output_LiLT_test_01

This model is a fine-tuned version of nielsr/lilt-xlm-roberta-base on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 0.3152
• Precision: 0.8023
• Recall: 0.8270
• F1: 0.8145
• Accuracy: 0.9639

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: 32
• eval_batch_size: 32
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 30

Training results

Training Loss	Epoch	Step	Validation Loss	Precision	Recall	F1	Accuracy
No log	0.08	100	0.5536	0.0255	0.0020	0.0037	0.8730
No log	0.16	200	0.3587	0.2042	0.0957	0.1303	0.8865
No log	0.24	300	0.2894	0.4203	0.5526	0.4775	0.9087
No log	0.32	400	0.2185	0.6486	0.6567	0.6526	0.9390
0.3252	0.4	500	0.1703	0.6833	0.6959	0.6895	0.9473
0.3252	0.49	600	0.1698	0.6855	0.7334	0.7086	0.9482
0.3252	0.57	700	0.1748	0.6449	0.7999	0.7141	0.9447
0.3252	0.65	800	0.1693	0.7038	0.7870	0.7431	0.9522
0.3252	0.73	900	0.1639	0.7002	0.7916	0.7431	0.9532
0.0997	0.81	1000	0.1474	0.7408	0.7521	0.7464	0.9573
0.0997	0.89	1100	0.1518	0.7588	0.7489	0.7538	0.9549
0.0997	0.97	1200	0.1459	0.7313	0.7847	0.7571	0.9587
0.0997	1.05	1300	0.1561	0.7347	0.7544	0.7444	0.9552
0.0997	1.13	1400	0.1583	0.7685	0.7875	0.7779	0.9586
0.0805	1.21	1500	0.1658	0.6876	0.7835	0.7324	0.9487
0.0805	1.29	1600	0.1548	0.7470	0.7550	0.7510	0.9556
0.0805	1.37	1700	0.1416	0.7753	0.7976	0.7863	0.9604
0.0805	1.46	1800	0.1802	0.8107	0.7319	0.7693	0.9561
0.0805	1.54	1900	0.1553	0.7476	0.8146	0.7797	0.9587
0.0665	1.62	2000	0.1237	0.7692	0.8002	0.7844	0.9614
0.0665	1.7	2100	0.1504	0.7023	0.7945	0.7456	0.9543
0.0665	1.78	2200	0.1360	0.7920	0.8066	0.7992	0.9629
0.0665	1.86	2300	0.1538	0.7032	0.7881	0.7432	0.9520
0.0665	1.94	2400	0.1374	0.7559	0.8025	0.7785	0.9603
0.0624	2.02	2500	0.1346	0.7738	0.8213	0.7968	0.9610
0.0624	2.1	2600	0.1453	0.7381	0.8247	0.7790	0.9568
0.0624	2.18	2700	0.1525	0.7615	0.8138	0.7868	0.9600
0.0624	2.26	2800	0.1515	0.7387	0.8020	0.7690	0.9558
0.0624	2.34	2900	0.1307	0.7695	0.7968	0.7829	0.9601
0.0548	2.43	3000	0.1371	0.7761	0.7873	0.7816	0.9611
0.0548	2.51	3100	0.1365	0.7246	0.8426	0.7792	0.9567
0.0548	2.59	3200	0.1158	0.8012	0.8144	0.8077	0.9660
0.0548	2.67	3300	0.1259	0.8211	0.8057	0.8133	0.9647
0.0548	2.75	3400	0.1561	0.8310	0.7440	0.7851	0.9611
0.0521	2.83	3500	0.1433	0.7956	0.7956	0.7956	0.9629
0.0521	2.91	3600	0.1508	0.7838	0.7985	0.7911	0.9603
0.0521	2.99	3700	0.1533	0.7949	0.7867	0.7908	0.9622
0.0521	3.07	3800	0.1739	0.7361	0.8129	0.7726	0.9507
0.0521	3.15	3900	0.1421	0.8128	0.8011	0.8069	0.9639
0.0504	3.23	4000	0.1371	0.7739	0.8161	0.7944	0.9626
0.0504	3.31	4100	0.1540	0.7464	0.8155	0.7794	0.9583
0.0504	3.4	4200	0.2071	0.7787	0.7850	0.7818	0.9545
0.0504	3.48	4300	0.1693	0.8328	0.7740	0.8023	0.9635
0.0504	3.56	4400	0.1670	0.7478	0.8170	0.7808	0.9559
0.0408	3.64	4500	0.1507	0.7267	0.8510	0.7840	0.9547
0.0408	3.72	4600	0.1477	0.7625	0.8285	0.7941	0.9612
0.0408	3.8	4700	0.1326	0.8010	0.8204	0.8106	0.9645
0.0408	3.88	4800	0.1280	0.7863	0.8409	0.8126	0.9648
0.0408	3.96	4900	0.1376	0.7673	0.8184	0.7920	0.9617
0.0463	4.04	5000	0.1396	0.7560	0.8415	0.7965	0.9617
0.0463	4.12	5100	0.1232	0.7809	0.8187	0.7993	0.9633
0.0463	4.2	5200	0.1322	0.8039	0.8164	0.8101	0.9651
0.0463	4.28	5300	0.1428	0.7891	0.8426	0.8150	0.9641
0.0463	4.37	5400	0.1669	0.7783	0.8331	0.8048	0.9592
0.0383	4.45	5500	0.1419	0.7843	0.8282	0.8057	0.9645
0.0383	4.53	5600	0.1398	0.7855	0.8118	0.7984	0.9613
0.0383	4.61	5700	0.1392	0.7703	0.7861	0.7781	0.9613
0.0383	4.69	5800	0.1341	0.8025	0.8175	0.8099	0.9646
0.0383	4.77	5900	0.1432	0.7931	0.8123	0.8026	0.9623
0.0434	4.85	6000	0.1434	0.8266	0.7956	0.8108	0.9666
0.0434	4.93	6100	0.1448	0.8051	0.8014	0.8032	0.9634
0.0434	5.01	6200	0.1496	0.7687	0.8342	0.8001	0.9615
0.0434	5.09	6300	0.1437	0.8187	0.8071	0.8129	0.9647
0.0434	5.17	6400	0.1539	0.7499	0.8244	0.7854	0.9595
0.0329	5.25	6500	0.1888	0.7268	0.8458	0.7818	0.9538
0.0329	5.34	6600	0.1573	0.7591	0.8210	0.7888	0.9572
0.0329	5.42	6700	0.1348	0.7916	0.8288	0.8097	0.9656
0.0329	5.5	6800	0.1405	0.7692	0.8244	0.7959	0.9617
0.0329	5.58	6900	0.1410	0.8133	0.8175	0.8154	0.9660
0.036	5.66	7000	0.1574	0.7990	0.8363	0.8172	0.9635
0.036	5.74	7100	0.1446	0.8103	0.8092	0.8098	0.9670
0.036	5.82	7200	0.1465	0.7681	0.7936	0.7807	0.9585
0.036	5.9	7300	0.1339	0.8027	0.8138	0.8082	0.9648
0.036	5.98	7400	0.1329	0.7989	0.8201	0.8094	0.9660
0.0367	6.06	7500	0.1422	0.7892	0.8181	0.8034	0.9652
0.0367	6.14	7600	0.1782	0.7760	0.8178	0.7964	0.9591
0.0367	6.22	7700	0.1418	0.7793	0.8328	0.8052	0.9614
0.0367	6.31	7800	0.1569	0.7720	0.7899	0.7808	0.9602
0.0367	6.39	7900	0.1456	0.8021	0.8328	0.8171	0.9632
0.0329	6.47	8000	0.1513	0.7954	0.8227	0.8088	0.9648
0.0329	6.55	8100	0.1446	0.8010	0.8239	0.8123	0.9647
0.0329	6.63	8200	0.1532	0.7911	0.8132	0.8020	0.9601
0.0329	6.71	8300	0.1524	0.7971	0.8043	0.8007	0.9632
0.0329	6.79	8400	0.1375	0.7869	0.8112	0.7989	0.9638
0.0297	6.87	8500	0.1584	0.8097	0.8155	0.8126	0.9649
0.0297	6.95	8600	0.1406	0.7890	0.8279	0.8080	0.9631
0.0297	7.03	8700	0.1605	0.7687	0.8276	0.7971	0.9615
0.0297	7.11	8800	0.1535	0.7571	0.8400	0.7964	0.9605
0.0297	7.19	8900	0.1527	0.7949	0.8233	0.8088	0.9649
0.0302	7.28	9000	0.1457	0.8183	0.8311	0.8247	0.968
0.0302	7.36	9100	0.1582	0.7588	0.8432	0.7987	0.9600
0.0302	7.44	9200	0.1473	0.8267	0.8322	0.8295	0.9685
0.0302	7.52	9300	0.1351	0.8017	0.8403	0.8205	0.9663
0.0302	7.6	9400	0.1535	0.8116	0.8380	0.8246	0.9684
0.0273	7.68	9500	0.1322	0.8001	0.8201	0.8100	0.9654
0.0273	7.76	9600	0.1563	0.7742	0.8400	0.8058	0.9629
0.0273	7.84	9700	0.1739	0.7492	0.8492	0.7961	0.9560
0.0273	7.92	9800	0.1654	0.8122	0.8279	0.8200	0.9638
0.0273	8.0	9900	0.1663	0.7798	0.8380	0.8078	0.9614
0.0301	8.08	10000	0.1609	0.8256	0.8230	0.8243	0.9663
0.0301	8.16	10100	0.1704	0.7858	0.8449	0.8143	0.9620
0.0301	8.25	10200	0.1551	0.7984	0.8299	0.8139	0.9644
0.0301	8.33	10300	0.1598	0.8017	0.8334	0.8172	0.9630
0.0301	8.41	10400	0.1662	0.8084	0.8164	0.8124	0.9638
0.0252	8.49	10500	0.1876	0.7432	0.8351	0.7865	0.9550
0.0252	8.57	10600	0.1724	0.7866	0.8351	0.8101	0.9614
0.0252	8.65	10700	0.1931	0.7352	0.8458	0.7866	0.9491
0.0252	8.73	10800	0.1727	0.7968	0.8296	0.8129	0.9641
0.0252	8.81	10900	0.1655	0.7640	0.8380	0.7993	0.9588
0.0256	8.89	11000	0.1527	0.8191	0.8351	0.8270	0.9672
0.0256	8.97	11100	0.1542	0.8048	0.8239	0.8142	0.9640
0.0256	9.05	11200	0.1713	0.8139	0.8146	0.8143	0.9636
0.0256	9.14	11300	0.1654	0.8130	0.8221	0.8175	0.9645
0.0256	9.22	11400	0.1712	0.7757	0.8342	0.8039	0.9618
0.0253	9.3	11500	0.1575	0.7724	0.8268	0.7987	0.9615
0.0253	9.38	11600	0.1697	0.8018	0.8233	0.8124	0.9648
0.0253	9.46	11700	0.1506	0.7798	0.8259	0.8022	0.9618
0.0253	9.54	11800	0.1686	0.8034	0.8331	0.8180	0.9649
0.0253	9.62	11900	0.1863	0.7939	0.8227	0.8080	0.9624
0.0215	9.7	12000	0.1794	0.8056	0.8233	0.8144	0.9644
0.0215	9.78	12100	0.1746	0.8083	0.8288	0.8184	0.9644
0.0215	9.86	12200	0.1668	0.8112	0.8247	0.8179	0.9647
0.0215	9.94	12300	0.1792	0.7835	0.8357	0.8088	0.9597
0.0215	10.02	12400	0.2200	0.7550	0.8386	0.7946	0.9575
0.0202	10.11	12500	0.1842	0.7772	0.8317	0.8035	0.9566
0.0202	10.19	12600	0.1930	0.7816	0.8149	0.7979	0.9617
0.0202	10.27	12700	0.1894	0.7615	0.8458	0.8014	0.9571
0.0202	10.35	12800	0.1711	0.8302	0.8103	0.8201	0.9661
0.0202	10.43	12900	0.1981	0.7802	0.8063	0.7930	0.9581
0.021	10.51	13000	0.1586	0.8045	0.8317	0.8179	0.9643
0.021	10.59	13100	0.1589	0.8136	0.8155	0.8146	0.9657
0.021	10.67	13200	0.1758	0.7997	0.8242	0.8118	0.9640
0.021	10.75	13300	0.1862	0.8046	0.8299	0.8171	0.9635
0.021	10.83	13400	0.1854	0.7864	0.8403	0.8124	0.9628
0.0205	10.91	13500	0.1815	0.8168	0.8291	0.8229	0.9655
0.0205	10.99	13600	0.2104	0.8244	0.7838	0.8036	0.9627
0.0205	11.08	13700	0.1783	0.7719	0.8273	0.7987	0.9595
0.0205	11.16	13800	0.1911	0.8176	0.8178	0.8177	0.9656
0.0205	11.24	13900	0.1989	0.8072	0.8317	0.8193	0.9643
0.0194	11.32	14000	0.1959	0.7926	0.8394	0.8153	0.9627
0.0194	11.4	14100	0.1686	0.7977	0.8420	0.8192	0.9642
0.0194	11.48	14200	0.1818	0.8224	0.8074	0.8148	0.9658
0.0194	11.56	14300	0.1841	0.7470	0.8426	0.7919	0.9549
0.0194	11.64	14400	0.1736	0.7826	0.8458	0.8130	0.9624
0.0187	11.72	14500	0.1937	0.8026	0.8204	0.8114	0.9614
0.0187	11.8	14600	0.1893	0.8113	0.8366	0.8237	0.9643
0.0187	11.88	14700	0.1721	0.8173	0.8345	0.8258	0.9663
0.0187	11.96	14800	0.1881	0.8018	0.8325	0.8169	0.9642
0.0187	12.05	14900	0.2184	0.7770	0.8417	0.8081	0.9589
0.0168	12.13	15000	0.1992	0.7864	0.8288	0.8070	0.9602
0.0168	12.21	15100	0.2041	0.8273	0.7829	0.8045	0.9641
0.0168	12.29	15200	0.2166	0.7893	0.8250	0.8068	0.9584
0.0168	12.37	15300	0.1868	0.7712	0.8423	0.8052	0.9577
0.0168	12.45	15400	0.1777	0.8016	0.8351	0.8180	0.9640
0.019	12.53	15500	0.1847	0.7896	0.8158	0.8025	0.9620
0.019	12.61	15600	0.2094	0.8033	0.8100	0.8067	0.9632
0.019	12.69	15700	0.1953	0.7992	0.8351	0.8167	0.9630
0.019	12.77	15800	0.1735	0.7944	0.8106	0.8024	0.9605
0.019	12.85	15900	0.2150	0.7750	0.8501	0.8108	0.9621
0.0163	12.93	16000	0.1975	0.7828	0.8374	0.8092	0.9624
0.0163	13.02	16100	0.1829	0.8207	0.8363	0.8284	0.9668
0.0163	13.1	16200	0.1872	0.8293	0.8037	0.8163	0.9660
0.0163	13.18	16300	0.1876	0.8022	0.8244	0.8132	0.9642
0.0163	13.26	16400	0.1890	0.7981	0.8374	0.8173	0.9646
0.0142	13.34	16500	0.2230	0.7739	0.8357	0.8036	0.9605
0.0142	13.42	16600	0.1933	0.8082	0.8103	0.8093	0.9629
0.0142	13.5	16700	0.1963	0.7937	0.8305	0.8117	0.9610
0.0142	13.58	16800	0.2178	0.7847	0.8299	0.8067	0.9593
0.0142	13.66	16900	0.2074	0.7814	0.8449	0.8119	0.9615
0.0167	13.74	17000	0.2265	0.7561	0.8489	0.7998	0.9582
0.0167	13.82	17100	0.2205	0.7982	0.8242	0.8109	0.9627
0.0167	13.9	17200	0.1883	0.7718	0.8305	0.8001	0.9608
0.0167	13.99	17300	0.2138	0.7837	0.8282	0.8053	0.9613
0.0167	14.07	17400	0.2117	0.7815	0.8322	0.8061	0.9635
0.0154	14.15	17500	0.2053	0.8065	0.8170	0.8117	0.9639
0.0154	14.23	17600	0.2164	0.7921	0.8115	0.8017	0.9609
0.0154	14.31	17700	0.2117	0.7618	0.8351	0.7968	0.9568
0.0154	14.39	17800	0.2287	0.7709	0.8351	0.8017	0.9585
0.0154	14.47	17900	0.2074	0.7969	0.8383	0.8171	0.9639
0.0152	14.55	18000	0.2111	0.7571	0.8455	0.7989	0.9598
0.0152	14.63	18100	0.2091	0.7995	0.8288	0.8139	0.9639
0.0152	14.71	18200	0.2146	0.7787	0.8389	0.8077	0.9602
0.0152	14.79	18300	0.1898	0.7884	0.8129	0.8005	0.9604
0.0152	14.87	18400	0.1974	0.7912	0.8106	0.8008	0.9602
0.0133	14.96	18500	0.1950	0.8191	0.8273	0.8232	0.9644
0.0133	15.04	18600	0.2113	0.8119	0.8311	0.8214	0.9640
0.0133	15.12	18700	0.2172	0.7726	0.8435	0.8065	0.9592
0.0133	15.2	18800	0.2290	0.7450	0.8464	0.7924	0.9542
0.0133	15.28	18900	0.2200	0.7924	0.8363	0.8137	0.9630
0.0135	15.36	19000	0.2064	0.8168	0.8279	0.8223	0.9657
0.0135	15.44	19100	0.2244	0.8249	0.8296	0.8272	0.9655
0.0135	15.52	19200	0.2271	0.8134	0.8141	0.8137	0.9649
0.0135	15.6	19300	0.2167	0.8099	0.8242	0.8170	0.9644
0.0135	15.68	19400	0.2142	0.8020	0.8265	0.8140	0.9632
0.0125	15.76	19500	0.2040	0.8106	0.8253	0.8179	0.9648
0.0125	15.84	19600	0.2035	0.8216	0.8207	0.8212	0.9660
0.0125	15.93	19700	0.2160	0.7937	0.8317	0.8122	0.9640
0.0125	16.01	19800	0.2110	0.7947	0.8314	0.8126	0.9622
0.0125	16.09	19900	0.2296	0.8034	0.8233	0.8132	0.9641
0.0115	16.17	20000	0.2127	0.8007	0.8291	0.8146	0.9645
0.0115	16.25	20100	0.2268	0.8	0.8198	0.8098	0.9636
0.0115	16.33	20200	0.2427	0.7904	0.8314	0.8103	0.9617
0.0115	16.41	20300	0.2247	0.7629	0.8412	0.8001	0.9578
0.0115	16.49	20400	0.2320	0.8106	0.8227	0.8166	0.9639
0.0106	16.57	20500	0.2021	0.8103	0.8187	0.8145	0.9643
0.0106	16.65	20600	0.2328	0.7668	0.8426	0.8029	0.9592
0.0106	16.73	20700	0.2084	0.8073	0.8380	0.8223	0.9645
0.0106	16.81	20800	0.1896	0.7807	0.8314	0.8052	0.9622
0.0106	16.9	20900	0.2005	0.8008	0.8308	0.8155	0.9652
0.0124	16.98	21000	0.2114	0.8084	0.8210	0.8146	0.9656
0.0124	17.06	21100	0.2327	0.7932	0.8357	0.8139	0.9628
0.0124	17.14	21200	0.2311	0.8190	0.8071	0.8130	0.9648
0.0124	17.22	21300	0.2222	0.7904	0.8394	0.8142	0.9626
0.0124	17.3	21400	0.2147	0.8003	0.8236	0.8118	0.9624
0.0093	17.38	21500	0.2409	0.8167	0.8285	0.8226	0.9655
0.0093	17.46	21600	0.2183	0.7792	0.8250	0.8015	0.9609
0.0093	17.54	21700	0.2159	0.7962	0.8242	0.8099	0.9628
0.0093	17.62	21800	0.2046	0.8061	0.8279	0.8168	0.9661
0.0093	17.7	21900	0.2116	0.8003	0.8377	0.8186	0.9652
0.0106	17.78	22000	0.2069	0.8102	0.8354	0.8226	0.9651
0.0106	17.87	22100	0.2276	0.8134	0.8181	0.8158	0.9652
0.0106	17.95	22200	0.2091	0.8239	0.8172	0.8205	0.9661
0.0106	18.03	22300	0.2295	0.7801	0.8354	0.8068	0.9629
0.0106	18.11	22400	0.2248	0.7851	0.8224	0.8033	0.9629
0.0104	18.19	22500	0.2403	0.7866	0.8244	0.8051	0.9630
0.0104	18.27	22600	0.2352	0.8004	0.8161	0.8082	0.9637
0.0104	18.35	22700	0.2164	0.8002	0.8279	0.8138	0.9644
0.0104	18.43	22800	0.2123	0.7934	0.8256	0.8092	0.9644
0.0104	18.51	22900	0.2195	0.7788	0.8394	0.8080	0.9623
0.0086	18.59	23000	0.2060	0.8130	0.8273	0.8201	0.9651
0.0086	18.67	23100	0.2147	0.8034	0.8282	0.8156	0.9648
0.0086	18.76	23200	0.2261	0.8036	0.8337	0.8183	0.9639
0.0086	18.84	23300	0.2202	0.8004	0.8380	0.8188	0.9638
0.0086	18.92	23400	0.2267	0.8110	0.8299	0.8203	0.9641
0.0093	19.0	23500	0.2191	0.8045	0.8256	0.8149	0.9632
0.0093	19.08	23600	0.2492	0.8098	0.8247	0.8172	0.9641
0.0093	19.16	23700	0.2427	0.8176	0.8207	0.8192	0.9648
0.0093	19.24	23800	0.2353	0.8009	0.8314	0.8158	0.9640
0.0093	19.32	23900	0.2431	0.8343	0.8071	0.8205	0.9665
0.0092	19.4	24000	0.2178	0.8098	0.8123	0.8111	0.9646
0.0092	19.48	24100	0.2238	0.8097	0.8020	0.8058	0.9634
0.0092	19.56	24200	0.2322	0.8044	0.8334	0.8186	0.9644
0.0092	19.64	24300	0.2368	0.8009	0.8374	0.8188	0.9643
0.0092	19.73	24400	0.2306	0.8165	0.8299	0.8232	0.9652
0.0076	19.81	24500	0.2257	0.8040	0.8299	0.8167	0.9641
0.0076	19.89	24600	0.2365	0.8117	0.8291	0.8203	0.9649
0.0076	19.97	24700	0.2439	0.8088	0.8230	0.8158	0.9647
0.0076	20.05	24800	0.2487	0.7994	0.8354	0.8170	0.9636
0.0076	20.13	24900	0.2468	0.8033	0.8276	0.8153	0.9646
0.0072	20.21	25000	0.2571	0.7922	0.8299	0.8106	0.9631
0.0072	20.29	25100	0.2498	0.7881	0.8429	0.8146	0.9636
0.0072	20.37	25200	0.2499	0.7897	0.8305	0.8096	0.9625
0.0072	20.45	25300	0.2623	0.7978	0.8282	0.8127	0.9624
0.0072	20.53	25400	0.2633	0.8036	0.8219	0.8126	0.9635
0.0068	20.61	25500	0.2695	0.7960	0.8279	0.8116	0.9626
0.0068	20.7	25600	0.2541	0.7757	0.8314	0.8026	0.9601
0.0068	20.78	25700	0.2706	0.7863	0.8233	0.8044	0.9616
0.0068	20.86	25800	0.2725	0.7990	0.8149	0.8069	0.9621
0.0068	20.94	25900	0.2758	0.7820	0.8325	0.8065	0.9611
0.0073	21.02	26000	0.2450	0.8081	0.8216	0.8148	0.9639
0.0073	21.1	26100	0.2640	0.7904	0.8253	0.8075	0.9622
0.0073	21.18	26200	0.2513	0.7874	0.8400	0.8128	0.9628
0.0073	21.26	26300	0.2661	0.8136	0.8141	0.8138	0.9641
0.0073	21.34	26400	0.2481	0.7880	0.8273	0.8072	0.9627
0.0061	21.42	26500	0.2662	0.7932	0.8293	0.8109	0.9627
0.0061	21.5	26600	0.2651	0.8095	0.8233	0.8163	0.9642
0.0061	21.58	26700	0.2569	0.7904	0.8270	0.8083	0.9618
0.0061	21.67	26800	0.2672	0.8006	0.8092	0.8049	0.9625
0.0061	21.75	26900	0.2721	0.7976	0.8167	0.8070	0.9619
0.0066	21.83	27000	0.2456	0.7904	0.8066	0.7984	0.9616
0.0066	21.91	27100	0.2709	0.8015	0.8195	0.8104	0.9631
0.0066	21.99	27200	0.2607	0.8072	0.8291	0.8180	0.9640
0.0066	22.07	27300	0.2841	0.8024	0.8227	0.8124	0.9627
0.0066	22.15	27400	0.2941	0.7906	0.8285	0.8091	0.9621
0.0056	22.23	27500	0.2856	0.8032	0.8213	0.8121	0.9633
0.0056	22.31	27600	0.2753	0.7933	0.8276	0.8101	0.9629
0.0056	22.39	27700	0.2739	0.8050	0.8022	0.8036	0.9636
0.0056	22.47	27800	0.3057	0.7689	0.8250	0.7960	0.9589
0.0056	22.55	27900	0.2722	0.7760	0.8279	0.8011	0.9607
0.0061	22.64	28000	0.2811	0.7880	0.8377	0.8121	0.9622
0.0061	22.72	28100	0.2819	0.7873	0.8345	0.8102	0.9606
0.0061	22.8	28200	0.2836	0.7939	0.8282	0.8107	0.9613
0.0061	22.88	28300	0.2911	0.7886	0.8279	0.8078	0.9603
0.0061	22.96	28400	0.2930	0.7844	0.8380	0.8103	0.9608
0.0046	23.04	28500	0.3019	0.7928	0.8360	0.8138	0.9620
0.0046	23.12	28600	0.2857	0.8027	0.8314	0.8168	0.9627
0.0046	23.2	28700	0.2794	0.8026	0.8276	0.8149	0.9634
0.0046	23.28	28800	0.2971	0.7950	0.8340	0.8140	0.9623
0.0046	23.36	28900	0.2689	0.8045	0.8219	0.8131	0.9632
0.0051	23.44	29000	0.2727	0.7957	0.8340	0.8144	0.9630
0.0051	23.52	29100	0.2707	0.7967	0.8291	0.8125	0.9626
0.0051	23.61	29200	0.2733	0.7978	0.8305	0.8138	0.9630
0.0051	23.69	29300	0.2744	0.7840	0.8371	0.8097	0.9620
0.0051	23.77	29400	0.2788	0.7905	0.8363	0.8127	0.9620
0.0046	23.85	29500	0.2913	0.7829	0.8391	0.8101	0.9611
0.0046	23.93	29600	0.2761	0.7919	0.8282	0.8096	0.9625
0.0046	24.01	29700	0.2858	0.7924	0.8342	0.8128	0.9629
0.0046	24.09	29800	0.2821	0.8062	0.8285	0.8172	0.9642
0.0046	24.17	29900	0.2802	0.8148	0.8129	0.8139	0.9638
0.0038	24.25	30000	0.2977	0.7952	0.8262	0.8104	0.9622
0.0038	24.33	30100	0.2848	0.8016	0.8337	0.8173	0.9639
0.0038	24.41	30200	0.2741	0.8096	0.8178	0.8137	0.9642
0.0038	24.49	30300	0.2896	0.7928	0.8308	0.8114	0.9636
0.0038	24.58	30400	0.2841	0.7884	0.8377	0.8123	0.9634
0.005	24.66	30500	0.2822	0.7924	0.8308	0.8111	0.9627
0.005	24.74	30600	0.2875	0.7940	0.8334	0.8132	0.9628
0.005	24.82	30700	0.2830	0.8012	0.8216	0.8113	0.9635
0.005	24.9	30800	0.2912	0.7978	0.8279	0.8126	0.9628
0.005	24.98	30900	0.2791	0.8066	0.8187	0.8126	0.9640
0.0039	25.06	31000	0.2774	0.7948	0.8296	0.8118	0.9627
0.0039	25.14	31100	0.2839	0.7945	0.8293	0.8116	0.9631
0.0039	25.22	31200	0.2948	0.7897	0.8322	0.8104	0.9628
0.0039	25.3	31300	0.2881	0.7925	0.8325	0.8120	0.9626
0.0039	25.38	31400	0.2917	0.7875	0.8331	0.8096	0.9626
0.0036	25.46	31500	0.2842	0.7942	0.8308	0.8121	0.9632
0.0036	25.55	31600	0.2776	0.7963	0.8305	0.8130	0.9635
0.0036	25.63	31700	0.2943	0.8009	0.8314	0.8158	0.9638
0.0036	25.71	31800	0.2888	0.8016	0.8268	0.8140	0.9643
0.0036	25.79	31900	0.2926	0.7957	0.8288	0.8119	0.9635
0.0034	25.87	32000	0.2916	0.7993	0.8302	0.8145	0.9637
0.0034	25.95	32100	0.2924	0.7973	0.8288	0.8127	0.9631
0.0034	26.03	32200	0.2918	0.8083	0.8204	0.8143	0.9640
0.0034	26.11	32300	0.3024	0.7931	0.8319	0.8120	0.9633
0.0034	26.19	32400	0.2996	0.7964	0.8268	0.8113	0.9636
0.0032	26.27	32500	0.3000	0.7972	0.8239	0.8103	0.9627
0.0032	26.35	32600	0.2856	0.8071	0.8201	0.8136	0.9636
0.0032	26.43	32700	0.2938	0.7968	0.8276	0.8119	0.9628
0.0032	26.52	32800	0.2897	0.8052	0.8259	0.8154	0.9641
0.0032	26.6	32900	0.2931	0.8074	0.8227	0.8150	0.9643
0.0035	26.68	33000	0.2879	0.8137	0.8244	0.8190	0.9651
0.0035	26.76	33100	0.2985	0.8026	0.8308	0.8164	0.9641
0.0035	26.84	33200	0.2864	0.8054	0.8242	0.8146	0.9639
0.0035	26.92	33300	0.2830	0.8094	0.8253	0.8173	0.9645
0.0035	27.0	33400	0.2951	0.7879	0.8363	0.8114	0.9629
0.0031	27.08	33500	0.2873	0.7969	0.8279	0.8121	0.9639
0.0031	27.16	33600	0.2927	0.8113	0.8204	0.8158	0.9648
0.0031	27.24	33700	0.2987	0.8015	0.8273	0.8142	0.9641
0.0031	27.32	33800	0.2990	0.8017	0.8250	0.8132	0.9641
0.0031	27.41	33900	0.2978	0.8033	0.8276	0.8153	0.9640
0.0025	27.49	34000	0.2960	0.8026	0.8273	0.8148	0.9644
0.0025	27.57	34100	0.2980	0.8051	0.8239	0.8144	0.9644
0.0025	27.65	34200	0.2978	0.8070	0.8233	0.8151	0.9646
0.0025	27.73	34300	0.3003	0.8070	0.8230	0.8149	0.9640
0.0025	27.81	34400	0.3026	0.8025	0.8221	0.8122	0.9640
0.0028	27.89	34500	0.3072	0.8010	0.8250	0.8128	0.9637
0.0028	27.97	34600	0.3137	0.7931	0.8319	0.8120	0.9631
0.0028	28.05	34700	0.3062	0.7932	0.8259	0.8092	0.9628
0.0028	28.13	34800	0.3053	0.7968	0.8250	0.8107	0.9634
0.0028	28.21	34900	0.3034	0.7979	0.8207	0.8092	0.9632
0.0025	28.29	35000	0.3094	0.7994	0.8213	0.8102	0.9635
0.0025	28.38	35100	0.3115	0.7970	0.8239	0.8102	0.9633
0.0025	28.46	35200	0.3116	0.7979	0.8230	0.8103	0.9633
0.0025	28.54	35300	0.3148	0.7959	0.8305	0.8128	0.9633
0.0025	28.62	35400	0.3127	0.7970	0.8273	0.8119	0.9633
0.0021	28.7	35500	0.3104	0.8015	0.8207	0.8110	0.9638
0.0021	28.78	35600	0.3127	0.8052	0.8221	0.8136	0.9640
0.0021	28.86	35700	0.3137	0.8001	0.8247	0.8122	0.9638
0.0021	28.94	35800	0.3172	0.7953	0.8311	0.8128	0.9632
0.0021	29.02	35900	0.3176	0.7987	0.8302	0.8141	0.9636
0.0021	29.1	36000	0.3207	0.7956	0.8317	0.8132	0.9635
0.0021	29.18	36100	0.3208	0.7956	0.8305	0.8127	0.9633
0.0021	29.26	36200	0.3192	0.7976	0.8293	0.8132	0.9635
0.0021	29.35	36300	0.3167	0.8006	0.8273	0.8137	0.9638
0.0021	29.43	36400	0.3167	0.7998	0.8279	0.8136	0.9637
0.0024	29.51	36500	0.3160	0.8014	0.8282	0.8146	0.9638
0.0024	29.59	36600	0.3156	0.8002	0.8268	0.8133	0.9637
0.0024	29.67	36700	0.3156	0.8027	0.8268	0.8145	0.9637
0.0024	29.75	36800	0.3154	0.8026	0.8262	0.8142	0.9638
0.0024	29.83	36900	0.3153	0.8020	0.8265	0.8140	0.9638
0.0017	29.91	37000	0.3152	0.8020	0.8268	0.8142	0.9638
0.0017	29.99	37100	0.3152	0.8023	0.8270	0.8145	0.9639

Framework versions

• Transformers 4.38.2
• Pytorch 2.2.1+cu121
• Datasets 2.18.0
• Tokenizers 0.15.2