output_LiLT_test_02

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: 0.3264
• Precision: 0.8169
• Recall: 0.8461
• F1: 0.8312
• Accuracy: 0.9652

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: 8
• eval_batch_size: 8
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 35

Training results

Training Loss	Epoch	Step	Validation Loss	Precision	Recall	F1	Accuracy
No log	0.0808	100	0.1244	0.7826	0.8487	0.8143	0.9645
No log	0.1617	200	0.1213	0.8206	0.8190	0.8198	0.9671
No log	0.2425	300	0.1312	0.7559	0.8550	0.8024	0.9620
No log	0.3234	400	0.1498	0.8176	0.7806	0.7987	0.9652
0.0446	0.4042	500	0.1294	0.7709	0.8354	0.8019	0.9634
0.0446	0.4850	600	0.1626	0.7820	0.7602	0.7709	0.9563
0.0446	0.5659	700	0.1875	0.6274	0.6841	0.6545	0.9479
0.0446	0.6467	800	0.1343	0.7793	0.8406	0.8088	0.9629
0.0446	0.7276	900	0.1674	0.7863	0.8063	0.7962	0.9633
0.0467	0.8084	1000	0.1340	0.7686	0.8089	0.7882	0.9610
0.0467	0.8892	1100	0.1432	0.8018	0.8048	0.8033	0.9627
0.0467	0.9701	1200	0.1522	0.7605	0.8423	0.7993	0.9578
0.0467	1.0509	1300	0.1316	0.8052	0.8031	0.8042	0.9665
0.0467	1.1318	1400	0.1522	0.7858	0.8342	0.8093	0.9651
0.0415	1.2126	1500	0.1368	0.7742	0.8311	0.8016	0.9596
0.0415	1.2935	1600	0.1363	0.7974	0.8317	0.8142	0.9669
0.0415	1.3743	1700	0.1252	0.7889	0.8564	0.8213	0.9625
0.0415	1.4551	1800	0.1299	0.7916	0.8221	0.8066	0.9637
0.0415	1.5360	1900	0.1328	0.8021	0.8120	0.8070	0.9643
0.039	1.6168	2000	0.1383	0.7439	0.8325	0.7857	0.9591
0.039	1.6977	2100	0.1264	0.7965	0.8394	0.8174	0.9650
0.039	1.7785	2200	0.1275	0.7913	0.8570	0.8229	0.9650
0.039	1.8593	2300	0.1279	0.7741	0.8406	0.8060	0.9625
0.039	1.9402	2400	0.1260	0.8024	0.8239	0.8130	0.9663
0.0364	2.0210	2500	0.1371	0.7667	0.8487	0.8056	0.9614
0.0364	2.1019	2600	0.1351	0.7730	0.7991	0.7858	0.9609
0.0364	2.1827	2700	0.1598	0.7891	0.8135	0.8011	0.9621
0.0364	2.2635	2800	0.1626	0.7759	0.8146	0.7948	0.9606
0.0364	2.3444	2900	0.1550	0.8117	0.7752	0.7930	0.9640
0.0301	2.4252	3000	0.1339	0.7800	0.8115	0.7954	0.9628
0.0301	2.5061	3100	0.1194	0.7808	0.8541	0.8158	0.9654
0.0301	2.5869	3200	0.1225	0.8151	0.8351	0.8250	0.9668
0.0301	2.6677	3300	0.1356	0.8449	0.8213	0.8329	0.9685
0.0301	2.7486	3400	0.1282	0.7971	0.8391	0.8176	0.9659
0.0404	2.8294	3500	0.1219	0.8096	0.8458	0.8273	0.9660
0.0404	2.9103	3600	0.1427	0.8165	0.8518	0.8338	0.9650
0.0404	2.9911	3700	0.1587	0.8062	0.8273	0.8166	0.9640
0.0404	3.0719	3800	0.1497	0.7832	0.8371	0.8093	0.9629
0.0404	3.1528	3900	0.1366	0.7938	0.8345	0.8137	0.9624
0.0362	3.2336	4000	0.1399	0.7798	0.8178	0.7984	0.9622
0.0362	3.3145	4100	0.1520	0.7558	0.8510	0.8005	0.9598
0.0362	3.3953	4200	0.1531	0.8015	0.8276	0.8144	0.9636
0.0362	3.4762	4300	0.1446	0.8219	0.8302	0.8260	0.9665
0.0362	3.5570	4400	0.1399	0.7884	0.8397	0.8132	0.9634
0.0298	3.6378	4500	0.1374	0.7745	0.8576	0.8140	0.9623
0.0298	3.7187	4600	0.1444	0.7428	0.8625	0.7982	0.9596
0.0298	3.7995	4700	0.1577	0.8206	0.8164	0.8185	0.9623
0.0298	3.8804	4800	0.1257	0.8039	0.8487	0.8257	0.9663
0.0298	3.9612	4900	0.1327	0.8208	0.8268	0.8238	0.9658
0.0342	4.0420	5000	0.1486	0.7490	0.8337	0.7891	0.9590
0.0342	4.1229	5100	0.1531	0.805	0.8354	0.8199	0.9650
0.0342	4.2037	5200	0.1384	0.8268	0.8420	0.8343	0.9675
0.0342	4.2846	5300	0.1515	0.8139	0.8469	0.8301	0.9657
0.0342	4.3654	5400	0.1564	0.8066	0.8501	0.8278	0.9644
0.0291	4.4462	5500	0.1381	0.7949	0.8481	0.8206	0.9640
0.0291	4.5271	5600	0.1417	0.8010	0.8331	0.8167	0.9664
0.0291	4.6079	5700	0.1402	0.8251	0.8092	0.8171	0.9653
0.0291	4.6888	5800	0.1325	0.8031	0.8409	0.8216	0.9653
0.0291	4.7696	5900	0.1415	0.7989	0.8440	0.8209	0.9660
0.0313	4.8504	6000	0.1506	0.8161	0.8469	0.8312	0.9663
0.0313	4.9313	6100	0.1488	0.7803	0.8417	0.8099	0.9630
0.0313	5.0121	6200	0.1495	0.8066	0.8342	0.8202	0.9667
0.0313	5.0930	6300	0.1381	0.8183	0.8268	0.8225	0.9662
0.0313	5.1738	6400	0.1753	0.8295	0.8135	0.8214	0.9659
0.0228	5.2546	6500	0.1707	0.7738	0.8492	0.8098	0.9621
0.0228	5.3355	6600	0.1854	0.8194	0.8242	0.8218	0.9657
0.0228	5.4163	6700	0.1354	0.8138	0.8492	0.8311	0.9673
0.0228	5.4972	6800	0.1326	0.7880	0.8455	0.8157	0.9637
0.0228	5.5780	6900	0.1742	0.8350	0.8244	0.8297	0.9668
0.026	5.6589	7000	0.1677	0.8197	0.8337	0.8266	0.9658
0.026	5.7397	7100	0.1773	0.8118	0.8259	0.8188	0.9660
0.026	5.8205	7200	0.1349	0.8157	0.8164	0.8160	0.9651
0.026	5.9014	7300	0.1537	0.8016	0.8256	0.8134	0.9651
0.026	5.9822	7400	0.1575	0.8320	0.8123	0.8221	0.9665
0.0291	6.0631	7500	0.1547	0.8348	0.8233	0.8290	0.9686
0.0291	6.1439	7600	0.1470	0.7947	0.8426	0.8180	0.9651
0.0291	6.2247	7700	0.1431	0.8052	0.8319	0.8184	0.9654
0.0291	6.3056	7800	0.1633	0.8127	0.8155	0.8141	0.9643
0.0291	6.3864	7900	0.1639	0.8029	0.8198	0.8113	0.9640
0.0257	6.4673	8000	0.1808	0.7852	0.8449	0.8139	0.9634
0.0257	6.5481	8100	0.1514	0.8066	0.8357	0.8209	0.9657
0.0257	6.6289	8200	0.1539	0.8441	0.8040	0.8236	0.9657
0.0257	6.7098	8300	0.1592	0.8356	0.8057	0.8204	0.9657
0.0257	6.7906	8400	0.1353	0.7952	0.8184	0.8066	0.9632
0.0237	6.8715	8500	0.1471	0.8075	0.8285	0.8179	0.9646
0.0237	6.9523	8600	0.1450	0.8223	0.8201	0.8212	0.9661
0.0237	7.0331	8700	0.1737	0.7882	0.8348	0.8109	0.9631
0.0237	7.1140	8800	0.1670	0.7762	0.8357	0.8048	0.9622
0.0237	7.1948	8900	0.1651	0.8047	0.8195	0.8121	0.9638
0.0221	7.2757	9000	0.1564	0.7983	0.8489	0.8229	0.9643
0.0221	7.3565	9100	0.1718	0.8127	0.8394	0.8259	0.9667
0.0221	7.4373	9200	0.1591	0.8157	0.8293	0.8225	0.9654
0.0221	7.5182	9300	0.1578	0.8224	0.8357	0.8290	0.9662
0.0221	7.5990	9400	0.1675	0.8031	0.8429	0.8225	0.9640
0.0209	7.6799	9500	0.1543	0.8132	0.8247	0.8189	0.9656
0.0209	7.7607	9600	0.1659	0.7949	0.8458	0.8196	0.9634
0.0209	7.8416	9700	0.1635	0.8056	0.8420	0.8234	0.9647
0.0209	7.9224	9800	0.1572	0.8206	0.8230	0.8218	0.9670
0.0209	8.0032	9900	0.1636	0.7782	0.8596	0.8169	0.9628
0.0222	8.0841	10000	0.1620	0.8336	0.8345	0.8341	0.9673
0.0222	8.1649	10100	0.1637	0.7842	0.8432	0.8126	0.9636
0.0222	8.2458	10200	0.1630	0.7911	0.8461	0.8177	0.9632
0.0222	8.3266	10300	0.1787	0.7978	0.8495	0.8228	0.9653
0.0222	8.4074	10400	0.1647	0.7662	0.8268	0.7953	0.9597
0.0196	8.4883	10500	0.1646	0.7841	0.8394	0.8108	0.9621
0.0196	8.5691	10600	0.1695	0.8019	0.8366	0.8188	0.9641
0.0196	8.6500	10700	0.1517	0.8072	0.8374	0.8220	0.9653
0.0196	8.7308	10800	0.1641	0.8019	0.8412	0.8210	0.9656
0.0196	8.8116	10900	0.1601	0.8070	0.8400	0.8232	0.9660
0.0199	8.8925	11000	0.1837	0.8201	0.8293	0.8247	0.9659
0.0199	8.9733	11100	0.1760	0.8099	0.8253	0.8175	0.9648
0.0199	9.0542	11200	0.1701	0.8183	0.8230	0.8206	0.9657
0.0199	9.1350	11300	0.1916	0.8204	0.8109	0.8156	0.9646
0.0199	9.2158	11400	0.1719	0.8183	0.8348	0.8265	0.9661
0.0188	9.2967	11500	0.1537	0.8167	0.8334	0.8249	0.9668
0.0188	9.3775	11600	0.1982	0.8039	0.8426	0.8228	0.9651
0.0188	9.4584	11700	0.1641	0.7995	0.8469	0.8225	0.9641
0.0188	9.5392	11800	0.1582	0.8072	0.8253	0.8161	0.9658
0.0188	9.6200	11900	0.1951	0.7905	0.8322	0.8108	0.9632
0.0158	9.7009	12000	0.1957	0.7904	0.8446	0.8166	0.9640
0.0158	9.7817	12100	0.1837	0.7831	0.8337	0.8076	0.9637
0.0158	9.8626	12200	0.1827	0.7943	0.8446	0.8187	0.9635
0.0158	9.9434	12300	0.1461	0.8177	0.8328	0.8252	0.9661
0.0158	10.0243	12400	0.2093	0.8195	0.8273	0.8234	0.9668
0.0155	10.1051	12500	0.1671	0.8191	0.8351	0.8270	0.9673
0.0155	10.1859	12600	0.1560	0.8039	0.8357	0.8195	0.9657
0.0155	10.2668	12700	0.1786	0.8150	0.8446	0.8296	0.9656
0.0155	10.3476	12800	0.1610	0.8177	0.8247	0.8212	0.9657
0.0155	10.4285	12900	0.1640	0.8068	0.8524	0.8290	0.9664
0.0154	10.5093	13000	0.1776	0.8331	0.8363	0.8347	0.9685
0.0154	10.5901	13100	0.1702	0.8127	0.8216	0.8171	0.9645
0.0154	10.6710	13200	0.1542	0.8104	0.8291	0.8196	0.9648
0.0154	10.7518	13300	0.1872	0.8033	0.8302	0.8166	0.9646
0.0154	10.8327	13400	0.1752	0.7810	0.8504	0.8142	0.9635
0.0159	10.9135	13500	0.1979	0.7784	0.8354	0.8059	0.9626
0.0159	10.9943	13600	0.1621	0.8061	0.8293	0.8176	0.9639
0.0159	11.0752	13700	0.1684	0.8094	0.8250	0.8171	0.9646
0.0159	11.1560	13800	0.1818	0.8076	0.8291	0.8182	0.9634
0.0159	11.2369	13900	0.1805	0.8039	0.8366	0.8199	0.9657
0.0143	11.3177	14000	0.1967	0.8112	0.8371	0.8239	0.9667
0.0143	11.3985	14100	0.1820	0.7956	0.8461	0.8201	0.9650
0.0143	11.4794	14200	0.1784	0.8137	0.8172	0.8155	0.9632
0.0143	11.5602	14300	0.2155	0.7629	0.8553	0.8065	0.9580
0.0143	11.6411	14400	0.2035	0.8076	0.8299	0.8186	0.9646
0.0139	11.7219	14500	0.1760	0.8212	0.8118	0.8165	0.9656
0.0139	11.8027	14600	0.1715	0.8016	0.8458	0.8231	0.9652
0.0139	11.8836	14700	0.1750	0.8399	0.8060	0.8226	0.9667
0.0139	11.9644	14800	0.1962	0.7980	0.8334	0.8153	0.9636
0.0139	12.0453	14900	0.1822	0.7951	0.8400	0.8169	0.9639
0.0138	12.1261	15000	0.1762	0.7893	0.8371	0.8125	0.9648
0.0138	12.2070	15100	0.1943	0.8106	0.8412	0.8256	0.9656
0.0138	12.2878	15200	0.2082	0.7910	0.8475	0.8183	0.9629
0.0138	12.3686	15300	0.1961	0.8179	0.8363	0.8270	0.9658
0.0138	12.4495	15400	0.1762	0.7987	0.8409	0.8193	0.9654
0.0146	12.5303	15500	0.1864	0.8175	0.8227	0.8201	0.9652
0.0146	12.6112	15600	0.2000	0.8281	0.8345	0.8313	0.9675
0.0146	12.6920	15700	0.1829	0.7974	0.8587	0.8269	0.9654
0.0146	12.7728	15800	0.1791	0.8221	0.8299	0.8260	0.9660
0.0146	12.8537	15900	0.2003	0.7703	0.8625	0.8138	0.9627
0.0113	12.9345	16000	0.1761	0.8022	0.8345	0.8180	0.9644
0.0113	13.0154	16100	0.1781	0.8170	0.8417	0.8292	0.9660
0.0113	13.0962	16200	0.1925	0.8302	0.8262	0.8282	0.9668
0.0113	13.1770	16300	0.2029	0.8019	0.8345	0.8179	0.9658
0.0113	13.2579	16400	0.1789	0.8115	0.8328	0.8220	0.9668
0.009	13.3387	16500	0.1876	0.7982	0.8461	0.8214	0.9657
0.009	13.4196	16600	0.1837	0.8378	0.8100	0.8237	0.9663
0.009	13.5004	16700	0.1909	0.7922	0.8440	0.8173	0.9637
0.009	13.5812	16800	0.1962	0.8003	0.8363	0.8179	0.9649
0.009	13.6621	16900	0.1926	0.7998	0.8406	0.8197	0.9647
0.0115	13.7429	17000	0.2182	0.7854	0.8472	0.8151	0.9627
0.0115	13.8238	17100	0.2041	0.7981	0.8389	0.8180	0.9639
0.0115	13.9046	17200	0.1815	0.7867	0.8314	0.8084	0.9640
0.0115	13.9854	17300	0.2102	0.7924	0.8288	0.8102	0.9619
0.0115	14.0663	17400	0.2204	0.7902	0.8250	0.8072	0.9621
0.0121	14.1471	17500	0.1881	0.8033	0.8276	0.8153	0.9636
0.0121	14.2280	17600	0.2297	0.7993	0.8195	0.8093	0.9617
0.0121	14.3088	17700	0.1886	0.8104	0.8302	0.8202	0.9650
0.0121	14.3897	17800	0.2038	0.7806	0.8533	0.8153	0.9630
0.0121	14.4705	17900	0.2110	0.7852	0.8366	0.8100	0.9622
0.0121	14.5513	18000	0.1980	0.7970	0.8366	0.8163	0.9641
0.0121	14.6322	18100	0.2059	0.8139	0.8446	0.8290	0.9653
0.0121	14.7130	18200	0.2168	0.8180	0.8345	0.8262	0.9647
0.0121	14.7939	18300	0.1942	0.8077	0.8221	0.8149	0.9628
0.0121	14.8747	18400	0.1987	0.8323	0.8025	0.8171	0.9650
0.0099	14.9555	18500	0.1931	0.7598	0.8299	0.7933	0.9617
0.0099	15.0364	18600	0.2199	0.7696	0.8590	0.8119	0.9611
0.0099	15.1172	18700	0.1848	0.8121	0.8334	0.8226	0.9647
0.0099	15.1981	18800	0.2362	0.7916	0.8455	0.8177	0.9632
0.0099	15.2789	18900	0.2276	0.7892	0.8464	0.8168	0.9638
0.0089	15.3597	19000	0.2355	0.8198	0.8158	0.8178	0.9644
0.0089	15.4406	19100	0.2158	0.8166	0.8302	0.8233	0.9643
0.0089	15.5214	19200	0.2334	0.7961	0.8383	0.8166	0.9629
0.0089	15.6023	19300	0.2104	0.8110	0.8340	0.8223	0.9648
0.0089	15.6831	19400	0.2209	0.8107	0.8322	0.8213	0.9647
0.0078	15.7639	19500	0.2275	0.8112	0.8250	0.8181	0.9649
0.0078	15.8448	19600	0.2000	0.8084	0.8334	0.8207	0.9647
0.0078	15.9256	19700	0.2147	0.8326	0.8074	0.8198	0.9654
0.0078	16.0065	19800	0.2227	0.8152	0.8048	0.8100	0.9632
0.0078	16.0873	19900	0.2205	0.8235	0.8233	0.8234	0.9657
0.0089	16.1681	20000	0.2259	0.8226	0.8221	0.8224	0.9650
0.0089	16.2490	20100	0.2356	0.8141	0.8092	0.8116	0.9636
0.0089	16.3298	20200	0.2329	0.7838	0.8415	0.8116	0.9623
0.0089	16.4107	20300	0.2391	0.7856	0.8366	0.8103	0.9618
0.0089	16.4915	20400	0.2060	0.7771	0.8311	0.8032	0.9615
0.0075	16.5724	20500	0.2287	0.8023	0.8305	0.8161	0.9641
0.0075	16.6532	20600	0.2312	0.7734	0.8371	0.8040	0.9606
0.0075	16.7340	20700	0.2303	0.7847	0.8489	0.8156	0.9623
0.0075	16.8149	20800	0.2374	0.7501	0.8443	0.7944	0.9590
0.0075	16.8957	20900	0.2163	0.8023	0.8221	0.8121	0.9640
0.0095	16.9766	21000	0.2096	0.7961	0.8262	0.8109	0.9628
0.0095	17.0574	21100	0.2283	0.7843	0.8415	0.8118	0.9607
0.0095	17.1382	21200	0.2089	0.8278	0.8063	0.8169	0.9646
0.0095	17.2191	21300	0.2431	0.8044	0.8288	0.8164	0.9629
0.0095	17.2999	21400	0.1944	0.7823	0.8340	0.8073	0.9616
0.007	17.3808	21500	0.2524	0.8040	0.8230	0.8134	0.9628
0.007	17.4616	21600	0.2463	0.7894	0.8426	0.8151	0.9618
0.007	17.5424	21700	0.2214	0.7903	0.8345	0.8118	0.9621
0.007	17.6233	21800	0.2188	0.7899	0.8397	0.8140	0.9623
0.007	17.7041	21900	0.2485	0.7887	0.8380	0.8126	0.9615
0.0077	17.7850	22000	0.2218	0.8071	0.8285	0.8176	0.9625
0.0077	17.8658	22100	0.2424	0.8012	0.8270	0.8139	0.9614
0.0077	17.9466	22200	0.2270	0.7937	0.8308	0.8118	0.9603
0.0077	18.0275	22300	0.2466	0.7905	0.8331	0.8112	0.9612
0.0077	18.1083	22400	0.2568	0.7868	0.8403	0.8127	0.9615
0.0069	18.1892	22500	0.2349	0.7984	0.8172	0.8077	0.9626
0.0069	18.2700	22600	0.2674	0.7892	0.8268	0.8075	0.9614
0.0069	18.3508	22700	0.2395	0.7929	0.8288	0.8104	0.9620
0.0069	18.4317	22800	0.2205	0.8080	0.8262	0.8170	0.9635
0.0069	18.5125	22900	0.2153	0.7754	0.8371	0.8051	0.9599
0.0061	18.5934	23000	0.2261	0.8207	0.8262	0.8234	0.9649
0.0061	18.6742	23100	0.2085	0.8210	0.8279	0.8245	0.9651
0.0061	18.7551	23200	0.2470	0.7899	0.8279	0.8084	0.9626
0.0061	18.8359	23300	0.2264	0.7945	0.8383	0.8158	0.9627
0.0061	18.9167	23400	0.2299	0.8185	0.8178	0.8182	0.9624
0.0067	18.9976	23500	0.2575	0.7920	0.8366	0.8137	0.9599
0.0067	19.0784	23600	0.2368	0.8014	0.8331	0.8170	0.9636
0.0067	19.1593	23700	0.2436	0.8210	0.8054	0.8132	0.9624
0.0067	19.2401	23800	0.2191	0.7932	0.8317	0.8120	0.9644
0.0067	19.3209	23900	0.2454	0.7975	0.8538	0.8247	0.9650
0.0061	19.4018	24000	0.2151	0.8283	0.8273	0.8278	0.9652
0.0061	19.4826	24100	0.2340	0.8033	0.8146	0.8089	0.9621
0.0061	19.5635	24200	0.2408	0.8032	0.8377	0.8201	0.9636
0.0061	19.6443	24300	0.2379	0.7843	0.8458	0.8139	0.9623
0.0061	19.7251	24400	0.2404	0.7973	0.8322	0.8144	0.9630
0.0051	19.8060	24500	0.2352	0.7951	0.8299	0.8121	0.9624
0.0051	19.8868	24600	0.2231	0.8023	0.8293	0.8156	0.9635
0.0051	19.9677	24700	0.2649	0.7654	0.8443	0.8029	0.9594
0.0051	20.0485	24800	0.2287	0.8058	0.8239	0.8147	0.9636
0.0051	20.1293	24900	0.2636	0.8025	0.8328	0.8174	0.9637
0.0055	20.2102	25000	0.2503	0.7847	0.8351	0.8091	0.9617
0.0055	20.2910	25100	0.2458	0.7821	0.8348	0.8076	0.9616
0.0055	20.3719	25200	0.2583	0.8064	0.8319	0.8190	0.9631
0.0055	20.4527	25300	0.2801	0.7739	0.8446	0.8077	0.9591
0.0055	20.5335	25400	0.2547	0.7828	0.8383	0.8096	0.9602
0.005	20.6144	25500	0.2326	0.7896	0.8224	0.8057	0.9602
0.005	20.6952	25600	0.2717	0.7757	0.8345	0.8041	0.9584
0.005	20.7761	25700	0.2784	0.7724	0.8423	0.8058	0.9592
0.005	20.8569	25800	0.2734	0.8153	0.8345	0.8248	0.9641
0.005	20.9378	25900	0.2539	0.8021	0.8319	0.8168	0.9632
0.0052	21.0186	26000	0.2592	0.8056	0.8363	0.8207	0.9635
0.0052	21.0994	26100	0.2486	0.8002	0.8429	0.8210	0.9638
0.0052	21.1803	26200	0.2598	0.7881	0.8426	0.8144	0.9622
0.0052	21.2611	26300	0.2473	0.8081	0.8305	0.8192	0.9636
0.0052	21.3420	26400	0.2529	0.8174	0.8207	0.8190	0.9642
0.0048	21.4228	26500	0.2700	0.7981	0.8354	0.8163	0.9629
0.0048	21.5036	26600	0.2566	0.7859	0.8368	0.8106	0.9626
0.0048	21.5845	26700	0.2555	0.7900	0.8391	0.8138	0.9633
0.0048	21.6653	26800	0.2589	0.7928	0.8348	0.8133	0.9619
0.0048	21.7462	26900	0.2601	0.7959	0.8317	0.8134	0.9623
0.0041	21.8270	27000	0.2655	0.7999	0.8345	0.8169	0.9636
0.0041	21.9078	27100	0.2685	0.8043	0.8319	0.8179	0.9632
0.0041	21.9887	27200	0.2439	0.8128	0.8259	0.8193	0.9638
0.0041	22.0695	27300	0.2326	0.8081	0.8354	0.8215	0.9639
0.0041	22.1504	27400	0.2789	0.7994	0.8363	0.8174	0.9630
0.0043	22.2312	27500	0.2546	0.8046	0.8440	0.8239	0.9648
0.0043	22.3120	27600	0.2628	0.8204	0.8282	0.8243	0.9648
0.0043	22.3929	27700	0.2845	0.8049	0.8279	0.8163	0.9631
0.0043	22.4737	27800	0.2985	0.7951	0.8276	0.8110	0.9611
0.0043	22.5546	27900	0.2782	0.7933	0.8296	0.8110	0.9620
0.0042	22.6354	28000	0.3030	0.7837	0.8386	0.8102	0.9606
0.0042	22.7162	28100	0.2733	0.7965	0.8406	0.8180	0.9632
0.0042	22.7971	28200	0.2528	0.7962	0.8368	0.8160	0.9632
0.0042	22.8779	28300	0.2596	0.8019	0.8389	0.8199	0.9641
0.0042	22.9588	28400	0.2658	0.8052	0.8449	0.8246	0.9641
0.0031	23.0396	28500	0.2735	0.8080	0.8308	0.8192	0.9635
0.0031	23.1205	28600	0.3051	0.7879	0.8472	0.8165	0.9618
0.0031	23.2013	28700	0.2837	0.8136	0.8216	0.8176	0.9643
0.0031	23.2821	28800	0.2951	0.8254	0.8270	0.8262	0.9660
0.0031	23.3630	28900	0.2758	0.8098	0.8360	0.8227	0.9645
0.0039	23.4438	29000	0.2622	0.8043	0.8366	0.8201	0.9631
0.0039	23.5247	29100	0.2780	0.8085	0.8360	0.8220	0.9637
0.0039	23.6055	29200	0.2881	0.7960	0.8357	0.8154	0.9615
0.0039	23.6863	29300	0.2908	0.7826	0.8426	0.8115	0.9606
0.0039	23.7672	29400	0.2920	0.8055	0.8391	0.8220	0.9627
0.0039	23.8480	29500	0.3045	0.8163	0.8288	0.8225	0.9634
0.0039	23.9289	29600	0.2844	0.8059	0.8357	0.8205	0.9633
0.0039	24.0097	29700	0.2824	0.8136	0.8366	0.8249	0.9643
0.0039	24.0905	29800	0.2917	0.8001	0.8435	0.8212	0.9629
0.0039	24.1714	29900	0.2850	0.8034	0.8351	0.8189	0.9630
0.0029	24.2522	30000	0.2973	0.8032	0.8438	0.8230	0.9635
0.0029	24.3331	30100	0.2912	0.8187	0.8409	0.8296	0.9652
0.0029	24.4139	30200	0.2967	0.8162	0.8319	0.8240	0.9645
0.0029	24.4947	30300	0.2952	0.8074	0.8446	0.8256	0.9642
0.0029	24.5756	30400	0.2811	0.7964	0.8527	0.8236	0.9639
0.0032	24.6564	30500	0.2786	0.7995	0.8472	0.8227	0.9640
0.0032	24.7373	30600	0.2652	0.8103	0.8371	0.8235	0.9641
0.0032	24.8181	30700	0.2973	0.8111	0.8394	0.8250	0.9632
0.0032	24.8989	30800	0.3084	0.8064	0.8403	0.8230	0.9623
0.0032	24.9798	30900	0.2636	0.8320	0.8325	0.8323	0.9656
0.0034	25.0606	31000	0.2647	0.8114	0.8435	0.8271	0.9641
0.0034	25.1415	31100	0.2850	0.7967	0.8484	0.8217	0.9632
0.0034	25.2223	31200	0.2891	0.8230	0.8432	0.8330	0.9653
0.0034	25.3032	31300	0.2999	0.8175	0.8420	0.8296	0.9649
0.0034	25.3840	31400	0.2856	0.8017	0.8510	0.8256	0.9634
0.0027	25.4648	31500	0.3023	0.8216	0.8391	0.8303	0.9642
0.0027	25.5457	31600	0.3039	0.8020	0.8498	0.8252	0.9634
0.0027	25.6265	31700	0.2814	0.8076	0.8461	0.8264	0.9646
0.0027	25.7074	31800	0.2892	0.8098	0.8394	0.8243	0.9652
0.0027	25.7882	31900	0.2929	0.8138	0.8443	0.8288	0.9650
0.0023	25.8690	32000	0.3092	0.8147	0.8415	0.8279	0.9643
0.0023	25.9499	32100	0.3062	0.7914	0.8521	0.8207	0.9615
0.0023	26.0307	32200	0.3057	0.8251	0.8337	0.8294	0.9639
0.0023	26.1116	32300	0.3104	0.8266	0.8317	0.8291	0.9638
0.0023	26.1924	32400	0.3126	0.8133	0.8412	0.8270	0.9644
0.0032	26.2732	32500	0.2865	0.8093	0.8429	0.8258	0.9641
0.0032	26.3541	32600	0.2995	0.8162	0.8397	0.8278	0.9644
0.0032	26.4349	32700	0.2888	0.8066	0.8426	0.8242	0.9638
0.0032	26.5158	32800	0.2825	0.7996	0.8536	0.8257	0.9634
0.0032	26.5966	32900	0.3028	0.8190	0.8345	0.8267	0.9642
0.0025	26.6774	33000	0.2980	0.8052	0.8507	0.8273	0.9631
0.0025	26.7583	33100	0.3127	0.8067	0.8432	0.8245	0.9627
0.0025	26.8391	33200	0.3177	0.7842	0.8432	0.8126	0.9605
0.0025	26.9200	33300	0.2958	0.7996	0.8475	0.8228	0.9632
0.0025	27.0008	33400	0.2940	0.7988	0.8492	0.8232	0.9632
0.0023	27.0816	33500	0.2983	0.8086	0.8440	0.8260	0.9637
0.0023	27.1625	33600	0.2971	0.8108	0.8400	0.8251	0.9642
0.0023	27.2433	33700	0.2971	0.8191	0.8420	0.8304	0.9647
0.0023	27.3242	33800	0.2948	0.8232	0.8334	0.8282	0.9650
0.0023	27.4050	33900	0.2890	0.8124	0.8415	0.8267	0.9645
0.0021	27.4859	34000	0.3030	0.8070	0.8426	0.8244	0.9635
0.0021	27.5667	34100	0.3017	0.8032	0.8423	0.8223	0.9614
0.0021	27.6475	34200	0.2984	0.8010	0.8446	0.8222	0.9610
0.0021	27.7284	34300	0.2855	0.8237	0.8348	0.8292	0.9639
0.0021	27.8092	34400	0.2950	0.8173	0.8432	0.8300	0.9637
0.0026	27.8901	34500	0.2966	0.8178	0.8435	0.8304	0.9639
0.0026	27.9709	34600	0.2902	0.8209	0.8377	0.8292	0.9643
0.0026	28.0517	34700	0.2934	0.8082	0.8443	0.8259	0.9634
0.0026	28.1326	34800	0.3025	0.8109	0.8432	0.8267	0.9629
0.0026	28.2134	34900	0.2968	0.8187	0.8368	0.8277	0.9639
0.0021	28.2943	35000	0.2984	0.8229	0.8400	0.8314	0.9637
0.0021	28.3751	35100	0.3007	0.8144	0.8371	0.8256	0.9633
0.0021	28.4559	35200	0.3187	0.8048	0.8464	0.8251	0.9632
0.0021	28.5368	35300	0.2973	0.8197	0.8386	0.8290	0.9648
0.0021	28.6176	35400	0.2928	0.8206	0.8371	0.8288	0.9649
0.0019	28.6985	35500	0.2843	0.8091	0.8429	0.8256	0.9644
0.0019	28.7793	35600	0.2918	0.8168	0.8458	0.8310	0.9649
0.0019	28.8601	35700	0.3014	0.8182	0.8417	0.8298	0.9648
0.0019	28.9410	35800	0.3038	0.8152	0.8429	0.8288	0.9645
0.0019	29.0218	35900	0.3046	0.8190	0.8466	0.8326	0.9646
0.0014	29.1027	36000	0.3033	0.8182	0.8495	0.8335	0.9653
0.0014	29.1835	36100	0.3017	0.8050	0.8544	0.8290	0.9642
0.0014	29.2643	36200	0.3058	0.8151	0.8461	0.8303	0.9645
0.0014	29.3452	36300	0.3029	0.8207	0.8366	0.8286	0.9655
0.0014	29.4260	36400	0.3049	0.8171	0.8449	0.8308	0.9654
0.0016	29.5069	36500	0.2947	0.8130	0.8423	0.8274	0.9650
0.0016	29.5877	36600	0.2962	0.8248	0.8357	0.8302	0.9653
0.0016	29.6686	36700	0.3046	0.8276	0.8371	0.8323	0.9652
0.0016	29.7494	36800	0.3089	0.8260	0.8374	0.8317	0.9655
0.0016	29.8302	36900	0.3064	0.8261	0.8397	0.8329	0.9652
0.0014	29.9111	37000	0.3117	0.8123	0.8420	0.8269	0.9640
0.0014	29.9919	37100	0.3276	0.8045	0.8484	0.8259	0.9635
0.0014	30.0728	37200	0.3126	0.8136	0.8443	0.8287	0.9642
0.0014	30.1536	37300	0.3151	0.8094	0.8484	0.8284	0.9642
0.0014	30.2344	37400	0.3125	0.8158	0.8466	0.8310	0.9646
0.0014	30.3153	37500	0.3177	0.8167	0.8412	0.8287	0.9645
0.0014	30.3961	37600	0.3099	0.8200	0.8432	0.8314	0.9649
0.0014	30.4770	37700	0.2920	0.8131	0.8438	0.8281	0.9651
0.0014	30.5578	37800	0.3003	0.8053	0.8487	0.8264	0.9644
0.0014	30.6386	37900	0.3016	0.8214	0.8391	0.8302	0.9651
0.0016	30.7195	38000	0.3098	0.8049	0.8492	0.8265	0.9644
0.0016	30.8003	38100	0.3100	0.8081	0.8484	0.8277	0.9646
0.0016	30.8812	38200	0.3069	0.8125	0.8484	0.8301	0.9652
0.0016	30.9620	38300	0.2989	0.8179	0.8417	0.8297	0.9653
0.0016	31.0428	38400	0.3062	0.8121	0.8449	0.8282	0.9652
0.0009	31.1237	38500	0.3095	0.8043	0.8449	0.8241	0.9647
0.0009	31.2045	38600	0.3014	0.8159	0.8391	0.8273	0.9656
0.0009	31.2854	38700	0.3055	0.8175	0.8406	0.8289	0.9655
0.0009	31.3662	38800	0.3077	0.8217	0.8380	0.8297	0.9656
0.0009	31.4470	38900	0.3101	0.8187	0.8386	0.8285	0.9653
0.001	31.5279	39000	0.3110	0.8222	0.8360	0.8290	0.9657
0.001	31.6087	39100	0.3120	0.8188	0.8417	0.8301	0.9654
0.001	31.6896	39200	0.3145	0.8213	0.8397	0.8304	0.9657
0.001	31.7704	39300	0.3144	0.8242	0.8368	0.8305	0.9657
0.001	31.8513	39400	0.3188	0.8198	0.8409	0.8302	0.9656
0.0011	31.9321	39500	0.3173	0.8189	0.8432	0.8308	0.9658
0.0011	32.0129	39600	0.3099	0.8222	0.8412	0.8316	0.9654
0.0011	32.0938	39700	0.3148	0.8128	0.8475	0.8298	0.9645
0.0011	32.1746	39800	0.3143	0.8137	0.8475	0.8303	0.9645
0.0011	32.2555	39900	0.3102	0.8224	0.8461	0.8340	0.9653
0.0013	32.3363	40000	0.3120	0.8184	0.8443	0.8312	0.9650
0.0013	32.4171	40100	0.3126	0.8189	0.8446	0.8316	0.9651
0.0013	32.4980	40200	0.3141	0.8152	0.8455	0.8301	0.9653
0.0013	32.5788	40300	0.3149	0.8140	0.8464	0.8298	0.9649
0.0013	32.6597	40400	0.3147	0.8174	0.8452	0.8311	0.9652
0.0009	32.7405	40500	0.3160	0.8211	0.8417	0.8313	0.9655
0.0009	32.8213	40600	0.3162	0.8108	0.8449	0.8275	0.9648
0.0009	32.9022	40700	0.3184	0.8157	0.8446	0.8299	0.9653
0.0009	32.9830	40800	0.3190	0.8204	0.8440	0.8321	0.9655
0.0009	33.0639	40900	0.3183	0.8222	0.8423	0.8321	0.9656
0.0008	33.1447	41000	0.3180	0.8227	0.8415	0.8320	0.9655
0.0008	33.2255	41100	0.3183	0.8230	0.8417	0.8323	0.9655
0.0008	33.3064	41200	0.3201	0.8171	0.8449	0.8308	0.9650
0.0008	33.3872	41300	0.3206	0.8174	0.8438	0.8304	0.9652
0.0008	33.4681	41400	0.3242	0.8168	0.8417	0.8291	0.9653
0.0007	33.5489	41500	0.3230	0.8179	0.8403	0.8289	0.9653
0.0007	33.6297	41600	0.3221	0.8187	0.8412	0.8298	0.9655
0.0007	33.7106	41700	0.3238	0.8122	0.8440	0.8278	0.9649
0.0007	33.7914	41800	0.3238	0.8143	0.8432	0.8285	0.9652
0.0007	33.8723	41900	0.3244	0.8142	0.8426	0.8282	0.9651
0.0008	33.9531	42000	0.3256	0.8138	0.8440	0.8286	0.9650
0.0008	34.0340	42100	0.3267	0.8129	0.8440	0.8282	0.9649
0.0008	34.1148	42200	0.3258	0.8132	0.8435	0.8281	0.9651
0.0008	34.1956	42300	0.3268	0.8129	0.8452	0.8287	0.9650
0.0008	34.2765	42400	0.3260	0.8169	0.8438	0.8301	0.9654
0.0009	34.3573	42500	0.3253	0.8198	0.8435	0.8315	0.9657
0.0009	34.4382	42600	0.3264	0.8207	0.8429	0.8316	0.9656
0.0009	34.5190	42700	0.3265	0.8177	0.8455	0.8313	0.9653
0.0009	34.5998	42800	0.3262	0.8182	0.8461	0.8319	0.9653
0.0009	34.6807	42900	0.3260	0.8183	0.8464	0.8321	0.9653
0.0006	34.7615	43000	0.3265	0.8173	0.8461	0.8314	0.9651
0.0006	34.8424	43100	0.3266	0.8169	0.8461	0.8312	0.9652
0.0006	34.9232	43200	0.3264	0.8169	0.8461	0.8312	0.9652

Framework versions

• Transformers 4.44.2
• Pytorch 2.4.0+cu121
• Datasets 2.21.0
• Tokenizers 0.19.1