ht-stmini-cls-v7_ftis_pretrain-cssl-msm-bml

This model is a fine-tuned version of Arthur-Tsai/ht-stmini-cls-v7_pretrain_cssl-msm-bml on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 15.4177
• Accuracy: 0.9424
• Macro F1: 0.8512
• Major Tenk F1: 0.8868
• Major Tenq F1: 0.8975
• Tenk 1a F1: 0.9639
• Tenq 1a F1: 0.9441
• Overall Metrics: 0.8984

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: 0.0001
• train_batch_size: 8
• eval_batch_size: 4
• seed: 42
• optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
• lr_scheduler_type: linear
• lr_scheduler_warmup_steps: 6733
• training_steps: 134675

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	Macro F1	Major Tenk F1	Major Tenq F1	Tenk 1a F1	Tenq 1a F1	Overall Metrics
No log	0.0015	200	98.8543	0.0826	0.0345	0.0242	0.0475	0.0108	0.0379	0.0347
No log	1.0014	400	156.1008	0.4966	0.1265	0.0946	0.1701	0.0090	0.0014	0.1196
21.223	2.0013	600	164.3353	0.5668	0.1387	0.1071	0.1842	0.0	0.0	0.1311
21.223	3.0012	800	126.6968	0.5848	0.1449	0.1106	0.1888	0.0	0.0	0.1347
6.6573	4.0010	1000	65.7415	0.5982	0.1508	0.1147	0.1966	0.0	0.0	0.1401
6.6573	5.0009	1200	34.2150	0.6058	0.1523	0.1147	0.1999	0.0001	0.0	0.1416
6.6573	6.0008	1400	17.8621	0.6245	0.1558	0.1201	0.2003	0.0	0.0	0.1442
4.8002	7.0007	1600	10.4422	0.6190	0.1580	0.1188	0.2053	0.0002	0.0	0.1459
4.8002	8.0006	1800	7.4051	0.6298	0.1663	0.1222	0.2199	0.0	0.0	0.1539
3.7297	9.0005	2000	6.0791	0.6429	0.1769	0.1287	0.2341	0.0001	0.0022	0.1634
3.7297	10.0004	2200	5.7701	0.6475	0.1860	0.1311	0.2499	0.0007	0.0007	0.1715
3.7297	11.0003	2400	5.5305	0.6603	0.2049	0.1477	0.2695	0.0034	0.0022	0.1880
3.3223	12.0001	2600	4.8647	0.6661	0.2091	0.1511	0.2748	0.0015	0.0022	0.1918
3.3223	13.0000	2800	5.0987	0.6837	0.2262	0.1694	0.2907	0.0405	0.0069	0.2094
3.0147	13.0015	3000	4.6890	0.6943	0.2526	0.1886	0.3222	0.0017	0.0175	0.2308
3.0147	14.0014	3200	4.1606	0.6874	0.2760	0.1925	0.3645	0.0216	0.0080	0.2521
3.0147	15.0013	3400	4.6124	0.7008	0.2869	0.1980	0.3849	0.0520	0.0129	0.2656
2.802	16.0012	3600	3.8690	0.7255	0.3265	0.2577	0.4030	0.2505	0.1182	0.3158
2.802	17.0011	3800	4.3924	0.7211	0.3245	0.2540	0.4069	0.1357	0.0935	0.3089
2.6189	18.0010	4000	4.5657	0.7379	0.3490	0.2678	0.4387	0.0200	0.0577	0.3218
2.6189	19.0009	4200	4.9277	0.7377	0.3654	0.2831	0.4575	0.1797	0.1061	0.3476
2.6189	20.0007	4400	4.2529	0.7619	0.3918	0.3283	0.4719	0.5276	0.0710	0.3900
2.4738	21.0006	4600	4.3990	0.7603	0.4064	0.3310	0.4944	0.0957	0.1052	0.3815
2.4738	22.0005	4800	4.4628	0.7727	0.4507	0.3762	0.5411	0.2965	0.3861	0.4469
2.2662	23.0004	5000	5.1999	0.7670	0.4313	0.3614	0.5161	0.1547	0.1117	0.4082
2.2662	24.0003	5200	5.0715	0.7810	0.4777	0.4000	0.5734	0.2079	0.3981	0.4683
2.2662	25.0002	5400	5.0341	0.7827	0.4793	0.3970	0.5795	0.4447	0.4145	0.4824
2.1395	26.0001	5600	4.9607	0.7780	0.4842	0.4089	0.5756	0.2635	0.3374	0.4731
2.1395	26.0016	5800	6.5028	0.7960	0.5004	0.4480	0.5751	0.5089	0.5244	0.5120
2.0336	27.0014	6000	5.9345	0.7997	0.5134	0.4532	0.5935	0.4973	0.4398	0.5179
2.0336	28.0013	6200	6.2391	0.7939	0.5317	0.4667	0.6197	0.5285	0.5893	0.5447
2.0336	29.0012	6400	7.7404	0.8034	0.5378	0.4689	0.6295	0.3249	0.6838	0.5447
1.9037	30.0011	6600	7.3353	0.8044	0.5415	0.4961	0.6113	0.4394	0.4429	0.5425
1.9037	31.0010	6800	8.7288	0.8083	0.5468	0.4933	0.6248	0.4889	0.6209	0.5586
1.7774	32.0009	7000	8.0457	0.8130	0.5578	0.5287	0.6137	0.7013	0.7611	0.5872
1.7774	33.0008	7200	9.3442	0.8371	0.5920	0.5432	0.6688	0.6417	0.7902	0.6170
1.7774	34.0007	7400	7.9599	0.8357	0.5979	0.5619	0.6621	0.7714	0.7375	0.6262
1.6652	35.0006	7600	10.5626	0.8236	0.5752	0.5357	0.6393	0.3754	0.7090	0.5830
1.6652	36.0004	7800	11.3031	0.8359	0.6160	0.5824	0.6806	0.7641	0.8415	0.6486
1.5682	37.0003	8000	13.7041	0.8373	0.6252	0.6075	0.6758	0.7046	0.8377	0.6546
1.5682	38.0002	8200	11.8413	0.8471	0.6261	0.5888	0.6951	0.5980	0.8557	0.6505
1.5682	39.0001	8400	10.7292	0.8559	0.6341	0.6052	0.6975	0.7980	0.8731	0.6698
1.4631	39.0016	8600	13.7524	0.8554	0.6416	0.6340	0.6814	0.7928	0.8147	0.6723
1.4631	40.0015	8800	11.8659	0.8515	0.6394	0.6079	0.7029	0.7867	0.8546	0.6719
1.3952	41.0014	9000	14.4078	0.8574	0.6471	0.6324	0.6954	0.8444	0.8649	0.6829
1.3952	42.0013	9200	12.3857	0.8567	0.6410	0.6204	0.6951	0.8401	0.8560	0.6768
1.3952	43.0012	9400	14.5974	0.8623	0.6639	0.6554	0.7079	0.8573	0.8719	0.6999
1.3139	44.0010	9600	15.0516	0.8621	0.6620	0.6491	0.7089	0.7966	0.8519	0.6935
1.3139	45.0009	9800	14.8684	0.8620	0.6646	0.6577	0.7080	0.8066	0.8795	0.6989
1.2421	46.0008	10000	17.5612	0.8643	0.6713	0.6708	0.7073	0.8560	0.8707	0.7065
1.2421	47.0007	10200	20.0165	0.8689	0.6800	0.6740	0.7233	0.8415	0.8481	0.7133
1.2421	48.0006	10400	17.8629	0.8700	0.6865	0.6910	0.7189	0.8428	0.8977	0.7215
1.1963	49.0005	10600	15.7386	0.8730	0.6925	0.6928	0.7297	0.8304	0.9165	0.7275
1.1963	50.0004	10800	15.1613	0.8719	0.6948	0.6944	0.7341	0.8701	0.9051	0.7316
1.1307	51.0003	11000	18.0694	0.8782	0.6956	0.6968	0.7326	0.8583	0.9013	0.7312
1.1307	52.0001	11200	16.4570	0.8809	0.7053	0.7104	0.7389	0.8907	0.8998	0.7417
1.1307	53.0000	11400	15.2739	0.8877	0.7111	0.7219	0.7382	0.8771	0.8826	0.7451
1.0943	53.0015	11600	15.6704	0.8772	0.7110	0.7202	0.7395	0.8837	0.9030	0.7462
1.0943	54.0014	11800	15.8319	0.8852	0.7181	0.7273	0.7480	0.9007	0.8930	0.7536
1.051	55.0013	12000	14.8354	0.8770	0.7122	0.7181	0.7458	0.8783	0.8999	0.7476
1.051	56.0012	12200	15.6926	0.8881	0.7217	0.7374	0.7453	0.9031	0.9008	0.7574
1.051	57.0011	12400	13.0387	0.8912	0.7293	0.7353	0.7618	0.8993	0.9183	0.7646
1.0143	58.0010	12600	16.5332	0.8915	0.7305	0.7445	0.7556	0.8954	0.9163	0.7656
1.0143	59.0009	12800	15.6018	0.8915	0.7246	0.7280	0.7616	0.8656	0.9278	0.7600
0.9779	60.0007	13000	14.9190	0.8912	0.7287	0.7404	0.7561	0.9071	0.9009	0.7639
0.9779	61.0006	13200	15.5546	0.8991	0.7369	0.7477	0.7657	0.8873	0.9109	0.7709
0.9779	62.0005	13400	14.1808	0.8931	0.7370	0.7452	0.7694	0.9063	0.9254	0.7731
0.9523	63.0004	13600	14.2526	0.8968	0.7404	0.7525	0.7684	0.9149	0.9341	0.7769
0.9523	64.0003	13800	14.5576	0.8968	0.7405	0.7509	0.7701	0.8714	0.9267	0.7744
0.9262	65.0002	14000	13.6072	0.9012	0.7488	0.7586	0.7789	0.9050	0.9313	0.7837
0.9262	66.0001	14200	12.6465	0.9025	0.7521	0.7683	0.7761	0.8988	0.9239	0.7861
0.9262	66.0016	14400	13.6785	0.9048	0.7501	0.7659	0.7739	0.8972	0.9188	0.7837
0.8958	67.0014	14600	13.7453	0.8990	0.7446	0.7507	0.7778	0.8229	0.9295	0.7754
0.8958	68.0013	14800	15.0024	0.9031	0.7379	0.7756	0.7738	0.9121	0.8943	0.7876
0.8766	69.0012	15000	12.4949	0.9051	0.7557	0.7742	0.7789	0.8754	0.9296	0.7891
0.8766	70.0011	15200	11.8015	0.9098	0.7469	0.7753	0.7904	0.9038	0.9340	0.7964
0.8766	71.0010	15400	12.0272	0.9033	0.7432	0.7685	0.7893	0.8516	0.9131	0.7892
0.8591	72.0009	15600	12.8514	0.9109	0.7691	0.7852	0.7949	0.8978	0.9352	0.8027
0.8591	73.0008	15800	12.4883	0.9114	0.7726	0.7945	0.7937	0.9079	0.9047	0.8053
0.8383	74.0007	16000	11.9745	0.9122	0.7743	0.7965	0.7945	0.8922	0.9315	0.8071
0.8383	75.0006	16200	12.0919	0.9098	0.7696	0.7905	0.7909	0.9311	0.9176	0.8041
0.8383	76.0004	16400	11.2795	0.9015	0.7439	0.7677	0.7927	0.8743	0.9308	0.7925
0.8223	77.0003	16600	13.0235	0.9091	0.7582	0.7910	0.8021	0.9255	0.9413	0.8102
0.8223	78.0002	16800	13.2692	0.9134	0.7765	0.7993	0.7958	0.9033	0.9255	0.8093
0.8064	79.0001	17000	12.2316	0.9117	0.7800	0.7963	0.8067	0.9271	0.9240	0.8139
0.8064	79.0016	17200	10.7561	0.9126	0.7652	0.7923	0.8124	0.9131	0.9341	0.8145
0.8064	80.0015	17400	11.6510	0.9157	0.7666	0.8067	0.8023	0.9440	0.9182	0.8172
0.7917	81.0014	17600	10.4336	0.9168	0.7865	0.8064	0.8083	0.9346	0.9307	0.8199
0.7917	82.0013	17800	10.4556	0.9169	0.7692	0.8056	0.8089	0.9166	0.9326	0.8190
0.7759	83.0012	18000	12.0261	0.9159	0.7728	0.8073	0.8138	0.9186	0.9291	0.8219
0.7759	84.0010	18200	11.5018	0.9152	0.7730	0.8058	0.8163	0.9383	0.9339	0.8235
0.7759	85.0009	18400	12.3388	0.9183	0.7754	0.8093	0.8189	0.9482	0.9409	0.8271
0.765	86.0008	18600	12.1183	0.9171	0.7908	0.8125	0.8122	0.9386	0.9383	0.8250
0.765	87.0007	18800	11.1075	0.9202	0.7909	0.8005	0.8230	0.9205	0.9407	0.8237
0.7601	88.0006	19000	10.2597	0.9197	0.7777	0.8128	0.8192	0.9296	0.9296	0.8274
0.7601	89.0005	19200	11.0202	0.9206	0.7813	0.8198	0.8196	0.9203	0.9286	0.8302
0.7601	90.0004	19400	10.0264	0.9224	0.7812	0.8199	0.8189	0.9262	0.9238	0.8300
0.7381	91.0003	19600	10.4041	0.9223	0.7806	0.8204	0.8183	0.9491	0.9077	0.8302
0.7381	92.0001	19800	10.7385	0.9215	0.7991	0.8183	0.8227	0.9024	0.9400	0.8306
0.7374	93.0000	20000	12.3211	0.9235	0.8057	0.8256	0.8288	0.9311	0.9280	0.8374
0.7374	93.0015	20200	10.4158	0.9226	0.7984	0.8197	0.8195	0.9336	0.9042	0.8295
0.7374	94.0014	20400	9.9480	0.9245	0.7903	0.8259	0.8312	0.9162	0.9324	0.8381
0.7293	95.0013	20600	10.0487	0.9274	0.8100	0.8289	0.8343	0.9405	0.9399	0.8425
0.7293	96.0012	20800	11.7585	0.9216	0.7898	0.8273	0.8296	0.9300	0.9327	0.8388
0.7148	97.0011	21000	11.0156	0.9267	0.7919	0.8268	0.8345	0.9463	0.9374	0.8418
0.7148	98.0010	21200	10.5536	0.9223	0.8080	0.8254	0.8335	0.9286	0.9299	0.8394
0.7148	99.0009	21400	11.5453	0.9265	0.8103	0.8317	0.8320	0.9321	0.9343	0.8420
0.7133	100.0007	21600	10.9283	0.9221	0.8091	0.8299	0.8321	0.9364	0.9197	0.8407
0.7133	101.0006	21800	10.9586	0.9250	0.8120	0.8295	0.8377	0.9164	0.9370	0.8429
0.7043	102.0005	22000	12.1190	0.9277	0.7996	0.8371	0.8413	0.9561	0.9427	0.8502
0.7043	103.0004	22200	11.2393	0.9274	0.8147	0.8347	0.8386	0.9494	0.9422	0.8476
0.7043	104.0003	22400	11.5859	0.9246	0.7921	0.8263	0.8350	0.8817	0.9199	0.8377
0.6955	105.0002	22600	10.9357	0.9269	0.8106	0.8284	0.8357	0.9428	0.9408	0.8430
0.6955	106.0001	22800	13.0570	0.9265	0.8157	0.8353	0.8398	0.9495	0.9403	0.8483
0.693	106.0016	23000	12.0960	0.9274	0.8166	0.8395	0.8380	0.9496	0.9373	0.8492
0.693	107.0014	23200	11.9468	0.9280	0.8182	0.8426	0.8376	0.9472	0.9328	0.8501
0.693	108.0013	23400	12.1379	0.9272	0.7989	0.8437	0.8339	0.9389	0.9368	0.8487
0.6839	109.0012	23600	12.7467	0.9253	0.8140	0.8421	0.8302	0.9410	0.8978	0.8445
0.6839	110.0011	23800	12.2745	0.9309	0.8065	0.8447	0.8475	0.9385	0.9387	0.8554
0.6788	111.0010	24000	13.0481	0.9301	0.8067	0.8425	0.8498	0.9492	0.9435	0.8562
0.6788	112.0009	24200	12.1131	0.9277	0.8157	0.8357	0.8387	0.9349	0.9369	0.8471
0.6788	113.0008	24400	11.8052	0.9307	0.8050	0.8393	0.8482	0.9499	0.9260	0.8532
0.6715	114.0007	24600	11.0203	0.9309	0.8244	0.8464	0.8460	0.9491	0.9427	0.8561
0.6715	115.0006	24800	12.1089	0.9274	0.7992	0.8344	0.8434	0.9413	0.9421	0.8492
0.6687	116.0004	25000	11.1461	0.9287	0.8039	0.8397	0.8456	0.9444	0.9344	0.8524
0.6687	117.0003	25200	11.2054	0.9295	0.8029	0.8447	0.8392	0.9155	0.9405	0.8506
0.6687	118.0002	25400	11.3239	0.9236	0.8010	0.8391	0.8412	0.9244	0.9196	0.8483
0.6642	119.0001	25600	12.6006	0.9242	0.8162	0.8355	0.8406	0.8683	0.8881	0.8421
0.6642	119.0016	25800	12.5452	0.9289	0.8251	0.8478	0.8466	0.9439	0.9451	0.8569
0.6594	120.0015	26000	11.8476	0.9302	0.8219	0.8503	0.8380	0.9384	0.9221	0.8528
0.6594	121.0014	26200	11.8343	0.9326	0.8244	0.8438	0.8495	0.9598	0.9386	0.8569
0.6594	122.0013	26400	11.3041	0.9329	0.8251	0.8486	0.8452	0.9321	0.9328	0.8555
0.6535	123.0012	26600	12.2041	0.9276	0.8289	0.8474	0.8564	0.9483	0.9389	0.8610
0.6535	124.0010	26800	12.6323	0.9334	0.8100	0.8452	0.8533	0.9561	0.9420	0.8593
0.6511	125.0009	27000	10.6816	0.9330	0.8296	0.8523	0.8512	0.9472	0.9269	0.8603
0.6511	126.0008	27200	13.0188	0.9322	0.8139	0.8585	0.8496	0.9578	0.9411	0.8636
0.6511	127.0007	27400	11.6593	0.9261	0.8070	0.8449	0.8476	0.8917	0.8947	0.8510
0.6442	128.0006	27600	12.3439	0.9324	0.8295	0.8534	0.8494	0.9577	0.9319	0.8608
0.6442	129.0005	27800	12.6812	0.9312	0.8073	0.8512	0.8436	0.9392	0.9208	0.8557
0.6436	130.0004	28000	11.8497	0.9316	0.8288	0.8494	0.8516	0.9176	0.9335	0.8580
0.6436	131.0003	28200	13.1726	0.9301	0.8312	0.8520	0.8546	0.9307	0.9413	0.8616
0.6436	132.0001	28400	12.2250	0.9342	0.8138	0.8534	0.8534	0.9420	0.9495	0.8626
0.6373	133.0000	28600	13.2485	0.9330	0.8166	0.8591	0.8568	0.9645	0.9402	0.8674
0.6373	133.0015	28800	12.4102	0.9284	0.8123	0.8508	0.8530	0.9637	0.9424	0.8620
0.6351	134.0014	29000	14.1119	0.9289	0.8294	0.8495	0.8552	0.9399	0.9249	0.8604
0.6351	135.0013	29200	12.9956	0.9339	0.8181	0.8595	0.8566	0.9610	0.9418	0.8674
0.6351	136.0012	29400	14.2344	0.9334	0.8333	0.8519	0.8596	0.9294	0.9339	0.8633
0.631	137.0011	29600	12.7930	0.9327	0.8307	0.8495	0.8556	0.9540	0.9443	0.8622
0.631	138.0010	29800	12.9607	0.9328	0.8337	0.8527	0.8592	0.9477	0.9397	0.8648
0.6274	139.0009	30000	12.3213	0.9316	0.8380	0.8640	0.8563	0.9579	0.9401	0.8690
0.6274	140.0007	30200	14.9018	0.9307	0.8349	0.8528	0.8616	0.9352	0.9357	0.8650
0.6274	141.0006	30400	13.7838	0.9339	0.8376	0.8545	0.8644	0.9152	0.9275	0.8657
0.6223	142.0005	30600	13.4019	0.9319	0.8344	0.8583	0.8550	0.9178	0.9172	0.8627
0.6223	143.0004	30800	12.6207	0.9343	0.8374	0.8587	0.8607	0.9349	0.9446	0.8677
0.6201	144.0003	31000	13.3070	0.9358	0.8227	0.8646	0.8618	0.9508	0.9367	0.8712
0.6201	145.0002	31200	12.5412	0.9312	0.8379	0.8564	0.8624	0.9520	0.9349	0.8678
0.6201	146.0001	31400	13.5037	0.9359	0.8399	0.8615	0.8637	0.9503	0.9482	0.8713
0.6189	146.0016	31600	13.7962	0.9354	0.8407	0.8624	0.8637	0.9338	0.9318	0.8700
0.6189	147.0014	31800	12.0749	0.9343	0.8374	0.8565	0.8623	0.9625	0.9431	0.8688
0.6136	148.0013	32000	13.7197	0.9335	0.8428	0.8653	0.8659	0.9578	0.9374	0.8738
0.6136	149.0012	32200	12.8682	0.9341	0.8225	0.8603	0.8652	0.9494	0.9435	0.8711
0.6136	150.0011	32400	14.0758	0.9339	0.8198	0.8623	0.8577	0.9618	0.9134	0.8678
0.613	151.0010	32600	13.0361	0.9353	0.8431	0.8619	0.8694	0.9528	0.9481	0.8741
0.613	152.0009	32800	13.2350	0.9343	0.8270	0.8653	0.8702	0.9548	0.9403	0.8757
0.6065	153.0008	33000	11.9984	0.9341	0.8354	0.8539	0.8612	0.9256	0.9335	0.8647
0.6065	154.0007	33200	13.7186	0.9352	0.8424	0.8672	0.8624	0.9530	0.9291	0.8724
0.6065	155.0006	33400	14.9427	0.9361	0.8445	0.8684	0.8658	0.9515	0.9465	0.8753
0.6049	156.0004	33600	13.1731	0.9330	0.8221	0.8610	0.8642	0.9691	0.9421	0.8719
0.6049	157.0003	33800	13.0503	0.9264	0.8401	0.8656	0.8598	0.9592	0.9321	0.8710
0.6051	158.0002	34000	14.6042	0.9345	0.8439	0.8656	0.8677	0.9599	0.9468	0.8753
0.6051	159.0001	34200	15.8414	0.9360	0.8431	0.8598	0.8704	0.9368	0.9414	0.8725
0.6051	159.0016	34400	13.7509	0.9375	0.8447	0.8663	0.8681	0.9603	0.9397	0.8755
0.5999	160.0015	34600	12.7320	0.9348	0.8274	0.8690	0.8673	0.9685	0.9490	0.8772
0.5999	161.0014	34800	13.7797	0.9387	0.8315	0.8692	0.8746	0.9535	0.9484	0.8798
0.6002	162.0013	35000	12.7456	0.9351	0.8439	0.8630	0.8697	0.9686	0.9396	0.8751
0.6002	163.0012	35200	13.8103	0.9360	0.8424	0.8666	0.8635	0.9526	0.9362	0.8729
0.6002	164.0010	35400	12.0593	0.9384	0.8454	0.8664	0.8693	0.9564	0.9354	0.8757
0.5996	165.0009	35600	12.3738	0.9361	0.8469	0.8678	0.8715	0.9617	0.9492	0.8783
0.5996	166.0008	35800	12.4913	0.9368	0.8478	0.8703	0.8700	0.9444	0.9483	0.8778
0.5961	167.0007	36000	13.6948	0.9379	0.8447	0.8663	0.8680	0.9433	0.9311	0.8742
0.5961	168.0006	36200	14.0366	0.9380	0.8421	0.8654	0.8633	0.9557	0.9193	0.8717
0.5961	169.0005	36400	11.9915	0.9364	0.8474	0.8678	0.8731	0.9434	0.9281	0.8770
0.5878	170.0004	36600	13.0119	0.9374	0.8470	0.8683	0.8708	0.9469	0.9410	0.8770
0.5878	171.0003	36800	13.1172	0.9371	0.8460	0.8693	0.8683	0.9471	0.9377	0.8761
0.5878	172.0001	37000	14.3650	0.9378	0.8473	0.8698	0.8701	0.9411	0.9339	0.8767
0.5878	173.0000	37200	14.2376	0.9367	0.8325	0.8716	0.8750	0.9660	0.9454	0.8815
0.5878	173.0015	37400	12.7710	0.9383	0.8472	0.8644	0.8748	0.9554	0.9437	0.8776
0.5901	174.0014	37600	13.5387	0.9362	0.8457	0.8649	0.8712	0.9236	0.9377	0.8743
0.5901	175.0013	37800	14.3773	0.9361	0.8479	0.8723	0.8687	0.9392	0.9250	0.8767
0.5841	176.0012	38000	13.6360	0.9357	0.8492	0.8700	0.8738	0.9573	0.9173	0.8784
0.5841	177.0011	38200	12.7809	0.9354	0.8364	0.8771	0.8779	0.9612	0.9387	0.8847
0.5841	178.0010	38400	11.4891	0.9381	0.8518	0.8747	0.8738	0.9515	0.9213	0.8805
0.5895	179.0009	38600	14.0455	0.9388	0.8321	0.8741	0.8711	0.9684	0.9366	0.8806
0.5895	180.0007	38800	14.2790	0.9386	0.8502	0.8737	0.8714	0.9529	0.9305	0.8794
0.5789	181.0006	39000	13.7355	0.9369	0.8492	0.8749	0.8687	0.9675	0.9287	0.8794
0.5789	182.0005	39200	15.3478	0.9383	0.8522	0.8730	0.8766	0.9524	0.9437	0.8821
0.5789	183.0004	39400	13.9324	0.9353	0.8280	0.8684	0.8692	0.9538	0.9240	0.8758
0.5852	184.0003	39600	13.5024	0.9397	0.8529	0.8737	0.8767	0.9557	0.9228	0.8816
0.5852	185.0002	39800	15.2910	0.9393	0.8554	0.8747	0.8821	0.9544	0.9433	0.8855
0.5764	186.0001	40000	15.2664	0.9374	0.8458	0.8633	0.8720	0.9450	0.9107	0.8737
0.5764	186.0016	40200	15.7443	0.9398	0.8303	0.8714	0.8701	0.9635	0.9337	0.8785
0.5764	187.0014	40400	14.7820	0.9397	0.8552	0.8791	0.8774	0.9656	0.9325	0.8853
0.5731	188.0013	40600	14.1567	0.9368	0.8510	0.8755	0.8718	0.9634	0.9191	0.8804
0.5731	189.0012	40800	13.6885	0.9378	0.8348	0.8724	0.8778	0.9747	0.9389	0.8833
0.5704	190.0011	41000	14.0497	0.9381	0.8314	0.8701	0.8736	0.9483	0.9167	0.8779
0.5704	191.0010	41200	14.6392	0.9399	0.8374	0.8764	0.8805	0.9645	0.9358	0.8856
0.5704	192.0009	41400	14.5978	0.9391	0.8376	0.8744	0.8821	0.9627	0.9423	0.8857
0.5727	193.0008	41600	13.3429	0.9402	0.8582	0.8839	0.8779	0.9660	0.9341	0.8878
0.5727	194.0007	41800	13.8825	0.9369	0.8507	0.8689	0.8776	0.9374	0.9410	0.8799
0.5744	195.0006	42000	14.1746	0.9387	0.8542	0.8728	0.8805	0.9440	0.9395	0.8832
0.5744	196.0004	42200	12.5965	0.9392	0.8522	0.8733	0.8754	0.9402	0.9343	0.8807
0.5744	197.0003	42400	15.1183	0.9374	0.8527	0.8724	0.8778	0.9701	0.9440	0.8833
0.5662	198.0002	42600	13.4404	0.9374	0.8536	0.8703	0.8817	0.9438	0.9392	0.8825
0.5662	199.0001	42800	14.0375	0.9413	0.8368	0.8739	0.8808	0.9683	0.9394	0.8850
0.5647	199.0016	43000	14.5998	0.9400	0.8573	0.8711	0.8878	0.9504	0.9426	0.8862
0.5647	200.0015	43200	14.4589	0.9388	0.8564	0.8750	0.8830	0.9608	0.9273	0.8855
0.5647	201.0014	43400	15.0926	0.9390	0.8558	0.8779	0.8788	0.9432	0.9211	0.8838
0.5669	202.0013	43600	14.1596	0.9407	0.8543	0.8788	0.8747	0.9385	0.9367	0.8828
0.5669	203.0012	43800	13.8302	0.9379	0.8609	0.8791	0.8874	0.9688	0.9451	0.8906
0.5598	204.0010	44000	15.1011	0.9389	0.8567	0.8721	0.8864	0.9271	0.9409	0.8847
0.5598	205.0009	44200	14.5705	0.9411	0.8588	0.8796	0.8831	0.9492	0.9340	0.8874
0.5598	206.0008	44400	15.3874	0.9426	0.8606	0.8818	0.8848	0.9629	0.9418	0.8902
0.5617	207.0007	44600	13.1310	0.9411	0.8584	0.8796	0.8829	0.9616	0.9472	0.8886
0.5617	208.0006	44800	13.5041	0.9407	0.8420	0.8779	0.8878	0.9456	0.9428	0.8890
0.5559	209.0005	45000	15.7746	0.9354	0.8498	0.8692	0.8746	0.9019	0.9036	0.8750
0.5559	210.0004	45200	14.4073	0.9403	0.8597	0.8762	0.8882	0.9736	0.9371	0.8895
0.5559	211.0003	45400	15.2170	0.9273	0.8439	0.8463	0.8855	0.9462	0.9428	0.8737
0.5616	212.0001	45600	14.4610	0.9399	0.8602	0.8803	0.8851	0.9596	0.9340	0.8891
0.5616	213.0000	45800	13.8966	0.9419	0.8593	0.8691	0.8946	0.9613	0.9469	0.8890
0.5552	213.0015	46000	14.9242	0.9411	0.8641	0.8811	0.8928	0.9617	0.9408	0.8934
0.5552	214.0014	46200	13.7563	0.9405	0.8605	0.8759	0.8898	0.9290	0.9435	0.8882
0.5552	215.0013	46400	14.7661	0.9401	0.8432	0.8788	0.8894	0.9590	0.9391	0.8906
0.5557	216.0012	46600	14.5305	0.9400	0.8589	0.8811	0.8822	0.9680	0.9340	0.8886
0.5557	217.0011	46800	12.5782	0.9410	0.8585	0.8752	0.8871	0.9471	0.9376	0.8873
0.5485	218.0010	47000	14.0868	0.9424	0.8648	0.8831	0.8919	0.9534	0.9432	0.8936
0.5485	219.0009	47200	13.1787	0.9403	0.8633	0.8799	0.8915	0.9517	0.9347	0.8914
0.5485	220.0007	47400	13.4543	0.9403	0.8629	0.8805	0.8908	0.9502	0.9302	0.8911
0.553	221.0006	47600	15.0055	0.9428	0.8443	0.8864	0.8843	0.9587	0.9326	0.8914
0.553	222.0005	47800	16.0320	0.9385	0.8421	0.8852	0.8812	0.9582	0.9188	0.8887
0.5491	223.0004	48000	15.1787	0.9405	0.8613	0.8771	0.8907	0.9253	0.9456	0.8890
0.5491	224.0003	48200	16.5448	0.9446	0.8498	0.8873	0.8948	0.9767	0.9442	0.8980
0.5491	225.0002	48400	14.8466	0.9423	0.8389	0.8769	0.8822	0.9519	0.9372	0.8860
0.5487	226.0001	48600	14.8377	0.9399	0.8554	0.8796	0.8757	0.9654	0.9345	0.8849
0.5487	226.0016	48800	15.3991	0.9417	0.8598	0.8741	0.8900	0.9519	0.9433	0.8886
0.5498	227.0014	49000	14.2380	0.9403	0.8450	0.8825	0.8897	0.9610	0.9482	0.8930
0.5498	228.0013	49200	12.9904	0.9410	0.8447	0.8816	0.8897	0.9718	0.9456	0.8930
0.5498	229.0012	49400	14.4775	0.9378	0.8408	0.8808	0.8814	0.9647	0.9080	0.8866
0.5451	230.0011	49600	14.0573	0.9423	0.8456	0.8834	0.8892	0.9714	0.9457	0.8935
0.5451	231.0010	49800	13.8154	0.9401	0.8609	0.8806	0.8866	0.9614	0.9434	0.8905
0.5493	232.0009	50000	13.9526	0.9404	0.8444	0.8819	0.8885	0.9731	0.9377	0.8922
0.5493	233.0008	50200	14.9919	0.9424	0.8512	0.8868	0.8975	0.9639	0.9441	0.8984
0.5493	234.0007	50400	14.3237	0.9418	0.8617	0.8810	0.8882	0.9596	0.9403	0.8911
0.5456	235.0006	50600	15.2273	0.9426	0.8648	0.8867	0.8889	0.9738	0.9421	0.8948
0.5456	236.0004	50800	15.9885	0.9403	0.8432	0.8792	0.8887	0.9678	0.9101	0.8894
0.5456	237.0003	51000	15.1851	0.9371	0.8644	0.8780	0.8953	0.9604	0.9317	0.8926
0.5456	238.0002	51200	14.9655	0.9397	0.8635	0.8829	0.8899	0.9731	0.9466	0.8937
0.5456	239.0001	51400	14.9533	0.9410	0.8472	0.8811	0.8945	0.9702	0.9342	0.8942
0.543	239.0016	51600	14.5203	0.9408	0.8638	0.8813	0.8915	0.9598	0.9386	0.8927
0.543	240.0015	51800	13.9622	0.9396	0.8655	0.8817	0.8946	0.9423	0.9186	0.8924
0.5392	241.0014	52000	15.2430	0.9400	0.8628	0.8762	0.8937	0.9463	0.9405	0.8908
0.5392	242.0013	52200	14.0480	0.9396	0.8675	0.8827	0.8978	0.9642	0.9457	0.8967
0.5392	243.0012	52400	15.0421	0.9403	0.8480	0.8838	0.8939	0.9729	0.9476	0.8960
0.5404	244.0010	52600	14.2765	0.9386	0.8674	0.8877	0.8925	0.9656	0.9382	0.8963
0.5404	245.0009	52800	16.3283	0.9411	0.8660	0.8841	0.8932	0.9519	0.9337	0.8941
0.5366	246.0008	53000	14.8832	0.9446	0.8682	0.8836	0.8979	0.9624	0.9448	0.8970
0.5366	247.0007	53200	14.7468	0.9418	0.8507	0.8842	0.8987	0.9558	0.9322	0.8967
0.5366	248.0006	53400	14.1903	0.9422	0.8653	0.8816	0.8942	0.9364	0.9403	0.8930
0.5351	249.0005	53600	13.7128	0.9434	0.8490	0.8848	0.8950	0.9645	0.9469	0.8965
0.5351	250.0004	53800	16.1122	0.9432	0.8647	0.8843	0.8902	0.9525	0.9313	0.8927
0.5362	251.0003	54000	14.6042	0.9409	0.8623	0.8815	0.8883	0.9643	0.9381	0.8915
0.5362	252.0001	54200	14.6744	0.9413	0.8457	0.8845	0.8890	0.9538	0.9319	0.8924

Framework versions

• Transformers 4.46.0
• Pytorch 2.3.1+cu121
• Datasets 2.20.0
• Tokenizers 0.20.1