dCOS/out_lilt_06

output_LiLT_test_06

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: 0.3118
• Precision: 0.8249
• Recall: 0.8299
• F1: 0.8274
• Accuracy: 0.9672

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: cosine
• lr_scheduler_warmup_steps: 300
• num_epochs: 40

Training results

Training Loss	Epoch	Step	Validation Loss	Precision	Recall	F1	Accuracy
No log	0.0808	100	0.5270	0.0	0.0	0.0	0.8711
No log	0.1617	200	0.2949	0.3234	0.3551	0.3386	0.9028
No log	0.2425	300	0.1953	0.6136	0.6117	0.6127	0.9380
No log	0.3234	400	0.1851	0.6901	0.7221	0.7057	0.9492
0.4067	0.4042	500	0.1642	0.6884	0.7106	0.6993	0.9499
0.4067	0.4850	600	0.1721	0.6674	0.7515	0.7070	0.9440
0.4067	0.5659	700	0.1799	0.6538	0.8100	0.7236	0.9432
0.4067	0.6467	800	0.1803	0.7029	0.8253	0.7592	0.9492
0.4067	0.7276	900	0.1688	0.7484	0.7968	0.7719	0.9537
0.0997	0.8084	1000	0.1669	0.7663	0.7648	0.7655	0.9565
0.0997	0.8892	1100	0.1401	0.7755	0.7769	0.7762	0.9596
0.0997	0.9701	1200	0.1514	0.8172	0.7515	0.7830	0.9614
0.0997	1.0509	1300	0.1348	0.7565	0.8276	0.7905	0.9600
0.0997	1.1318	1400	0.1541	0.8092	0.7873	0.7981	0.9629
0.0785	1.2126	1500	0.1375	0.7651	0.8149	0.7892	0.9598
0.0785	1.2935	1600	0.1363	0.7979	0.7829	0.7903	0.9610
0.0785	1.3743	1700	0.1357	0.7815	0.8071	0.7941	0.9617
0.0785	1.4551	1800	0.1419	0.7989	0.8048	0.8018	0.9614
0.0785	1.5360	1900	0.1406	0.7944	0.8144	0.8043	0.9636
0.0668	1.6168	2000	0.1182	0.7929	0.8291	0.8106	0.9631
0.0668	1.6977	2100	0.1229	0.8148	0.8259	0.8203	0.9662
0.0668	1.7785	2200	0.1388	0.7881	0.8383	0.8124	0.9643
0.0668	1.8593	2300	0.1200	0.7796	0.8475	0.8122	0.9615
0.0668	1.9402	2400	0.1302	0.8194	0.8109	0.8151	0.9661
0.0603	2.0210	2500	0.1342	0.8324	0.8187	0.8255	0.9665
0.0603	2.1019	2600	0.1382	0.7671	0.8319	0.7982	0.9612
0.0603	2.1827	2700	0.1389	0.8219	0.8406	0.8311	0.9665
0.0603	2.2635	2800	0.1358	0.7755	0.8374	0.8053	0.9619
0.0603	2.3444	2900	0.1220	0.8003	0.8170	0.8086	0.9646
0.0517	2.4252	3000	0.1405	0.8250	0.7884	0.8063	0.9646
0.0517	2.5061	3100	0.1272	0.7621	0.8412	0.7997	0.9624
0.0517	2.5869	3200	0.1200	0.7878	0.8391	0.8127	0.9631
0.0517	2.6677	3300	0.1197	0.7963	0.8472	0.8209	0.9660
0.0517	2.7486	3400	0.1471	0.7815	0.8403	0.8098	0.9601
0.0534	2.8294	3500	0.1163	0.8281	0.8288	0.8284	0.9676
0.0534	2.9103	3600	0.1279	0.7938	0.8547	0.8232	0.9631
0.0534	2.9911	3700	0.1313	0.8129	0.8204	0.8166	0.9650
0.0534	3.0719	3800	0.1375	0.7767	0.8481	0.8108	0.9612
0.0534	3.1528	3900	0.1542	0.7847	0.8279	0.8057	0.9564
0.0508	3.2336	4000	0.1402	0.7551	0.8348	0.7930	0.9571
0.0508	3.3145	4100	0.1575	0.8120	0.8178	0.8149	0.9634
0.0508	3.3953	4200	0.1432	0.7975	0.8164	0.8068	0.9628
0.0508	3.4762	4300	0.1580	0.8662	0.7855	0.8239	0.9657
0.0508	3.5570	4400	0.1316	0.8060	0.8501	0.8274	0.9649
0.0421	3.6378	4500	0.1356	0.7895	0.8302	0.8093	0.9631
0.0421	3.7187	4600	0.1271	0.7753	0.8446	0.8085	0.9632
0.0421	3.7995	4700	0.1459	0.8257	0.8221	0.8239	0.9653
0.0421	3.8804	4800	0.1344	0.8242	0.8285	0.8263	0.9658
0.0421	3.9612	4900	0.1395	0.8282	0.8118	0.8199	0.9635
0.0482	4.0420	5000	0.1393	0.7681	0.8374	0.8013	0.9611
0.0482	4.1229	5100	0.1367	0.7916	0.8342	0.8124	0.9619
0.0482	4.2037	5200	0.1391	0.7950	0.8360	0.8150	0.9649
0.0482	4.2846	5300	0.1719	0.7916	0.8060	0.7987	0.9619
0.0482	4.3654	5400	0.1439	0.7789	0.8570	0.8161	0.9594
0.0395	4.4462	5500	0.1484	0.8260	0.8210	0.8235	0.9658
0.0395	4.5271	5600	0.1292	0.7868	0.8423	0.8136	0.9606
0.0395	4.6079	5700	0.1325	0.8104	0.8022	0.8063	0.9633
0.0395	4.6888	5800	0.1303	0.8158	0.8158	0.8158	0.9640
0.0395	4.7696	5900	0.1476	0.7786	0.8354	0.8060	0.9603
0.045	4.8504	6000	0.1439	0.8417	0.8201	0.8308	0.9690
0.045	4.9313	6100	0.1282	0.8059	0.8100	0.8079	0.9618
0.045	5.0121	6200	0.1375	0.7876	0.8585	0.8215	0.9614
0.045	5.0930	6300	0.1361	0.8170	0.8377	0.8272	0.9670
0.045	5.1738	6400	0.1382	0.8204	0.8138	0.8171	0.9650
0.0342	5.2546	6500	0.1525	0.7997	0.8389	0.8188	0.9613
0.0342	5.3355	6600	0.1513	0.7465	0.8253	0.7840	0.9581
0.0342	5.4163	6700	0.1338	0.7735	0.8299	0.8007	0.9609
0.0342	5.4972	6800	0.1224	0.8020	0.8279	0.8148	0.9656
0.0342	5.5780	6900	0.1387	0.7903	0.8507	0.8194	0.9638
0.0403	5.6589	7000	0.1717	0.8022	0.8299	0.8158	0.9626
0.0403	5.7397	7100	0.1640	0.8079	0.8060	0.8069	0.9642
0.0403	5.8205	7200	0.1338	0.8334	0.7873	0.8097	0.9664
0.0403	5.9014	7300	0.1534	0.7821	0.8400	0.8100	0.9611
0.0403	5.9822	7400	0.1366	0.8272	0.8046	0.8157	0.9655
0.0404	6.0631	7500	0.1483	0.8217	0.8331	0.8274	0.9677
0.0404	6.1439	7600	0.1464	0.8126	0.8322	0.8223	0.9664
0.0404	6.2247	7700	0.1399	0.8063	0.8397	0.8226	0.9677
0.0404	6.3056	7800	0.1336	0.8323	0.8340	0.8331	0.9684
0.0404	6.3864	7900	0.1451	0.8098	0.8285	0.8190	0.9650
0.0352	6.4673	8000	0.1355	0.8407	0.8319	0.8363	0.9684
0.0352	6.5481	8100	0.1346	0.8313	0.8325	0.8319	0.9670
0.0352	6.6289	8200	0.1410	0.8248	0.8236	0.8242	0.9657
0.0352	6.7098	8300	0.1496	0.7993	0.8276	0.8132	0.9639
0.0352	6.7906	8400	0.1474	0.8054	0.8279	0.8165	0.9646
0.0336	6.8715	8500	0.1571	0.8094	0.8409	0.8248	0.9648
0.0336	6.9523	8600	0.1320	0.7864	0.8366	0.8107	0.9640
0.0336	7.0331	8700	0.1688	0.8145	0.8342	0.8243	0.9656
0.0336	7.1140	8800	0.1471	0.7771	0.8521	0.8129	0.9625
0.0336	7.1948	8900	0.1417	0.7988	0.8481	0.8227	0.9655
0.033	7.2757	9000	0.1300	0.8416	0.8317	0.8366	0.9687
0.033	7.3565	9100	0.1614	0.8231	0.8224	0.8228	0.9667
0.033	7.4373	9200	0.1451	0.8162	0.8423	0.8291	0.9655
0.033	7.5182	9300	0.1458	0.7837	0.8461	0.8137	0.9618
0.033	7.5990	9400	0.1482	0.8323	0.8371	0.8347	0.9662
0.03	7.6799	9500	0.1267	0.7996	0.8466	0.8225	0.9644
0.03	7.7607	9600	0.1675	0.7695	0.8469	0.8064	0.9608
0.03	7.8416	9700	0.1516	0.7482	0.8386	0.7908	0.9583
0.03	7.9224	9800	0.1462	0.8254	0.8409	0.8331	0.9672
0.03	8.0032	9900	0.1490	0.8311	0.8383	0.8347	0.9681
0.0335	8.0841	10000	0.1697	0.8400	0.8097	0.8246	0.9660
0.0335	8.1649	10100	0.1505	0.8074	0.8469	0.8267	0.9650
0.0335	8.2458	10200	0.1447	0.8124	0.8302	0.8212	0.9655
0.0335	8.3266	10300	0.1813	0.7766	0.8458	0.8097	0.9601
0.0335	8.4074	10400	0.1661	0.7973	0.8472	0.8215	0.9626
0.0309	8.4883	10500	0.1325	0.8173	0.8587	0.8375	0.9676
0.0309	8.5691	10600	0.1522	0.7956	0.8438	0.8190	0.9616
0.0309	8.6500	10700	0.1459	0.7881	0.8461	0.8161	0.9618
0.0309	8.7308	10800	0.1498	0.8113	0.8279	0.8195	0.9640
0.0309	8.8116	10900	0.1516	0.7959	0.8204	0.8079	0.9620
0.0294	8.8925	11000	0.1546	0.8191	0.8198	0.8195	0.9640
0.0294	8.9733	11100	0.1575	0.7808	0.8236	0.8016	0.9612
0.0294	9.0542	11200	0.1972	0.8471	0.7711	0.8073	0.9632
0.0294	9.1350	11300	0.1470	0.8330	0.7979	0.8151	0.9641
0.0294	9.2158	11400	0.1463	0.8205	0.8317	0.8261	0.9670
0.031	9.2967	11500	0.1486	0.7737	0.8533	0.8115	0.9606
0.031	9.3775	11600	0.1784	0.7742	0.8518	0.8111	0.9619
0.031	9.4584	11700	0.1432	0.7856	0.8481	0.8156	0.9628
0.031	9.5392	11800	0.1743	0.8411	0.8210	0.8309	0.9654
0.031	9.6200	11900	0.1521	0.8201	0.8452	0.8325	0.9662
0.0251	9.7009	12000	0.1681	0.8005	0.8423	0.8209	0.9645
0.0251	9.7817	12100	0.1734	0.8179	0.8181	0.8180	0.9649
0.0251	9.8626	12200	0.1804	0.8087	0.8008	0.8048	0.9628
0.0251	9.9434	12300	0.1593	0.8266	0.8109	0.8187	0.9642
0.0251	10.0243	12400	0.1772	0.8328	0.8371	0.8350	0.9674
0.0248	10.1051	12500	0.1517	0.8150	0.8495	0.8319	0.9669
0.0248	10.1859	12600	0.1446	0.7982	0.8469	0.8218	0.9633
0.0248	10.2668	12700	0.1747	0.7889	0.8541	0.8202	0.9628
0.0248	10.3476	12800	0.1612	0.8450	0.8190	0.8318	0.9682
0.0248	10.4285	12900	0.2088	0.7495	0.8521	0.7975	0.9572
0.0254	10.5093	13000	0.1751	0.7968	0.8374	0.8166	0.9632
0.0254	10.5901	13100	0.1963	0.8442	0.7982	0.8206	0.9654
0.0254	10.6710	13200	0.1452	0.8299	0.8253	0.8276	0.9670
0.0254	10.7518	13300	0.1614	0.7879	0.8417	0.8139	0.9598
0.0254	10.8327	13400	0.1721	0.7659	0.8585	0.8096	0.9608
0.0243	10.9135	13500	0.1705	0.8229	0.8037	0.8132	0.9641
0.0243	10.9943	13600	0.1872	0.8334	0.8149	0.8241	0.9657
0.0243	11.0752	13700	0.1660	0.8266	0.8193	0.8229	0.9671
0.0243	11.1560	13800	0.1529	0.8027	0.8293	0.8158	0.9653
0.0243	11.2369	13900	0.1851	0.7463	0.8351	0.7882	0.9556
0.0241	11.3177	14000	0.1781	0.7879	0.8469	0.8163	0.9624
0.0241	11.3985	14100	0.1554	0.8311	0.8371	0.8341	0.9674
0.0241	11.4794	14200	0.1741	0.8588	0.7855	0.8205	0.9660
0.0241	11.5602	14300	0.1555	0.7846	0.8570	0.8192	0.9623
0.0241	11.6411	14400	0.1648	0.8247	0.8380	0.8313	0.9671
0.0242	11.7219	14500	0.1631	0.8352	0.8282	0.8317	0.9671
0.0242	11.8027	14600	0.1707	0.8278	0.8368	0.8323	0.9665
0.0242	11.8836	14700	0.1651	0.8104	0.8279	0.8191	0.9621
0.0242	11.9644	14800	0.1725	0.7863	0.8389	0.8117	0.9627
0.0242	12.0453	14900	0.1770	0.8239	0.8351	0.8295	0.9667
0.0215	12.1261	15000	0.1833	0.8058	0.8291	0.8173	0.9637
0.0215	12.2070	15100	0.1886	0.8316	0.8126	0.8220	0.9653
0.0215	12.2878	15200	0.1623	0.8266	0.8164	0.8215	0.9651
0.0215	12.3686	15300	0.1790	0.8227	0.8291	0.8258	0.9657
0.0215	12.4495	15400	0.1892	0.8267	0.8322	0.8295	0.9662
0.0258	12.5303	15500	0.1652	0.8351	0.8086	0.8216	0.9653
0.0258	12.6112	15600	0.1750	0.8167	0.8247	0.8207	0.9653
0.0258	12.6920	15700	0.1791	0.7932	0.8426	0.8172	0.9609
0.0258	12.7728	15800	0.1668	0.7992	0.8331	0.8158	0.9621
0.0258	12.8537	15900	0.1729	0.8225	0.8391	0.8308	0.9652
0.0202	12.9345	16000	0.1714	0.8102	0.8279	0.8189	0.9647
0.0202	13.0154	16100	0.1744	0.8171	0.8308	0.8239	0.9651
0.0202	13.0962	16200	0.1802	0.8388	0.8083	0.8233	0.9651
0.0202	13.1770	16300	0.1666	0.8107	0.8360	0.8232	0.9645
0.0202	13.2579	16400	0.1926	0.8195	0.8170	0.8182	0.9652
0.0164	13.3387	16500	0.2042	0.7973	0.8573	0.8262	0.9627
0.0164	13.4196	16600	0.1654	0.8358	0.7896	0.8120	0.9640
0.0164	13.5004	16700	0.1776	0.8268	0.8230	0.8249	0.9660
0.0164	13.5812	16800	0.1910	0.7778	0.8337	0.8048	0.9585
0.0164	13.6621	16900	0.1731	0.8318	0.8109	0.8212	0.9666
0.0205	13.7429	17000	0.1897	0.7945	0.8426	0.8179	0.9623
0.0205	13.8238	17100	0.1713	0.8129	0.8253	0.8191	0.9643
0.0205	13.9046	17200	0.1781	0.8120	0.8366	0.8241	0.9648
0.0205	13.9854	17300	0.1912	0.8202	0.8181	0.8192	0.9616
0.0205	14.0663	17400	0.1994	0.7996	0.8455	0.8219	0.9612
0.0205	14.1471	17500	0.1913	0.8395	0.8325	0.8360	0.9658
0.0205	14.2280	17600	0.1726	0.8120	0.8406	0.8261	0.9652
0.0205	14.3088	17700	0.1861	0.8355	0.8230	0.8292	0.9662
0.0205	14.3897	17800	0.1730	0.7936	0.8481	0.8200	0.9620
0.0205	14.4705	17900	0.1669	0.8237	0.8446	0.8340	0.9674
0.0195	14.5513	18000	0.1737	0.8130	0.8337	0.8232	0.9661
0.0195	14.6322	18100	0.1976	0.8278	0.8342	0.8310	0.9660
0.0195	14.7130	18200	0.1830	0.8542	0.8259	0.8398	0.9679
0.0195	14.7939	18300	0.1760	0.8299	0.8409	0.8353	0.9683
0.0195	14.8747	18400	0.1609	0.8282	0.8406	0.8343	0.9674
0.0159	14.9555	18500	0.1731	0.8033	0.8510	0.8264	0.9665
0.0159	15.0364	18600	0.1962	0.8087	0.8530	0.8302	0.9651
0.0159	15.1172	18700	0.1787	0.8174	0.8403	0.8287	0.9660
0.0159	15.1981	18800	0.1910	0.7900	0.8478	0.8179	0.9629
0.0159	15.2789	18900	0.2068	0.7941	0.8360	0.8145	0.9634
0.0174	15.3597	19000	0.1727	0.8188	0.8337	0.8262	0.9667
0.0174	15.4406	19100	0.1747	0.8307	0.8317	0.8312	0.9678
0.0174	15.5214	19200	0.1799	0.7828	0.8521	0.8160	0.9624
0.0174	15.6023	19300	0.1938	0.8245	0.8394	0.8319	0.9674
0.0174	15.6831	19400	0.1576	0.8338	0.8314	0.8326	0.9680
0.0155	15.7639	19500	0.1730	0.8450	0.8063	0.8252	0.9671
0.0155	15.8448	19600	0.1587	0.8311	0.8397	0.8354	0.9678
0.0155	15.9256	19700	0.1846	0.8444	0.8164	0.8301	0.9671
0.0155	16.0065	19800	0.1940	0.8194	0.8438	0.8314	0.9663
0.0155	16.0873	19900	0.1926	0.8440	0.8031	0.8230	0.9668
0.016	16.1681	20000	0.1984	0.8441	0.8164	0.8300	0.9671
0.016	16.2490	20100	0.1764	0.8371	0.8308	0.8339	0.9680
0.016	16.3298	20200	0.1861	0.8231	0.8368	0.8299	0.9659
0.016	16.4107	20300	0.1974	0.8382	0.8302	0.8342	0.9665
0.016	16.4915	20400	0.2006	0.8199	0.8389	0.8293	0.9668
0.0148	16.5724	20500	0.1769	0.8432	0.8481	0.8456	0.9695
0.0148	16.6532	20600	0.1956	0.8495	0.8328	0.8410	0.9696
0.0148	16.7340	20700	0.1934	0.8425	0.8417	0.8421	0.9693
0.0148	16.8149	20800	0.1827	0.8206	0.8438	0.8320	0.9678
0.0148	16.8957	20900	0.1697	0.8318	0.8270	0.8294	0.9675
0.0165	16.9766	21000	0.1826	0.8267	0.8345	0.8306	0.9680
0.0165	17.0574	21100	0.1959	0.8226	0.8383	0.8304	0.9673
0.0165	17.1382	21200	0.1997	0.8387	0.8051	0.8216	0.9666
0.0165	17.2191	21300	0.2115	0.8084	0.8415	0.8246	0.9649
0.0165	17.2999	21400	0.1944	0.8135	0.8325	0.8229	0.9658
0.0122	17.3808	21500	0.1854	0.8108	0.8452	0.8277	0.9657
0.0122	17.4616	21600	0.2261	0.8019	0.8556	0.8279	0.9649
0.0122	17.5424	21700	0.2023	0.8204	0.8351	0.8277	0.9650
0.0122	17.6233	21800	0.2098	0.8260	0.8282	0.8271	0.9645
0.0122	17.7041	21900	0.2034	0.8179	0.8455	0.8315	0.9654
0.0137	17.7850	22000	0.2151	0.8274	0.8386	0.8329	0.9666
0.0137	17.8658	22100	0.2144	0.8374	0.8239	0.8306	0.9666
0.0137	17.9466	22200	0.1847	0.8119	0.8351	0.8234	0.9642
0.0137	18.0275	22300	0.1984	0.8134	0.8492	0.8309	0.9662
0.0137	18.1083	22400	0.1987	0.8178	0.8348	0.8262	0.9653
0.0155	18.1892	22500	0.1899	0.8032	0.8285	0.8157	0.9643
0.0155	18.2700	22600	0.2054	0.8183	0.8308	0.8245	0.9659
0.0155	18.3508	22700	0.2029	0.7984	0.8380	0.8177	0.9643
0.0155	18.4317	22800	0.1768	0.8275	0.8311	0.8293	0.9675
0.0155	18.5125	22900	0.1872	0.8138	0.8440	0.8286	0.9659
0.0115	18.5934	23000	0.2115	0.8157	0.8193	0.8175	0.9647
0.0115	18.6742	23100	0.1979	0.8127	0.8193	0.8160	0.9653
0.0115	18.7551	23200	0.2256	0.8125	0.8334	0.8228	0.9660
0.0115	18.8359	23300	0.2239	0.8120	0.8432	0.8273	0.9653
0.0115	18.9167	23400	0.2267	0.8254	0.8351	0.8302	0.9664
0.0126	18.9976	23500	0.2115	0.8248	0.8360	0.8304	0.9667
0.0126	19.0784	23600	0.2057	0.8110	0.8325	0.8216	0.9656
0.0126	19.1593	23700	0.2045	0.8105	0.8126	0.8116	0.9651
0.0126	19.2401	23800	0.2068	0.8236	0.8198	0.8217	0.9654
0.0126	19.3209	23900	0.2099	0.8203	0.8406	0.8303	0.9665
0.0122	19.4018	24000	0.2028	0.8181	0.8282	0.8231	0.9645
0.0122	19.4826	24100	0.1932	0.8076	0.8325	0.8199	0.9634
0.0122	19.5635	24200	0.2172	0.8273	0.8368	0.8320	0.9662
0.0122	19.6443	24300	0.2075	0.8218	0.8443	0.8329	0.9667
0.0122	19.7251	24400	0.2104	0.8469	0.8311	0.8389	0.9685
0.0097	19.8060	24500	0.2133	0.8319	0.8115	0.8215	0.9654
0.0097	19.8868	24600	0.2149	0.8339	0.8190	0.8264	0.9659
0.0097	19.9677	24700	0.2090	0.7922	0.8383	0.8146	0.9620
0.0097	20.0485	24800	0.2199	0.8155	0.8345	0.8249	0.9642
0.0097	20.1293	24900	0.2380	0.8151	0.8426	0.8286	0.9642
0.0102	20.2102	25000	0.2354	0.8326	0.8118	0.8221	0.9647
0.0102	20.2910	25100	0.2183	0.8199	0.8293	0.8246	0.9647
0.0102	20.3719	25200	0.2307	0.8153	0.8285	0.8218	0.9644
0.0102	20.4527	25300	0.2253	0.8007	0.8443	0.8219	0.9632
0.0102	20.5335	25400	0.2396	0.8250	0.8317	0.8283	0.9653
0.0105	20.6144	25500	0.2196	0.8346	0.8201	0.8273	0.9663
0.0105	20.6952	25600	0.1973	0.8220	0.8256	0.8238	0.9648
0.0105	20.7761	25700	0.2446	0.8151	0.8210	0.8180	0.9631
0.0105	20.8569	25800	0.2248	0.7969	0.8268	0.8115	0.9625
0.0105	20.9378	25900	0.2274	0.8204	0.8244	0.8224	0.9653
0.0102	21.0186	26000	0.2197	0.8334	0.8305	0.8319	0.9665
0.0102	21.0994	26100	0.2477	0.8496	0.8204	0.8347	0.9670
0.0102	21.1803	26200	0.2377	0.8215	0.8305	0.8260	0.9647
0.0102	21.2611	26300	0.2389	0.8213	0.8213	0.8213	0.9659
0.0102	21.3420	26400	0.2398	0.8263	0.8285	0.8274	0.9659
0.0092	21.4228	26500	0.2239	0.8233	0.8328	0.8280	0.9657
0.0092	21.5036	26600	0.2238	0.8189	0.8302	0.8245	0.9663
0.0092	21.5845	26700	0.2403	0.8185	0.8268	0.8226	0.9650
0.0092	21.6653	26800	0.2272	0.8142	0.8325	0.8233	0.9651
0.0092	21.7462	26900	0.2302	0.8068	0.8270	0.8168	0.9633
0.0086	21.8270	27000	0.2288	0.8268	0.8204	0.8236	0.9648
0.0086	21.9078	27100	0.2388	0.8295	0.8190	0.8242	0.9658
0.0086	21.9887	27200	0.2159	0.8314	0.8204	0.8259	0.9670
0.0086	22.0695	27300	0.2388	0.8216	0.8311	0.8263	0.9668
0.0086	22.1504	27400	0.2465	0.8158	0.8377	0.8266	0.9655
0.008	22.2312	27500	0.2498	0.8213	0.8279	0.8246	0.9659
0.008	22.3120	27600	0.2353	0.8018	0.8363	0.8187	0.9648
0.008	22.3929	27700	0.2460	0.8209	0.8348	0.8278	0.9661
0.008	22.4737	27800	0.2425	0.8313	0.8040	0.8174	0.9663
0.008	22.5546	27900	0.2268	0.8220	0.8227	0.8224	0.9664
0.009	22.6354	28000	0.2413	0.8377	0.8213	0.8294	0.9672
0.009	22.7162	28100	0.2397	0.8210	0.8394	0.8301	0.9661
0.009	22.7971	28200	0.2374	0.8064	0.8380	0.8219	0.9643
0.009	22.8779	28300	0.2485	0.8267	0.8293	0.8280	0.9653
0.009	22.9588	28400	0.2311	0.8101	0.8314	0.8206	0.9657
0.0065	23.0396	28500	0.2250	0.8250	0.8360	0.8305	0.9659
0.0065	23.1205	28600	0.2462	0.8273	0.8201	0.8237	0.9654
0.0065	23.2013	28700	0.2391	0.8210	0.8314	0.8261	0.9653
0.0065	23.2821	28800	0.2673	0.8242	0.8193	0.8217	0.9648
0.0065	23.3630	28900	0.2422	0.8328	0.8097	0.8211	0.9652
0.0069	23.4438	29000	0.2533	0.8062	0.8380	0.8218	0.9636
0.0069	23.5247	29100	0.2676	0.8307	0.8302	0.8304	0.9661
0.0069	23.6055	29200	0.2505	0.7989	0.8461	0.8218	0.9644
0.0069	23.6863	29300	0.2252	0.8206	0.8415	0.8309	0.9658
0.0069	23.7672	29400	0.2313	0.8162	0.8268	0.8214	0.9652
0.0075	23.8480	29500	0.2429	0.8107	0.8334	0.8219	0.9645
0.0075	23.9289	29600	0.2356	0.8052	0.8293	0.8171	0.9633
0.0075	24.0097	29700	0.2264	0.8314	0.8204	0.8259	0.9659
0.0075	24.0905	29800	0.2450	0.8167	0.8311	0.8238	0.9649
0.0075	24.1714	29900	0.2496	0.8289	0.8144	0.8216	0.9649
0.0052	24.2522	30000	0.2521	0.8143	0.8265	0.8203	0.9646
0.0052	24.3331	30100	0.2473	0.8212	0.8273	0.8242	0.9669
0.0052	24.4139	30200	0.2395	0.8342	0.8077	0.8207	0.9667
0.0052	24.4947	30300	0.2455	0.8275	0.8144	0.8209	0.9659
0.0052	24.5756	30400	0.2588	0.8082	0.8311	0.8195	0.9644
0.0069	24.6564	30500	0.2620	0.8217	0.8305	0.8261	0.9654
0.0069	24.7373	30600	0.2439	0.8124	0.8250	0.8186	0.9658
0.0069	24.8181	30700	0.2503	0.8284	0.8268	0.8276	0.9668
0.0069	24.8989	30800	0.2442	0.8317	0.8262	0.8289	0.9674
0.0069	24.9798	30900	0.2320	0.8265	0.8224	0.8244	0.9665
0.0058	25.0606	31000	0.2476	0.8352	0.8239	0.8295	0.9672
0.0058	25.1415	31100	0.2506	0.8137	0.8383	0.8258	0.9669
0.0058	25.2223	31200	0.2330	0.8088	0.8389	0.8235	0.9658
0.0058	25.3032	31300	0.2478	0.8281	0.8403	0.8342	0.9677
0.0058	25.3840	31400	0.2465	0.8168	0.8420	0.8292	0.9668
0.005	25.4648	31500	0.2406	0.8366	0.8233	0.8299	0.9680
0.005	25.5457	31600	0.2498	0.8235	0.8337	0.8285	0.9670
0.005	25.6265	31700	0.2655	0.8326	0.8317	0.8321	0.9678
0.005	25.7074	31800	0.2647	0.8249	0.8216	0.8232	0.9669
0.005	25.7882	31900	0.2798	0.8429	0.8014	0.8216	0.9661
0.0046	25.8690	32000	0.2747	0.8331	0.8100	0.8214	0.9662
0.0046	25.9499	32100	0.2400	0.8252	0.8259	0.8255	0.9669
0.0046	26.0307	32200	0.2563	0.8280	0.8204	0.8242	0.9664
0.0046	26.1116	32300	0.2551	0.8292	0.8285	0.8288	0.9673
0.0046	26.1924	32400	0.2621	0.8180	0.8354	0.8266	0.9666
0.0055	26.2732	32500	0.2458	0.8330	0.8239	0.8284	0.9666
0.0055	26.3541	32600	0.2692	0.8287	0.8270	0.8279	0.9662
0.0055	26.4349	32700	0.2667	0.8135	0.8426	0.8278	0.9659
0.0055	26.5158	32800	0.2584	0.8205	0.8391	0.8297	0.9668
0.0055	26.5966	32900	0.2691	0.8266	0.8270	0.8268	0.9668
0.005	26.6774	33000	0.2603	0.8425	0.8279	0.8351	0.9677
0.005	26.7583	33100	0.2631	0.8277	0.8322	0.8300	0.9669
0.005	26.8391	33200	0.2588	0.8275	0.8268	0.8271	0.9668
0.005	26.9200	33300	0.2676	0.8230	0.8348	0.8288	0.9662
0.005	27.0008	33400	0.2646	0.8231	0.8342	0.8286	0.9674
0.0037	27.0816	33500	0.2617	0.8241	0.8386	0.8313	0.9677
0.0037	27.1625	33600	0.2662	0.8326	0.8317	0.8321	0.9681
0.0037	27.2433	33700	0.2707	0.8363	0.8305	0.8334	0.9681
0.0037	27.3242	33800	0.2545	0.8335	0.8256	0.8295	0.9682
0.0037	27.4050	33900	0.2651	0.8147	0.8366	0.8255	0.9671
0.0042	27.4859	34000	0.2703	0.8385	0.8230	0.8307	0.9686
0.0042	27.5667	34100	0.2587	0.8331	0.8334	0.8333	0.9685
0.0042	27.6475	34200	0.2601	0.8354	0.8279	0.8316	0.9683
0.0042	27.7284	34300	0.2543	0.8281	0.8291	0.8286	0.9679
0.0042	27.8092	34400	0.2649	0.8340	0.8340	0.8340	0.9684
0.0035	27.8901	34500	0.2661	0.8324	0.8331	0.8327	0.9680
0.0035	27.9709	34600	0.2647	0.8403	0.8342	0.8373	0.9691
0.0035	28.0517	34700	0.2691	0.8380	0.8409	0.8394	0.9691
0.0035	28.1326	34800	0.2709	0.8381	0.8357	0.8369	0.9691
0.0035	28.2134	34900	0.2687	0.8363	0.8293	0.8328	0.9686
0.0031	28.2943	35000	0.2714	0.8169	0.8412	0.8289	0.9672
0.0031	28.3751	35100	0.2634	0.8047	0.8423	0.8231	0.9660
0.0031	28.4559	35200	0.2633	0.8143	0.8357	0.8249	0.9674
0.0031	28.5368	35300	0.2642	0.8115	0.8366	0.8238	0.9673
0.0031	28.6176	35400	0.2685	0.8147	0.8314	0.8229	0.9668
0.0036	28.6985	35500	0.2741	0.8234	0.8239	0.8236	0.9672
0.0036	28.7793	35600	0.2761	0.8186	0.8354	0.8269	0.9674
0.0036	28.8601	35700	0.2654	0.8387	0.8291	0.8339	0.9691
0.0036	28.9410	35800	0.2747	0.8246	0.8308	0.8277	0.9672
0.0036	29.0218	35900	0.2787	0.8347	0.8268	0.8307	0.9678
0.0036	29.1027	36000	0.2782	0.8162	0.8244	0.8203	0.9669
0.0036	29.1835	36100	0.2777	0.8097	0.8363	0.8227	0.9666
0.0036	29.2643	36200	0.2761	0.8223	0.8348	0.8285	0.9670
0.0036	29.3452	36300	0.2746	0.8234	0.8265	0.8249	0.9670
0.0036	29.4260	36400	0.2730	0.8235	0.8337	0.8285	0.9676
0.0032	29.5069	36500	0.2827	0.8320	0.8279	0.8299	0.9676
0.0032	29.5877	36600	0.2744	0.8257	0.8314	0.8285	0.9677
0.0032	29.6686	36700	0.2779	0.8348	0.8276	0.8312	0.9681
0.0032	29.7494	36800	0.2781	0.8282	0.8270	0.8276	0.9675
0.0032	29.8302	36900	0.2801	0.8260	0.8308	0.8284	0.9674
0.0026	29.9111	37000	0.2758	0.8248	0.8265	0.8256	0.9674
0.0026	29.9919	37100	0.2740	0.8312	0.8233	0.8272	0.9674
0.0026	30.0728	37200	0.2765	0.8241	0.8291	0.8266	0.9669
0.0026	30.1536	37300	0.2795	0.8251	0.8311	0.8281	0.9675
0.0026	30.2344	37400	0.2866	0.8260	0.8305	0.8282	0.9674
0.0029	30.3153	37500	0.2820	0.8347	0.8224	0.8285	0.9675
0.0029	30.3961	37600	0.2820	0.8279	0.8360	0.8319	0.9675
0.0029	30.4770	37700	0.2798	0.8290	0.8328	0.8309	0.9674
0.0029	30.5578	37800	0.2782	0.8189	0.8317	0.8252	0.9670
0.0029	30.6386	37900	0.2738	0.8262	0.8291	0.8276	0.9678
0.0026	30.7195	38000	0.2770	0.8256	0.8270	0.8263	0.9675
0.0026	30.8003	38100	0.2911	0.8406	0.8239	0.8321	0.9680
0.0026	30.8812	38200	0.2904	0.8315	0.8334	0.8324	0.9678
0.0026	30.9620	38300	0.2840	0.8354	0.8253	0.8303	0.9679
0.0026	31.0428	38400	0.2871	0.8260	0.8308	0.8284	0.9673
0.0018	31.1237	38500	0.2877	0.8332	0.8322	0.8327	0.9675
0.0018	31.2045	38600	0.2892	0.8323	0.8282	0.8302	0.9674
0.0018	31.2854	38700	0.2913	0.8256	0.8322	0.8289	0.9673
0.0018	31.3662	38800	0.2947	0.8175	0.8328	0.8251	0.9669
0.0018	31.4470	38900	0.2917	0.8170	0.8314	0.8241	0.9670
0.0024	31.5279	39000	0.2939	0.8173	0.8328	0.8250	0.9664
0.0024	31.6087	39100	0.2940	0.8160	0.8322	0.8240	0.9662
0.0024	31.6896	39200	0.2911	0.8243	0.8302	0.8272	0.9666
0.0024	31.7704	39300	0.2950	0.8107	0.8319	0.8212	0.9659
0.0024	31.8513	39400	0.2971	0.8151	0.8325	0.8237	0.9663
0.0019	31.9321	39500	0.2979	0.8108	0.8351	0.8228	0.9661
0.0019	32.0129	39600	0.2953	0.8152	0.8291	0.8221	0.9662
0.0019	32.0938	39700	0.2949	0.8162	0.8374	0.8267	0.9666
0.0019	32.1746	39800	0.2984	0.8190	0.8334	0.8261	0.9669
0.0019	32.2555	39900	0.2988	0.8238	0.8305	0.8272	0.9668
0.0023	32.3363	40000	0.3029	0.8247	0.8288	0.8267	0.9666
0.0023	32.4171	40100	0.3002	0.8303	0.8268	0.8285	0.9674
0.0023	32.4980	40200	0.2964	0.8257	0.8302	0.8279	0.9673
0.0023	32.5788	40300	0.2943	0.8238	0.8291	0.8264	0.9674
0.0023	32.6597	40400	0.2948	0.8257	0.8288	0.8272	0.9676
0.0014	32.7405	40500	0.2969	0.8219	0.8366	0.8291	0.9676
0.0014	32.8213	40600	0.2973	0.8162	0.8374	0.8267	0.9673
0.0014	32.9022	40700	0.2983	0.8228	0.8311	0.8269	0.9676
0.0014	32.9830	40800	0.2963	0.8203	0.8342	0.8272	0.9673
0.0014	33.0639	40900	0.2945	0.8227	0.8308	0.8267	0.9673
0.0018	33.1447	41000	0.2977	0.8207	0.8314	0.8260	0.9670
0.0018	33.2255	41100	0.2989	0.8198	0.8291	0.8244	0.9671
0.0018	33.3064	41200	0.2975	0.8196	0.8288	0.8241	0.9671
0.0018	33.3872	41300	0.3001	0.8166	0.8319	0.8242	0.9668
0.0018	33.4681	41400	0.3032	0.8171	0.8296	0.8233	0.9662
0.0016	33.5489	41500	0.3034	0.8236	0.8262	0.8249	0.9669
0.0016	33.6297	41600	0.3017	0.8239	0.8296	0.8268	0.9667
0.0016	33.7106	41700	0.3028	0.8266	0.8247	0.8257	0.9670
0.0016	33.7914	41800	0.3000	0.8268	0.8244	0.8256	0.9667
0.0016	33.8723	41900	0.2995	0.8261	0.8270	0.8266	0.9669
0.0016	33.9531	42000	0.3016	0.8236	0.8302	0.8269	0.9668
0.0016	34.0340	42100	0.3028	0.8199	0.8334	0.8266	0.9664
0.0016	34.1148	42200	0.3015	0.8263	0.8299	0.8281	0.9671
0.0016	34.1956	42300	0.3036	0.8262	0.8305	0.8283	0.9670
0.0016	34.2765	42400	0.3042	0.8279	0.8305	0.8292	0.9671
0.0016	34.3573	42500	0.3061	0.8251	0.8293	0.8272	0.9669
0.0016	34.4382	42600	0.3058	0.8271	0.8317	0.8294	0.9670
0.0016	34.5190	42700	0.3041	0.8254	0.8314	0.8284	0.9672
0.0016	34.5998	42800	0.3032	0.8207	0.8311	0.8258	0.9668
0.0016	34.6807	42900	0.3051	0.8252	0.8288	0.8270	0.9671
0.0016	34.7615	43000	0.3066	0.8239	0.8308	0.8273	0.9669
0.0016	34.8424	43100	0.3069	0.8232	0.8296	0.8264	0.9668
0.0016	34.9232	43200	0.3066	0.8248	0.8319	0.8284	0.9668
0.0016	35.0040	43300	0.3054	0.8242	0.8337	0.8289	0.9670
0.0016	35.0849	43400	0.3051	0.8219	0.8340	0.8279	0.9668
0.0012	35.1657	43500	0.3074	0.8249	0.8325	0.8287	0.9669
0.0012	35.2466	43600	0.3081	0.8228	0.8314	0.8271	0.9670
0.0012	35.3274	43700	0.3070	0.8212	0.8328	0.8270	0.9669
0.0012	35.4082	43800	0.3050	0.8258	0.8308	0.8283	0.9672
0.0012	35.4891	43900	0.3055	0.8238	0.8317	0.8277	0.9672
0.0016	35.5699	44000	0.3060	0.8251	0.8311	0.8281	0.9673
0.0016	35.6508	44100	0.3055	0.8271	0.8299	0.8285	0.9674
0.0016	35.7316	44200	0.3058	0.8264	0.8288	0.8276	0.9673
0.0016	35.8124	44300	0.3068	0.8250	0.8317	0.8283	0.9673
0.0016	35.8933	44400	0.3073	0.8268	0.8296	0.8282	0.9674
0.0014	35.9741	44500	0.3068	0.8257	0.8302	0.8279	0.9672
0.0014	36.0550	44600	0.3071	0.8248	0.8305	0.8276	0.9671
0.0014	36.1358	44700	0.3076	0.8270	0.8322	0.8296	0.9672
0.0014	36.2167	44800	0.3082	0.8267	0.8319	0.8293	0.9672
0.0014	36.2975	44900	0.3083	0.8260	0.8322	0.8291	0.9672
0.0012	36.3783	45000	0.3090	0.8254	0.8325	0.8289	0.9671
0.0012	36.4592	45100	0.3082	0.8274	0.8319	0.8297	0.9673
0.0012	36.5400	45200	0.3088	0.8256	0.8325	0.8291	0.9670
0.0012	36.6209	45300	0.3101	0.8245	0.8314	0.8279	0.9669
0.0012	36.7017	45400	0.3100	0.8248	0.8308	0.8278	0.9670
0.0012	36.7825	45500	0.3102	0.8251	0.8308	0.8279	0.9671
0.0012	36.8634	45600	0.3109	0.8275	0.8299	0.8287	0.9671
0.0012	36.9442	45700	0.3114	0.8261	0.8314	0.8287	0.9670
0.0012	37.0251	45800	0.3116	0.8250	0.8305	0.8278	0.9670
0.0012	37.1059	45900	0.3115	0.8258	0.8311	0.8284	0.9670
0.0012	37.1867	46000	0.3110	0.8255	0.8302	0.8278	0.9669
0.0012	37.2676	46100	0.3113	0.8260	0.8308	0.8284	0.9670
0.0012	37.3484	46200	0.3107	0.8248	0.8319	0.8284	0.9670
0.0012	37.4293	46300	0.3108	0.8263	0.8311	0.8287	0.9673
0.0012	37.5101	46400	0.3108	0.8272	0.8296	0.8284	0.9670
0.0012	37.5909	46500	0.3109	0.8262	0.8293	0.8278	0.9671
0.0012	37.6718	46600	0.3111	0.8270	0.8293	0.8282	0.9671
0.0012	37.7526	46700	0.3109	0.8272	0.8296	0.8284	0.9671
0.0012	37.8335	46800	0.3113	0.8270	0.8293	0.8282	0.9671
0.0012	37.9143	46900	0.3111	0.8261	0.8296	0.8278	0.9672
0.0011	37.9951	47000	0.3111	0.8245	0.8302	0.8273	0.9672
0.0011	38.0760	47100	0.3112	0.8245	0.8299	0.8272	0.9672
0.0011	38.1568	47200	0.3112	0.8251	0.8296	0.8274	0.9672
0.0011	38.2377	47300	0.3112	0.8247	0.8299	0.8273	0.9671
0.0011	38.3185	47400	0.3112	0.8240	0.8302	0.8271	0.9671
0.0012	38.3994	47500	0.3113	0.8243	0.8302	0.8272	0.9671
0.0012	38.4802	47600	0.3115	0.8243	0.8302	0.8272	0.9671
0.0012	38.5610	47700	0.3116	0.8240	0.8302	0.8271	0.9671
0.0012	38.6419	47800	0.3116	0.8235	0.8299	0.8267	0.9671
0.0012	38.7227	47900	0.3115	0.8242	0.8299	0.8271	0.9671
0.0007	38.8036	48000	0.3117	0.8245	0.8299	0.8272	0.9671
0.0007	38.8844	48100	0.3117	0.8245	0.8299	0.8272	0.9671
0.0007	38.9652	48200	0.3117	0.8247	0.8299	0.8273	0.9671
0.0007	39.0461	48300	0.3117	0.8249	0.8299	0.8274	0.9672
0.0007	39.1269	48400	0.3118	0.8249	0.8299	0.8274	0.9672
0.0013	39.2078	48500	0.3118	0.8249	0.8299	0.8274	0.9671
0.0013	39.2886	48600	0.3118	0.8252	0.8299	0.8275	0.9672
0.0013	39.3694	48700	0.3118	0.8252	0.8299	0.8275	0.9672
0.0013	39.4503	48800	0.3118	0.8252	0.8299	0.8275	0.9672
0.0013	39.5311	48900	0.3118	0.8252	0.8299	0.8275	0.9672
0.0012	39.6120	49000	0.3118	0.8252	0.8299	0.8275	0.9672
0.0012	39.6928	49100	0.3118	0.8252	0.8299	0.8275	0.9672
0.0012	39.7736	49200	0.3118	0.8249	0.8299	0.8274	0.9672
0.0012	39.8545	49300	0.3118	0.8249	0.8299	0.8274	0.9672
0.0012	39.9353	49400	0.3118	0.8249	0.8299	0.8274	0.9672

Framework versions

• Transformers 4.44.2
• Pytorch 2.4.1+cu121
• Datasets 2.21.0
• Tokenizers 0.19.1