nerugm-lora-r8-2

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: 0.1373
• Location Precision: 0.7229
• Location Recall: 0.8333
• Location F1: 0.7742
• Location Number: 72
• Organization Precision: 0.7111
• Organization Recall: 0.8533
• Organization F1: 0.7758
• Organization Number: 75
• Person Precision: 0.8323
• Person Recall: 0.9371
• Person F1: 0.8816
• Person Number: 143
• Quantity Precision: 0.5
• Quantity Recall: 0.6957
• Quantity F1: 0.5818
• Quantity Number: 23
• Time Precision: 0.7333
• Time Recall: 0.8462
• Time F1: 0.7857
• Time Number: 26
• Overall Precision: 0.7475
• Overall Recall: 0.8732
• Overall F1: 0.8054
• Overall Accuracy: 0.9567

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
1.2425	1.0	106	0.7045	0.0	0.0	0.0	72	0.0	0.0	0.0	75	0.0	0.0	0.0	143	0.0	0.0	0.0	23	0.0	0.0	0.0	26	0.0	0.0	0.0	0.8449
0.7049	2.0	212	0.5984	0.0	0.0	0.0	72	0.0	0.0	0.0	75	0.0	0.0	0.0	143	0.0	0.0	0.0	23	0.0	0.0	0.0	26	0.0	0.0	0.0	0.8456
0.6175	3.0	318	0.5003	0.0	0.0	0.0	72	0.0	0.0	0.0	75	0.25	0.0280	0.0503	143	0.0	0.0	0.0	23	0.0	0.0	0.0	26	0.1481	0.0118	0.0219	0.8511
0.5236	4.0	424	0.4111	0.6667	0.0833	0.1481	72	0.0556	0.0133	0.0215	75	0.4043	0.2657	0.3207	143	0.0	0.0	0.0	23	0.4706	0.3077	0.3721	26	0.3841	0.1563	0.2222	0.8799
0.4275	5.0	530	0.3293	0.5652	0.3611	0.4407	72	0.3864	0.2267	0.2857	75	0.6323	0.6853	0.6577	143	0.0	0.0	0.0	23	0.7273	0.6154	0.6667	26	0.5607	0.4631	0.5073	0.9134
0.3439	6.0	636	0.2720	0.5833	0.5833	0.5833	72	0.4429	0.4133	0.4276	75	0.7029	0.8601	0.7736	143	0.1923	0.2174	0.2041	23	0.6552	0.7308	0.6909	26	0.5914	0.6490	0.6188	0.9282
0.2863	7.0	742	0.2361	0.6386	0.7361	0.6839	72	0.5065	0.52	0.5132	75	0.7399	0.8951	0.8101	143	0.2667	0.3478	0.3019	23	0.6897	0.7692	0.7273	26	0.6327	0.7316	0.6785	0.9332
0.2491	8.0	848	0.2097	0.6951	0.7917	0.7403	72	0.5269	0.6533	0.5833	75	0.7588	0.9021	0.8243	143	0.2667	0.3478	0.3019	23	0.6897	0.7692	0.7273	26	0.6510	0.7758	0.7079	0.9377
0.2268	9.0	954	0.1984	0.7176	0.8472	0.7771	72	0.5052	0.6533	0.5698	75	0.7602	0.9091	0.8280	143	0.3704	0.4348	0.4000	23	0.7	0.8077	0.75	26	0.6610	0.7994	0.7236	0.9390
0.2079	10.0	1060	0.1859	0.7126	0.8611	0.7799	72	0.5104	0.6533	0.5731	75	0.7616	0.9161	0.8317	143	0.3939	0.5652	0.4643	23	0.6774	0.8077	0.7368	26	0.6587	0.8142	0.7282	0.9402
0.196	11.0	1166	0.1741	0.7381	0.8611	0.7949	72	0.5294	0.72	0.6102	75	0.7588	0.9021	0.8243	143	0.3714	0.5652	0.4483	23	0.6562	0.8077	0.7241	26	0.6596	0.8230	0.7323	0.9425
0.1883	12.0	1272	0.1675	0.7317	0.8333	0.7792	72	0.5591	0.6933	0.6190	75	0.7692	0.9091	0.8333	143	0.4828	0.6087	0.5385	23	0.7	0.8077	0.75	26	0.6873	0.8171	0.7466	0.9445
0.1791	13.0	1378	0.1607	0.7692	0.8333	0.8	72	0.5545	0.7467	0.6364	75	0.7811	0.9231	0.8462	143	0.4333	0.5652	0.4906	23	0.7	0.8077	0.75	26	0.6912	0.8319	0.7550	0.9475
0.1739	14.0	1484	0.1563	0.7733	0.8056	0.7891	72	0.5481	0.76	0.6369	75	0.8137	0.9161	0.8618	143	0.4286	0.5217	0.4706	23	0.7241	0.8077	0.7636	26	0.7028	0.8230	0.7582	0.9482
0.1715	15.0	1590	0.1506	0.7692	0.8333	0.8	72	0.5670	0.7333	0.6395	75	0.8199	0.9231	0.8684	143	0.5	0.6087	0.5490	23	0.7	0.8077	0.75	26	0.7157	0.8319	0.7694	0.9510
0.164	16.0	1696	0.1555	0.7375	0.8194	0.7763	72	0.5648	0.8133	0.6667	75	0.8049	0.9231	0.8599	143	0.6	0.7826	0.6792	23	0.7333	0.8462	0.7857	26	0.7087	0.8614	0.7776	0.9507
0.1562	17.0	1802	0.1546	0.7381	0.8611	0.7949	72	0.5882	0.8	0.6780	75	0.8049	0.9231	0.8599	143	0.5758	0.8261	0.6786	23	0.6774	0.8077	0.7368	26	0.7101	0.8673	0.7809	0.9517
0.1566	18.0	1908	0.1545	0.7349	0.8472	0.7871	72	0.5556	0.8	0.6557	75	0.7927	0.9091	0.8469	143	0.6129	0.8261	0.7037	23	0.7097	0.8462	0.7719	26	0.7002	0.8614	0.7725	0.9507
0.1515	19.0	2014	0.1474	0.7195	0.8194	0.7662	72	0.6129	0.76	0.6786	75	0.7904	0.9231	0.8516	143	0.5758	0.8261	0.6786	23	0.7419	0.8846	0.8070	26	0.7143	0.8555	0.7785	0.9527
0.1462	20.0	2120	0.1590	0.7093	0.8472	0.7722	72	0.5439	0.8267	0.6561	75	0.7844	0.9161	0.8452	143	0.5758	0.8261	0.6786	23	0.6875	0.8462	0.7586	26	0.6829	0.8702	0.7652	0.9477
0.147	21.0	2226	0.1474	0.7229	0.8333	0.7742	72	0.6289	0.8133	0.7093	75	0.8061	0.9301	0.8636	143	0.6	0.7826	0.6792	23	0.7667	0.8846	0.8214	26	0.7284	0.8702	0.7930	0.9552
0.1439	22.0	2332	0.1480	0.7531	0.8472	0.7974	72	0.5962	0.8267	0.6927	75	0.8110	0.9301	0.8664	143	0.5938	0.8261	0.6909	23	0.7667	0.8846	0.8214	26	0.7251	0.8791	0.7947	0.9537
0.1409	23.0	2438	0.1461	0.7531	0.8472	0.7974	72	0.5905	0.8267	0.6889	75	0.8110	0.9301	0.8664	143	0.6129	0.8261	0.7037	23	0.7667	0.8846	0.8214	26	0.7251	0.8791	0.7947	0.9545
0.1404	24.0	2544	0.1476	0.7262	0.8472	0.7821	72	0.6019	0.8267	0.6966	75	0.8272	0.9371	0.8787	143	0.5938	0.8261	0.6909	23	0.7667	0.8846	0.8214	26	0.7275	0.8820	0.7973	0.9545
0.1389	25.0	2650	0.1446	0.7407	0.8333	0.7843	72	0.6196	0.76	0.6826	75	0.8272	0.9371	0.8787	143	0.5938	0.8261	0.6909	23	0.7419	0.8846	0.8070	26	0.7362	0.8643	0.7951	0.9552
0.1364	26.0	2756	0.1441	0.7229	0.8333	0.7742	72	0.6263	0.8267	0.7126	75	0.8221	0.9371	0.8758	143	0.5758	0.8261	0.6786	23	0.7333	0.8462	0.7857	26	0.7279	0.8761	0.7952	0.9547
0.1312	27.0	2862	0.1471	0.7262	0.8472	0.7821	72	0.6705	0.7867	0.7239	75	0.8385	0.9441	0.8882	143	0.5758	0.8261	0.6786	23	0.7667	0.8846	0.8214	26	0.75	0.8761	0.8082	0.9562
0.1322	28.0	2968	0.1390	0.7531	0.8472	0.7974	72	0.6593	0.8	0.7229	75	0.8199	0.9231	0.8684	143	0.5806	0.7826	0.6667	23	0.7667	0.8846	0.8214	26	0.7462	0.8673	0.8022	0.9565
0.132	29.0	3074	0.1382	0.7531	0.8472	0.7974	72	0.6105	0.7733	0.6824	75	0.8438	0.9441	0.8911	143	0.5806	0.7826	0.6667	23	0.7667	0.8846	0.8214	26	0.7431	0.8702	0.8016	0.9562
0.1343	30.0	3180	0.1431	0.7531	0.8472	0.7974	72	0.6224	0.8133	0.7052	75	0.8385	0.9441	0.8882	143	0.5806	0.7826	0.6667	23	0.7667	0.8846	0.8214	26	0.7431	0.8791	0.8054	0.9560
0.1269	31.0	3286	0.1384	0.7439	0.8472	0.7922	72	0.6452	0.8	0.7143	75	0.8385	0.9441	0.8882	143	0.5806	0.7826	0.6667	23	0.7667	0.8846	0.8214	26	0.7481	0.8761	0.8071	0.9565
0.1254	32.0	3392	0.1354	0.7439	0.8472	0.7922	72	0.6186	0.8	0.6977	75	0.8438	0.9441	0.8911	143	0.5806	0.7826	0.6667	23	0.7667	0.8846	0.8214	26	0.7425	0.8761	0.8038	0.9565
0.1235	33.0	3498	0.1374	0.7229	0.8333	0.7742	72	0.6452	0.8	0.7143	75	0.8438	0.9441	0.8911	143	0.5625	0.7826	0.6545	23	0.7667	0.8846	0.8214	26	0.7437	0.8732	0.8033	0.9562
0.1209	34.0	3604	0.1420	0.7407	0.8333	0.7843	72	0.6186	0.8	0.6977	75	0.8428	0.9371	0.8874	143	0.5312	0.7391	0.6182	23	0.7667	0.8846	0.8214	26	0.7368	0.8673	0.7967	0.9552
0.1259	35.0	3710	0.1349	0.7407	0.8333	0.7843	72	0.625	0.8	0.7018	75	0.8418	0.9301	0.8837	143	0.5806	0.7826	0.6667	23	0.7667	0.8846	0.8214	26	0.7424	0.8673	0.8000	0.9565
0.1202	36.0	3816	0.1339	0.75	0.8333	0.7895	72	0.6782	0.7867	0.7284	75	0.8375	0.9371	0.8845	143	0.5484	0.7391	0.6296	23	0.7667	0.8846	0.8214	26	0.7552	0.8643	0.8061	0.9580
0.1196	37.0	3922	0.1388	0.7531	0.8472	0.7974	72	0.6040	0.8133	0.6932	75	0.8428	0.9371	0.8874	143	0.5152	0.7391	0.6071	23	0.7333	0.8462	0.7857	26	0.7302	0.8702	0.7941	0.9547
0.1162	38.0	4028	0.1404	0.7531	0.8472	0.7974	72	0.5980	0.8133	0.6893	75	0.8375	0.9371	0.8845	143	0.5312	0.7391	0.6182	23	0.7333	0.8462	0.7857	26	0.7284	0.8702	0.7930	0.9540
0.1151	39.0	4134	0.1357	0.7625	0.8472	0.8026	72	0.6522	0.8	0.7186	75	0.8375	0.9371	0.8845	143	0.5152	0.7391	0.6071	23	0.7931	0.8846	0.8364	26	0.7487	0.8702	0.8049	0.9570
0.1168	40.0	4240	0.1354	0.75	0.8333	0.7895	72	0.6667	0.8	0.7273	75	0.8375	0.9371	0.8845	143	0.5312	0.7391	0.6182	23	0.7667	0.8846	0.8214	26	0.75	0.8673	0.8044	0.9570
0.1155	41.0	4346	0.1387	0.75	0.8333	0.7895	72	0.6289	0.8133	0.7093	75	0.8261	0.9301	0.8750	143	0.5312	0.7391	0.6182	23	0.7333	0.8462	0.7857	26	0.7325	0.8643	0.7930	0.9545
0.1154	42.0	4452	0.1389	0.7407	0.8333	0.7843	72	0.6316	0.8	0.7059	75	0.8210	0.9301	0.8721	143	0.5152	0.7391	0.6071	23	0.7333	0.8462	0.7857	26	0.7282	0.8614	0.7892	0.9542
0.1122	43.0	4558	0.1368	0.7531	0.8472	0.7974	72	0.6596	0.8267	0.7337	75	0.8375	0.9371	0.8845	143	0.5312	0.7391	0.6182	23	0.7333	0.8462	0.7857	26	0.7456	0.8732	0.8043	0.9567
0.1136	44.0	4664	0.1360	0.7625	0.8472	0.8026	72	0.6522	0.8	0.7186	75	0.8438	0.9441	0.8911	143	0.5	0.6957	0.5818	23	0.7333	0.8462	0.7857	26	0.7462	0.8673	0.8022	0.9557
0.1114	45.0	4770	0.1414	0.7531	0.8472	0.7974	72	0.6289	0.8133	0.7093	75	0.8323	0.9371	0.8816	143	0.5455	0.7826	0.6429	23	0.7333	0.8462	0.7857	26	0.7363	0.8732	0.7989	0.9542
0.1108	46.0	4876	0.1366	0.7439	0.8472	0.7922	72	0.6630	0.8133	0.7305	75	0.8323	0.9371	0.8816	143	0.5152	0.7391	0.6071	23	0.7333	0.8462	0.7857	26	0.7412	0.8702	0.8005	0.9557
0.1106	47.0	4982	0.1407	0.7625	0.8472	0.8026	72	0.6040	0.8133	0.6932	75	0.8323	0.9371	0.8816	143	0.5152	0.7391	0.6071	23	0.7	0.8077	0.75	26	0.7259	0.8673	0.7903	0.9532
0.1101	48.0	5088	0.1329	0.75	0.8333	0.7895	72	0.6344	0.7867	0.7024	75	0.8375	0.9371	0.8845	143	0.5161	0.6957	0.5926	23	0.7333	0.8462	0.7857	26	0.7386	0.8584	0.7940	0.9565
0.1085	49.0	5194	0.1372	0.7470	0.8611	0.8	72	0.6327	0.8267	0.7168	75	0.8365	0.9301	0.8808	143	0.5312	0.7391	0.6182	23	0.7333	0.8462	0.7857	26	0.7363	0.8732	0.7989	0.9555
0.1072	50.0	5300	0.1309	0.7407	0.8333	0.7843	72	0.6629	0.7867	0.7195	75	0.8428	0.9371	0.8874	143	0.5	0.6957	0.5818	23	0.7	0.8077	0.75	26	0.7417	0.8555	0.7945	0.9567
0.1058	51.0	5406	0.1300	0.7407	0.8333	0.7843	72	0.6484	0.7867	0.7108	75	0.8481	0.9371	0.8904	143	0.5	0.6957	0.5818	23	0.7333	0.8462	0.7857	26	0.7423	0.8584	0.7962	0.9567
0.1059	52.0	5512	0.1321	0.75	0.8333	0.7895	72	0.6593	0.8	0.7229	75	0.8354	0.9231	0.8771	143	0.5	0.6957	0.5818	23	0.7333	0.8462	0.7857	26	0.7417	0.8555	0.7945	0.9560
0.1041	53.0	5618	0.1347	0.7439	0.8472	0.7922	72	0.6489	0.8133	0.7219	75	0.8428	0.9371	0.8874	143	0.5312	0.7391	0.6182	23	0.7	0.8077	0.75	26	0.7406	0.8673	0.7989	0.9560
0.105	54.0	5724	0.1324	0.75	0.8333	0.7895	72	0.6383	0.8	0.7101	75	0.8471	0.9301	0.8867	143	0.5	0.6957	0.5818	23	0.7	0.8077	0.75	26	0.7379	0.8555	0.7923	0.9552
0.1079	55.0	5830	0.1412	0.7407	0.8333	0.7843	72	0.6364	0.84	0.7241	75	0.8261	0.9301	0.8750	143	0.5	0.7391	0.5965	23	0.7	0.8077	0.75	26	0.7259	0.8673	0.7903	0.9547
0.106	56.0	5936	0.1348	0.7531	0.8472	0.7974	72	0.6316	0.8	0.7059	75	0.8408	0.9231	0.8800	143	0.5152	0.7391	0.6071	23	0.7	0.8077	0.75	26	0.7348	0.8584	0.7918	0.9557
0.1052	57.0	6042	0.1323	0.7439	0.8472	0.7922	72	0.6667	0.8	0.7273	75	0.8408	0.9231	0.8800	143	0.5312	0.7391	0.6182	23	0.7333	0.8462	0.7857	26	0.7468	0.8614	0.8000	0.9562
0.1027	58.0	6148	0.1358	0.7531	0.8472	0.7974	72	0.6526	0.8267	0.7294	75	0.8428	0.9371	0.8874	143	0.5312	0.7391	0.6182	23	0.7333	0.8462	0.7857	26	0.7456	0.8732	0.8043	0.9560
0.1015	59.0	6254	0.1332	0.7407	0.8333	0.7843	72	0.6489	0.8133	0.7219	75	0.8428	0.9371	0.8874	143	0.5312	0.7391	0.6182	23	0.7333	0.8462	0.7857	26	0.7424	0.8673	0.8000	0.9562
0.104	60.0	6360	0.1366	0.7317	0.8333	0.7792	72	0.6702	0.84	0.7456	75	0.8365	0.9301	0.8808	143	0.5152	0.7391	0.6071	23	0.7333	0.8462	0.7857	26	0.7412	0.8702	0.8005	0.9557
0.1032	61.0	6466	0.1355	0.7375	0.8194	0.7763	72	0.6882	0.8533	0.7619	75	0.8313	0.9301	0.8779	143	0.5312	0.7391	0.6182	23	0.7586	0.8462	0.8	26	0.7487	0.8702	0.8049	0.9565
0.0997	62.0	6572	0.1353	0.7595	0.8333	0.7947	72	0.6848	0.84	0.7545	75	0.8313	0.9301	0.8779	143	0.5312	0.7391	0.6182	23	0.7586	0.8462	0.8	26	0.7526	0.8702	0.8071	0.9572
0.1013	63.0	6678	0.1328	0.7595	0.8333	0.7947	72	0.6452	0.8	0.7143	75	0.8365	0.9301	0.8808	143	0.5484	0.7391	0.6296	23	0.7586	0.8462	0.8	26	0.7468	0.8614	0.8000	0.9572
0.099	64.0	6784	0.1428	0.7229	0.8333	0.7742	72	0.6566	0.8667	0.7471	75	0.8221	0.9371	0.8758	143	0.5152	0.7391	0.6071	23	0.7	0.8077	0.75	26	0.7279	0.8761	0.7952	0.9542
0.0979	65.0	6890	0.1324	0.7595	0.8333	0.7947	72	0.6889	0.8267	0.7515	75	0.8481	0.9371	0.8904	143	0.5484	0.7391	0.6296	23	0.7333	0.8462	0.7857	26	0.7603	0.8702	0.8116	0.9577
0.0956	66.0	6996	0.1387	0.7317	0.8333	0.7792	72	0.6957	0.8533	0.7665	75	0.8221	0.9371	0.8758	143	0.5152	0.7391	0.6071	23	0.7333	0.8462	0.7857	26	0.7425	0.8761	0.8038	0.9560
0.1005	67.0	7102	0.1353	0.7375	0.8194	0.7763	72	0.6848	0.84	0.7545	75	0.8375	0.9371	0.8845	143	0.5152	0.7391	0.6071	23	0.7333	0.8462	0.7857	26	0.7468	0.8702	0.8038	0.9567
0.0985	68.0	7208	0.1388	0.7229	0.8333	0.7742	72	0.6526	0.8267	0.7294	75	0.8375	0.9371	0.8845	143	0.5152	0.7391	0.6071	23	0.7333	0.8462	0.7857	26	0.7357	0.8702	0.7973	0.9562
0.0986	69.0	7314	0.1344	0.7407	0.8333	0.7843	72	0.6923	0.84	0.7590	75	0.8481	0.9371	0.8904	143	0.5333	0.6957	0.6038	23	0.7586	0.8462	0.8	26	0.7584	0.8702	0.8104	0.9572
0.1004	70.0	7420	0.1338	0.7468	0.8194	0.7815	72	0.6957	0.8533	0.7665	75	0.8428	0.9371	0.8874	143	0.5161	0.6957	0.5926	23	0.7586	0.8462	0.8	26	0.7564	0.8702	0.8093	0.9577
0.0977	71.0	7526	0.1355	0.7229	0.8333	0.7742	72	0.7033	0.8533	0.7711	75	0.8428	0.9371	0.8874	143	0.5152	0.7391	0.6071	23	0.7586	0.8462	0.8	26	0.7519	0.8761	0.8093	0.9567
0.0979	72.0	7632	0.1375	0.7229	0.8333	0.7742	72	0.6957	0.8533	0.7665	75	0.8323	0.9371	0.8816	143	0.5152	0.7391	0.6071	23	0.7333	0.8462	0.7857	26	0.7444	0.8761	0.8049	0.9560
0.0975	73.0	7738	0.1335	0.7375	0.8194	0.7763	72	0.6882	0.8533	0.7619	75	0.8481	0.9371	0.8904	143	0.5333	0.6957	0.6038	23	0.7586	0.8462	0.8	26	0.7564	0.8702	0.8093	0.9575
0.0949	74.0	7844	0.1419	0.7143	0.8333	0.7692	72	0.6737	0.8533	0.7529	75	0.8323	0.9371	0.8816	143	0.5152	0.7391	0.6071	23	0.7333	0.8462	0.7857	26	0.7370	0.8761	0.8005	0.9560
0.0963	75.0	7950	0.1384	0.7195	0.8194	0.7662	72	0.6737	0.8533	0.7529	75	0.8375	0.9371	0.8845	143	0.5484	0.7391	0.6296	23	0.7333	0.8462	0.7857	26	0.7437	0.8732	0.8033	0.9565
0.0971	76.0	8056	0.1379	0.7317	0.8333	0.7792	72	0.6667	0.8533	0.7485	75	0.8375	0.9371	0.8845	143	0.5484	0.7391	0.6296	23	0.7333	0.8462	0.7857	26	0.7444	0.8761	0.8049	0.9567
0.0947	77.0	8162	0.1363	0.7229	0.8333	0.7742	72	0.7033	0.8533	0.7711	75	0.8428	0.9371	0.8874	143	0.5484	0.7391	0.6296	23	0.7333	0.8462	0.7857	26	0.7538	0.8761	0.8104	0.9575
0.094	78.0	8268	0.1353	0.7229	0.8333	0.7742	72	0.6957	0.8533	0.7665	75	0.8428	0.9371	0.8874	143	0.5161	0.6957	0.5926	23	0.7586	0.8462	0.8	26	0.7513	0.8732	0.8076	0.9575
0.0952	79.0	8374	0.1336	0.7195	0.8194	0.7662	72	0.7033	0.8533	0.7711	75	0.8535	0.9371	0.8933	143	0.5312	0.7391	0.6182	23	0.7586	0.8462	0.8	26	0.7570	0.8732	0.8110	0.9575
0.093	80.0	8480	0.1440	0.7143	0.8333	0.7692	72	0.6735	0.88	0.7630	75	0.8272	0.9371	0.8787	143	0.5	0.7391	0.5965	23	0.7333	0.8462	0.7857	26	0.7328	0.8820	0.8005	0.9557
0.0945	81.0	8586	0.1354	0.7229	0.8333	0.7742	72	0.7033	0.8533	0.7711	75	0.8428	0.9371	0.8874	143	0.5484	0.7391	0.6296	23	0.7333	0.8462	0.7857	26	0.7538	0.8761	0.8104	0.9575
0.0932	82.0	8692	0.1381	0.7229	0.8333	0.7742	72	0.6809	0.8533	0.7574	75	0.8375	0.9371	0.8845	143	0.5484	0.7391	0.6296	23	0.7333	0.8462	0.7857	26	0.7462	0.8761	0.8060	0.9567
0.0934	83.0	8798	0.1354	0.7317	0.8333	0.7792	72	0.6923	0.84	0.7590	75	0.8428	0.9371	0.8874	143	0.5161	0.6957	0.5926	23	0.7333	0.8462	0.7857	26	0.7506	0.8702	0.8060	0.9572
0.0932	84.0	8904	0.1367	0.7229	0.8333	0.7742	72	0.7079	0.84	0.7683	75	0.8313	0.9301	0.8779	143	0.5	0.6957	0.5818	23	0.7333	0.8462	0.7857	26	0.7462	0.8673	0.8022	0.9570
0.0945	85.0	9010	0.1354	0.7195	0.8194	0.7662	72	0.7159	0.84	0.7730	75	0.8428	0.9371	0.8874	143	0.5	0.6957	0.5818	23	0.7333	0.8462	0.7857	26	0.7519	0.8673	0.8055	0.9572
0.0957	86.0	9116	0.1360	0.7195	0.8194	0.7662	72	0.7159	0.84	0.7730	75	0.8428	0.9371	0.8874	143	0.5312	0.7391	0.6182	23	0.7333	0.8462	0.7857	26	0.7545	0.8702	0.8082	0.9575
0.0914	87.0	9222	0.1359	0.7229	0.8333	0.7742	72	0.6774	0.84	0.75	75	0.8428	0.9371	0.8874	143	0.5	0.6957	0.5818	23	0.7586	0.8462	0.8	26	0.7449	0.8702	0.8027	0.9572
0.0922	88.0	9328	0.1377	0.7229	0.8333	0.7742	72	0.6809	0.8533	0.7574	75	0.8313	0.9301	0.8779	143	0.5312	0.7391	0.6182	23	0.7333	0.8462	0.7857	26	0.7419	0.8732	0.8022	0.9565
0.0929	89.0	9434	0.1370	0.7229	0.8333	0.7742	72	0.6957	0.8533	0.7665	75	0.8313	0.9301	0.8779	143	0.5	0.6957	0.5818	23	0.7586	0.8462	0.8	26	0.7449	0.8702	0.8027	0.9570
0.0921	90.0	9540	0.1369	0.7229	0.8333	0.7742	72	0.6957	0.8533	0.7665	75	0.8313	0.9301	0.8779	143	0.5484	0.7391	0.6296	23	0.7333	0.8462	0.7857	26	0.7475	0.8732	0.8054	0.9570
0.0932	91.0	9646	0.1368	0.7229	0.8333	0.7742	72	0.7111	0.8533	0.7758	75	0.8313	0.9301	0.8779	143	0.5312	0.7391	0.6182	23	0.7333	0.8462	0.7857	26	0.7494	0.8732	0.8065	0.9570
0.0949	92.0	9752	0.1357	0.7229	0.8333	0.7742	72	0.7111	0.8533	0.7758	75	0.8375	0.9371	0.8845	143	0.5161	0.6957	0.5926	23	0.7586	0.8462	0.8	26	0.7532	0.8732	0.8087	0.9577
0.0914	93.0	9858	0.1363	0.7229	0.8333	0.7742	72	0.6957	0.8533	0.7665	75	0.8313	0.9301	0.8779	143	0.4848	0.6957	0.5714	23	0.7333	0.8462	0.7857	26	0.7412	0.8702	0.8005	0.9562
0.0897	94.0	9964	0.1370	0.7229	0.8333	0.7742	72	0.7033	0.8533	0.7711	75	0.8261	0.9301	0.8750	143	0.4706	0.6957	0.5614	23	0.7333	0.8462	0.7857	26	0.7393	0.8702	0.7995	0.9562
0.0915	95.0	10070	0.1380	0.7229	0.8333	0.7742	72	0.6915	0.8667	0.7692	75	0.8261	0.9301	0.8750	143	0.4706	0.6957	0.5614	23	0.7333	0.8462	0.7857	26	0.7363	0.8732	0.7989	0.9565
0.0925	96.0	10176	0.1372	0.7229	0.8333	0.7742	72	0.6957	0.8533	0.7665	75	0.8261	0.9301	0.8750	143	0.4848	0.6957	0.5714	23	0.7333	0.8462	0.7857	26	0.7393	0.8702	0.7995	0.9562
0.0921	97.0	10282	0.1372	0.7229	0.8333	0.7742	72	0.6957	0.8533	0.7665	75	0.8323	0.9371	0.8816	143	0.5	0.6957	0.5818	23	0.7333	0.8462	0.7857	26	0.7437	0.8732	0.8033	0.9567
0.091	98.0	10388	0.1372	0.7229	0.8333	0.7742	72	0.6957	0.8533	0.7665	75	0.8323	0.9371	0.8816	143	0.5	0.6957	0.5818	23	0.7333	0.8462	0.7857	26	0.7437	0.8732	0.8033	0.9567
0.0927	99.0	10494	0.1372	0.7229	0.8333	0.7742	72	0.7033	0.8533	0.7711	75	0.8323	0.9371	0.8816	143	0.5	0.6957	0.5818	23	0.7333	0.8462	0.7857	26	0.7456	0.8732	0.8043	0.9565
0.0918	100.0	10600	0.1373	0.7229	0.8333	0.7742	72	0.7111	0.8533	0.7758	75	0.8323	0.9371	0.8816	143	0.5	0.6957	0.5818	23	0.7333	0.8462	0.7857	26	0.7475	0.8732	0.8054	0.9567

Framework versions

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