604	0.1339	0.7229	0.8451	0.7792	71	0.6022	0.8615	0.7089	65	0.8537	0.9333	0.8917	150	0.675	0.8182	0.7397	33	0.75	0.8571	0.8000	28	0.7451	0.8847	0.8090	0.9566
0.1055	35.0	3710	0.1373	0.7143	0.8451	0.7742	71	0.6087	0.8615	0.7134	65	0.8323	0.9267	0.8770	150	0.6585	0.8182	0.7297	33	0.75	0.8571	0.8000	28	0.7356	0.8818	0.8021	0.9554
0.1012	36.0	3816	0.1406	0.7262	0.8592	0.7871	71	0.5773	0.8615	0.6914	65	0.8323	0.9267	0.8770	150	0.6	0.8182	0.6923	33	0.7812	0.8929	0.8333	28	0.7247	0.8876	0.7979	0.9537
0.0982	37.0	3922	0.1402	0.7176	0.8592	0.7821	71	0.5789	0.8462	0.6875	65	0.8383	0.9333	0.8833	150	0.6279	0.8182	0.7105	33	0.7273	0.8571	0.7869	28	0.7258	0.8847	0.7974	0.9534
0.0982	38.0	4028	0.1380	0.7176	0.8592	0.7821	71	0.6044	0.8462	0.7051	65	0.8485	0.9333	0.8889	150	0.6429	0.8182	0.7200	33	0.7273	0.8571	0.7869	28	0.7380	0.8847	0.8047	0.9554
0.0976	39.0	4134	0.1389	0.7381	0.8732	0.8	71	0.5833	0.8615	0.6957	65	0.8274	0.9267	0.8742	150	0.65	0.7879	0.7123	33	0.7273	0.8571	0.7869	28	0.7292	0.8847	0.7995	0.9544
0.0987	40.0	4240	0.1265	0.7381	0.8732	0.8	71	0.6222	0.8615	0.7226	65	0.8313	0.92	0.8734	150	0.675	0.8182	0.7397	33	0.8333	0.8929	0.8621	28	0.7512	0.8876	0.8137	0.9590
0.0975	41.0	4346	0.1358	0.7349	0.8592	0.7922	71	0.6087	0.8615	0.7134	65	0.8383	0.9333	0.8833	150	0.6429	0.8182	0.7200	33	0.7812	0.8929	0.8333	28	0.7428	0.8905	0.8100	0.9564
0.0963	42.0	4452	0.1362	0.7317	0.8451	0.7843	71	0.6154	0.8615	0.7179	65	0.8485	0.9333	0.8889	150	0.6341	0.7879	0.7027	33	0.8065	0.8929	0.8475	28	0.7488	0.8847	0.8111	0.9566
0.0956	43.0	4558	0.1262	0.7470	0.8732	0.8052	71	0.6395	0.8462	0.7285	65	0.8476	0.9267	0.8854	150	0.6667	0.7879	0.7222	33	0.8065	0.8929	0.8475	28	0.7618	0.8847	0.8187	0.9597
0.0957	44.0	4664	0.1277	0.7349	0.8592	0.7922	71	0.6395	0.8462	0.7285	65	0.8537	0.9333	0.8917	150	0.675	0.8182	0.7397	33	0.8065	0.8929	0.8475	28	0.7624	0.8876	0.8202	0.9600
0.0931	45.0	4770	0.1298	0.7294	0.8732	0.7949	71	0.6292	0.8615	0.7273	65	0.8537	0.9333	0.8917	150	0.675	0.8182	0.7397	33	0.8065	0.8929	0.8475	28	0.7579	0.8934	0.8201	0.9595
0.0944	46.0	4876	0.1255	0.75	0.8451	0.7947	71	0.6180	0.8462	0.7143	65	0.8528	0.9267	0.8882	150	0.7368	0.8485	0.7887	33	0.8333	0.8929	0.8621	28	0.7675	0.8847	0.8220	0.9597
0.0908	47.0	4982	0.1382	0.7093	0.8592	0.7771	71	0.6222	0.8615	0.7226	65	0.8537	0.9333	0.8917	150	0.675	0.8182	0.7397	33	0.7742	0.8571	0.8136	28	0.7494	0.8876	0.8127	0.9571
0.0926	48.0	5088	0.1327	0.7176	0.8592	0.7821	71	0.6154	0.8615	0.7179	65	0.8537	0.9333	0.8917	150	0.675	0.8182	0.7397	33	0.8065	0.8929	0.8475	28	0.7518	0.8905	0.8153	0.9588
0.0906	49.0	5194	0.1390	0.7126	0.8732	0.7848	71	0.6154	0.8615	0.7179	65	0.8598	0.94	0.8981	150	0.6429	0.8182	0.7200	33	0.7188	0.8214	0.7667	28	0.7428	0.8905	0.8100	0.9568
0.0875	50.0	5300	0.1356	0.7176	0.8592	0.7821	71	0.6222	0.8615	0.7226	65	0.8494	0.94	0.8924	150	0.675	0.8182	0.7397	33	0.7742	0.8571	0.8136	28	0.75	0.8905	0.8142	0.9578
0.0885	51.0	5406	0.1332	0.7209	0.8732	0.7898	71	0.6154	0.8615	0.7179	65	0.8650	0.94	0.9010	150	0.6585	0.8182	0.7297	33	0.7742	0.8571	0.8136	28	0.7524	0.8934	0.8169	0.9585
0.0886	52.0	5512	0.1366	0.7349	0.8592	0.7922	71	0.6111	0.8462	0.7097	65	0.8598	0.94	0.8981	150	0.6429	0.8182	0.7200	33	0.7742	0.8571	0.8136	28	0.7512	0.8876	0.8137	0.9576
0.0875	53.0	5618	0.1453	0.7176	0.8592	0.7821	71	0.5684	0.8308	0.675	65	0.8284	0.9333	0.8777	150	0.6429	0.8182	0.7200	33	0.7419	0.8214	0.7797	28	0.7227	0.8790	0.7932	0.9542
0.0821	54.0	5724	0.1334	0.7229	0.8451	0.7792	71	0.6067	0.8308	0.7013	65	0.8758	0.94	0.9068	150	0.675	0.8182	0.7397	33	0.8065	0.8929	0.8475	28	0.7599	0.8847	0.8176	0.9588
0.0839	55.0	5830	0.1383	0.7229	0.8451	0.7792	71	0.6067	0.8308	0.7013	65	0.8606	0.9467	0.9016	150	0.6429	0.8182	0.7200	33	0.7742	0.8571	0.8136	28	0.7488	0.8847	0.8111	0.9583
0.0886	56.0	5936	0.1305	0.7317	0.8451	0.7843	71	0.6180	0.8462	0.7143	65	0.8476	0.9267	0.8854	150	0.7	0.8485	0.7671	33	0.8065	0.8929	0.8475	28	0.7562	0.8847	0.8154	0.9590
0.0838	57.0	6042	0.1341	0.7317	0.8451	0.7843	71	0.625	0.8462	0.7190	65	0.8545	0.94	0.8952	150	0.6585	0.8182	0.7297	33	0.7742	0.8571	0.8136	28	0.7543	0.8847	0.8143	0.9571
0.0846	58.0	6148	0.1279	0.7317	0.8451	0.7843	71	0.6429	0.8308	0.7248	65	0.8485	0.9333	0.8889	150	0.7179	0.8485	0.7778	33	0.7742	0.8571	0.8136	28	0.7631	0.8818	0.8182	0.9597
0.0832	59.0	6254	0.1349	0.7317	0.8451	0.7843	71	0.625	0.8462	0.7190	65	0.8545	0.94	0.8952	150	0.6429	0.8182	0.7200	33	0.7742	0.8571	0.8136	28	0.7525	0.8847	0.8132	0.9583
0.0837	60.0	6360	0.1283	0.7407	0.8451	0.7895	71	0.6548	0.8462	0.7383	65	0.8434	0.9333	0.8861	150	0.7	0.8485	0.7671	33	0.7742	0.8571	0.8136	28	0.7637	0.8847	0.8198	0.9593
0.0819	61.0	6466	0.1336	0.7195	0.8310	0.7712	71	0.6322	0.8462	0.7237	65	0.8434	0.9333	0.8861	150	0.7	0.8485	0.7671	33	0.7742	0.8571	0.8136	28	0.7537	0.8818	0.8127	0.9590
0.0811	62.0	6572	0.1357	0.7195	0.8310	0.7712	71	0.625	0.8462	0.7190	65	0.8712	0.9467	0.9073	150	0.6585	0.8182	0.7297	33	0.7742	0.8571	0.8136	28	0.7580	0.8847	0.8165	0.9581
0.0796	63.0	6678	0.1299	0.7229	0.8451	0.7792	71	0.6512	0.8615	0.7417	65	0.8704	0.94	0.9038	150	0.7179	0.8485	0.7778	33	0.8	0.8571	0.8276	28	0.7725	0.8905	0.8273	0.9602
0.0779	64.0	6784	0.1309	0.7317	0.8451	0.7843	71	0.6471	0.8462	0.7333	65	0.8494	0.94	0.8924	150	0.6923	0.8182	0.7500	33	0.7742	0.8571	0.8136	28	0.7618	0.8847	0.8187	0.9595
0.0793	65.0	6890	0.1322	0.7407	0.8451	0.7895	71	0.6222	0.8615	0.7226	65	0.8712	0.9467	0.9073	150	0.6585	0.8182	0.7297	33	0.7742	0.8571	0.8136	28	0.7611	0.8905	0.8207	0.9588
0.0779	66.0	6996	0.1401	0.7262	0.8592	0.7871	71	0.6044	0.8462	0.7051	65	0.8554	0.9467	0.8987	150	0.6585	0.8182	0.7297	33	0.7742	0.8571	0.8136	28	0.7482	0.8905	0.8132	0.9576
0.0786	67.0	7102	0.1314	0.7229	0.8451	0.7792	71	0.6548	0.8462	0.7383	65	0.8765	0.9467	0.9103	150	0.6923	0.8182	0.7500	33	0.7742	0.8571	0.8136	28	0.7719	0.8876	0.8257	0.9605
0.0767	68.0	7208	0.1335	0.7176	0.8592	0.7821	71	0.6548	0.8462	0.7383	65	0.8712	0.9467	0.9073	150	0.6585	0.8182	0.7297	33	0.7742	0.8571	0.8136	28	0.7649	0.8905	0.8229	0.9602
0.0795	69.0	7314	0.1357	0.7176	0.8592	0.7821	71	0.6154	0.8615	0.7179	65	0.8434	0.9333	0.8861	150	0.6829	0.8485	0.7568	33	0.8	0.8571	0.8276	28	0.7482	0.8905	0.8132	0.9578
0.0779	70.0	7420	0.1332	0.7229	0.8451	0.7792	71	0.6471	0.8462	0.7333	65	0.8434	0.9333	0.8861	150	0.675	0.8182	0.7397	33	0.8	0.8571	0.8276	28	0.7574	0.8818	0.8149	0.9593
0.0774	71.0	7526	0.1431	0.7093	0.8592	0.7771	71	0.6087	0.8615	0.7134	65	0.8659	0.9467	0.9045	150	0.6429	0.8182	0.7200	33	0.75	0.8571	0.8000	28	0.7452	0.8934	0.8126	0.9568
0.0769	72.0	7632	0.1334	0.7229	0.8451	0.7792	71	0.6627	0.8462	0.7432	65	0.8650	0.94	0.9010	150	0.6585	0.8182	0.7297	33	0.8	0.8571	0.8276	28	0.7675	0.8847	0.8220	0.9602
0.077	73.0	7738	0.1303	0.7349	0.8592	0.7922	71	0.6548	0.8462	0.7383	65	0.8580	0.9267	0.8910	150	0.7179	0.8485	0.7778	33	0.8	0.8571	0.8276	28	0.7714	0.8847	0.8242	0.9610
0.0748	74.0	7844	0.1335	0.7229	0.8451	0.7792	71	0.6548	0.8462	0.7383	65	0.8589	0.9333	0.8946	150	0.6923	0.8182	0.7500	33	0.8	0.8571	0.8276	28	0.7669	0.8818	0.8204	0.9602
0.0749	75.0	7950	0.1302	0.7349	0.8592	0.7922	71	0.6585	0.8308	0.7347	65	0.8537	0.9333	0.8917	150	0.6923	0.8182	0.7500	33	0.8	0.8571	0.8276	28	0.7688	0.8818	0.8215	0.9605
0.0766	76.0	8056	0.1367	0.7229	0.8451	0.7792	71	0.6471	0.8462	0.7333	65	0.8545	0.94	0.8952	150	0.6923	0.8182	0.7500	33	0.8	0.8571	0.8276	28	0.7637	0.8847	0.8198	0.9602
0.0766	77.0	8162	0.1350	0.7229	0.8451	0.7792	71	0.6353	0.8308	0.7200	65	0.8812	0.94	0.9097	150	0.675	0.8182	0.7397	33	0.8	0.8571	0.8276	28	0.7688	0.8818	0.8215	0.9602
0.0749	78.0	8268	0.1340	0.7349	0.8592	0.7922	71	0.6471	0.8462	0.7333	65	0.8812	0.94	0.9097	150	0.6923	0.8182	0.7500	33	0.8	0.8571	0.8276	28	0.7758	0.8876	0.8280	0.9607
0.0746	79.0	8374	0.1382	0.7229	0.8451	0.7792	71	0.6395	0.8462	0.7285	65	0.8712	0.9467	0.9073	150	0.6585	0.8182	0.7297	33	0.8	0.8571	0.8276	28	0.7643	0.8876	0.8213	0.9597
0.0736	80.0	8480	0.1375	0.7229	0.8451	0.7792	71	0.6279	0.8308	0.7152	65	0.8773	0.9533	0.9137	150	0.675	0.8182	0.7397	33	0.8	0.8571	0.8276	28	0.7662	0.8876	0.8224	0.9602
0.0732	81.0	8586	0.1353	0.7262	0.8592	0.7871	71	0.6512	0.8615	0.7417	65	0.8875	0.9467	0.9161	150	0.675	0.8182	0.7397	33	0.8	0.8571	0.8276	28	0.775	0.8934	0.8300	0.9610
0.0757	82.0	8692	0.1401	0.6860	0.8310	0.7516	71	0.6136	0.8308	0.7059	65	0.8659	0.9467	0.9045	150	0.6585	0.8182	0.7297	33	0.7742	0.8571	0.8136	28	0.7463	0.8818	0.8085	0.9581
0.0743	83.0	8798	0.1361	0.7059	0.8451	0.7692	71	0.6279	0.8308	0.7152	65	0.8659	0.9467	0.9045	150	0.675	0.8182	0.7397	33	0.8	0.8571	0.8276	28	0.7580	0.8847	0.8165	0.9597
0.0761	84.0	8904	0.1344	0.7143	0.8451	0.7742	71	0.6548	0.8462	0.7383	65	0.8875	0.9467	0.9161	150	0.675	0.8182	0.7397	33	0.8	0.8571	0.8276	28	0.7739	0.8876	0.8268	0.9605
0.0738	85.0	9010	0.1364	0.7143	0.8451	0.7742	71	0.6667	0.8615	0.7517	65	0.8820	0.9467	0.9132	150	0.675	0.8182	0.7397	33	0.8	0.8571	0.8276	28	0.7744	0.8905	0.8284	0.9610
0.0717	86.0	9116	0.1356	0.7143	0.8451	0.7742	71	0.6667	0.8615	0.7517	65	0.8812	0.94	0.9097	150	0.6585	0.8182	0.7297	33	0.8	0.8571	0.8276	28	0.7719	0.8876	0.8257	0.9605
0.0716	87.0	9222	0.1374	0.7143	0.8451	0.7742	71	0.6588	0.8615	0.7467	65	0.8659	0.9467	0.9045	150	0.675	0.8182	0.7397	33	0.8	0.8571	0.8276	28	0.7667	0.8905	0.824	0.9600
0.0721	88.0	9328	0.1353	0.7262	0.8592	0.7871	71	0.6588	0.8615	0.7467	65	0.8875	0.9467	0.9161	150	0.7	0.8485	0.7671	33	0.8	0.8571	0.8276	28	0.7794	0.8963	0.8338	0.9610
0.0736	89.0	9434	0.1337	0.7262	0.8592	0.7871	71	0.6548	0.8462	0.7383	65	0.8875	0.9467	0.9161	150	0.7	0.8485	0.7671	33	0.8	0.8571	0.8276	28	0.7789	0.8934	0.8322	0.9610
0.0723	90.0	9540	0.1357	0.7143	0.8451	0.7742	71	0.6667	0.8615	0.7517	65	0.8712	0.9467	0.9073	150	0.7	0.8485	0.7671	33	0.8	0.8571	0.8276	28	0.7731	0.8934	0.8289	0.9612
0.073	91.0	9646	0.1347	0.7262	0.8592	0.7871	71	0.6548	0.8462	0.7383	65	0.8765	0.9467	0.9103	150	0.7	0.8485	0.7671	33	0.8	0.8571	0.8276	28	0.775	0.8934	0.8300	0.9610
0.073	92.0	9752	0.1347	0.7262	0.8592	0.7871	71	0.6386	0.8154	0.7162	65	0.8712	0.9467	0.9073	150	0.675	0.8182	0.7397	33	0.8	0.8571	0.8276	28	0.7675	0.8847	0.8220	0.9605
0.0725	93.0	9858	0.1359	0.7143	0.8451	0.7742	71	0.6471	0.8462	0.7333	65	0.8712	0.9467	0.9073	150	0.675	0.8182	0.7397	33	0.8	0.8571	0.8276	28	0.7662	0.8876	0.8224	0.9602
0.0717	94.0	9964	0.1379	0.7059	0.8451	0.7692	71	0.6471	0.8462	0.7333	65	0.8659	0.9467	0.9045	150	0.675	0.8182	0.7397	33	0.8	0.8571	0.8276	28	0.7624	0.8876	0.8202	0.9597
0.0725	95.0	10070	0.1368	0.7059	0.8451	0.7692	71	0.6588	0.8615	0.7467	65	0.8712	0.9467	0.9073	150	0.675	0.8182	0.7397	33	0.8	0.8571	0.8276	28	0.7667	0.8905	0.824	0.9602
0.0707	96.0	10176	0.1361	0.7143	0.8451	0.7742	71	0.6588	0.8615	0.7467	65	0.8765	0.9467	0.9103	150	0.675	0.8182	0.7397	33	0.8	0.8571	0.8276	28	0.7706	0.8905	0.8262	0.9607
0.0724	97.0	10282	0.1355	0.7143	0.8451	0.7742	71	0.6471	0.8462	0.7333	65	0.8765	0.9467	0.9103	150	0.675	0.8182	0.7397	33	0.8	0.8571	0.8276	28	0.7681	0.8876	0.8235	0.9605
0.0708	98.0	10388	0.1351	0.7262	0.8592	0.7871	71	0.6588	0.8615	0.7467	65	0.8820	0.9467	0.9132	150	0.675	0.8182	0.7397	33	0.8	0.8571	0.8276	28	0.775	0.8934	0.8300	0.9612
0.0725	99.0	10494	0.1357	0.7143	0.8451	0.7742	71	0.6588	0.8615	0.7467	65	0.8765	0.9467	0.9103	150	0.675	0.8182	0.7397	33	0.8	0.8571	0.8276	28	0.7706	0.8905	0.8262	0.9607
0.0719	100.0	10600	0.1355	0.7262	0.8592	0.7871	71	0.6588	0.8615	0.7467	65	0.8765	0.9467	0.9103	150	0.675	0.8182	0.7397	33	0.8	0.8571	0.8276	28	0.7731	0.8934	0.8289	0.9610

Framework versions

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