ht-stmini-mean-v5_ftis_noPretrain

This model is a fine-tuned version of on an unknown dataset. It achieves the following results on the evaluation set:

• Loss: 2.9646
• Accuracy: 0.8523
• Macro F1: 0.6578

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: 6731
• training_steps: 134625

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	Macro F1
39.9484	0.0010	134	35.2499	0.0213	0.0164
25.2923	1.0010	268	53.6278	0.0341	0.0217
12.4056	2.0010	402	137.1845	0.2573	0.0881
7.438	3.0010	536	171.5667	0.4811	0.1322
5.9088	4.0010	670	174.8220	0.5330	0.1405
5.1618	5.0010	804	150.2932	0.5581	0.1450
4.7681	6.0010	938	116.9328	0.5775	0.1520
4.2999	7.0009	1072	79.4384	0.5882	0.1652
3.5993	8.0009	1206	54.6270	0.5979	0.1606
3.4242	9.0009	1340	44.8791	0.6012	0.1618
2.9819	10.0009	1474	38.0398	0.6103	0.1605
2.8408	11.0009	1608	30.8089	0.6126	0.1634
2.7195	12.0009	1742	24.1697	0.6149	0.1616
2.6018	13.0009	1876	21.1163	0.6100	0.1691
2.4196	14.0009	2010	17.4551	0.6135	0.1607
2.4479	15.0009	2144	15.7353	0.6217	0.1678
2.5892	16.0009	2278	13.7479	0.6244	0.1639
2.411	17.0009	2412	15.4100	0.6162	0.1687
2.4509	18.0009	2546	10.9748	0.6265	0.1683
2.3876	19.0009	2680	10.0210	0.6243	0.1666
2.2744	20.0008	2814	9.1328	0.6226	0.1699
2.351	21.0008	2948	8.6256	0.6218	0.1778
2.2952	22.0008	3082	7.4691	0.6223	0.1741
2.2887	23.0008	3216	8.3557	0.6032	0.1706
2.2599	24.0008	3350	7.3543	0.6220	0.1666
2.2942	25.0008	3484	6.4722	0.6203	0.1731
2.2063	26.0008	3618	6.7939	0.6311	0.1893
2.1674	27.0008	3752	5.8000	0.6158	0.1818
2.2228	28.0008	3886	6.2514	0.6232	0.1745
2.1651	29.0008	4020	5.6197	0.6055	0.1806
2.1381	30.0008	4154	5.6238	0.6396	0.2018
2.1719	31.0008	4288	6.3707	0.6286	0.1836
2.2091	32.0008	4422	5.3530	0.6445	0.2085
2.0538	33.0008	4556	4.6029	0.6176	0.1964
2.187	34.0007	4690	5.6599	0.6444	0.2221
1.9745	35.0007	4824	5.0773	0.6546	0.2289
2.0	36.0007	4958	4.2086	0.6116	0.1986
1.906	37.0007	5092	3.8438	0.6494	0.2361
1.8986	38.0007	5226	4.3384	0.6671	0.2299
1.9185	39.0007	5360	3.9224	0.6662	0.2419
1.7892	40.0007	5494	3.7778	0.6715	0.2619
1.7706	41.0007	5628	4.0030	0.6716	0.2573
1.779	42.0007	5762	4.2370	0.6783	0.2666
1.7465	43.0007	5896	4.2711	0.6798	0.2797
1.6805	44.0007	6030	4.1040	0.6755	0.2756
1.5513	45.0007	6164	4.1495	0.6797	0.2756
1.6039	46.0007	6298	4.3661	0.7106	0.2957
1.5398	47.0006	6432	4.5877	0.6715	0.2919
1.6246	48.0006	6566	5.6535	0.6988	0.2906
1.4741	49.0006	6700	5.1065	0.7067	0.3122
1.4536	50.0006	6834	4.7317	0.7132	0.3167
1.4187	51.0006	6968	5.3708	0.7229	0.3350
1.2916	52.0006	7102	4.7151	0.7083	0.3320
1.3196	53.0006	7236	5.0228	0.7197	0.3555
1.2258	54.0006	7370	5.3236	0.7316	0.3593
1.2596	55.0006	7504	7.3198	0.7326	0.3552
1.2446	56.0006	7638	6.3256	0.7463	0.3810
1.1849	57.0006	7772	6.5613	0.7424	0.3817
1.1231	58.0006	7906	7.4051	0.7438	0.3919
1.1748	59.0006	8040	8.7323	0.7188	0.3547
1.0281	60.0005	8174	7.7429	0.7511	0.4077
1.0689	61.0005	8308	8.7558	0.7480	0.4152
0.9825	62.0005	8442	9.0319	0.7568	0.3984
1.0564	63.0005	8576	9.4509	0.7502	0.4089
0.988	64.0005	8710	11.7435	0.7566	0.4226
0.9066	65.0005	8844	11.5885	0.7641	0.4457
0.9019	66.0005	8978	11.3921	0.7379	0.4164
0.8292	67.0005	9112	13.8146	0.7714	0.4331
0.9522	68.0005	9246	13.8157	0.7710	0.4476
0.8317	69.0005	9380	16.6493	0.7721	0.4622
0.7857	70.0005	9514	14.0590	0.7637	0.4439
0.874	71.0005	9648	16.4763	0.7725	0.4691
0.806	72.0005	9782	15.3368	0.7764	0.4811
0.7208	73.0005	9916	17.2181	0.7848	0.4679
0.7272	74.0004	10050	14.3154	0.7718	0.4835
0.7057	75.0004	10184	17.2924	0.7603	0.4640
0.7099	76.0004	10318	18.9115	0.7764	0.4575
0.7144	77.0004	10452	19.8504	0.7725	0.4858
0.6714	78.0004	10586	17.2989	0.7815	0.4778
0.6524	79.0004	10720	19.1514	0.7790	0.5055
0.6065	80.0004	10854	17.4992	0.7850	0.5085
0.6685	81.0004	10988	18.5515	0.7799	0.5044
0.6318	82.0004	11122	22.2383	0.7852	0.4903
0.5753	83.0004	11256	17.8166	0.7734	0.4818
0.6282	84.0004	11390	20.6697	0.7819	0.5110
0.5634	85.0004	11524	19.4951	0.7913	0.5180
0.5586	86.0004	11658	19.0333	0.7984	0.5153
0.5508	87.0003	11792	20.6972	0.7867	0.5262
0.5556	88.0003	11926	22.4102	0.7899	0.5273
0.5599	89.0003	12060	21.5349	0.7880	0.5105
0.55	90.0003	12194	22.8908	0.7917	0.5251
0.5363	91.0003	12328	21.5912	0.7910	0.5332
0.4754	92.0003	12462	21.5374	0.7894	0.5341
0.5252	93.0003	12596	25.5882	0.7984	0.5340
0.4714	94.0003	12730	23.1033	0.7940	0.5078
0.464	95.0003	12864	24.0546	0.7938	0.5296
0.4795	96.0003	12998	21.1376	0.7992	0.5460
0.4605	97.0003	13132	21.6739	0.8067	0.5328
0.4411	98.0003	13266	20.6091	0.8001	0.5410
0.412	99.0003	13400	19.6526	0.8067	0.5471
0.4256	100.0003	13534	18.8908	0.8071	0.5534
0.4318	101.0002	13668	19.6027	0.7968	0.5485
0.3903	102.0002	13802	18.3652	0.8005	0.5523
0.4212	103.0002	13936	21.3332	0.8108	0.5576
0.3861	104.0002	14070	21.7067	0.7997	0.5543
0.3886	105.0002	14204	21.0634	0.8098	0.5682
0.3795	106.0002	14338	22.4133	0.8071	0.5617
0.377	107.0002	14472	19.8422	0.8151	0.5671
0.3689	108.0002	14606	21.4968	0.8023	0.5587
0.3401	109.0002	14740	19.3745	0.8116	0.5670
0.3619	110.0002	14874	19.8852	0.7990	0.5542
0.3136	111.0002	15008	19.9481	0.7994	0.5600
0.3301	112.0002	15142	19.4915	0.8107	0.5738
0.3517	113.0002	15276	17.8709	0.8074	0.5663
0.2993	114.0001	15410	18.7033	0.8145	0.5726
0.2967	115.0001	15544	17.9293	0.8017	0.5695
0.3105	116.0001	15678	17.5294	0.8069	0.5662
0.3226	117.0001	15812	20.8622	0.8067	0.5696
0.2886	118.0001	15946	19.2584	0.8117	0.5704
0.2918	119.0001	16080	20.0134	0.8075	0.5736
0.2805	120.0001	16214	17.7522	0.8117	0.5807
0.2834	121.0001	16348	20.3044	0.8018	0.5671
0.2537	122.0001	16482	19.4515	0.7975	0.5458
0.2654	123.0001	16616	19.5489	0.8132	0.5739
0.2506	124.0001	16750	19.3780	0.8063	0.5655
0.2634	125.0001	16884	18.7779	0.8151	0.5762
0.2567	126.0001	17018	20.0204	0.8073	0.5635
0.2222	127.0001	17152	18.9498	0.8108	0.5827
0.2462	128.0000	17286	18.4979	0.8123	0.5821
0.2295	129.0000	17420	18.1447	0.8156	0.5826
0.2198	130.0000	17554	18.5187	0.8186	0.5811
0.2116	131.0000	17688	16.7665	0.8127	0.5856
0.2211	132.0000	17822	18.5034	0.8170	0.5908
0.2298	133.0000	17956	18.8697	0.8149	0.5879
0.211	133.0010	18090	15.2352	0.8163	0.5919
0.2131	134.0010	18224	18.8907	0.8065	0.5874
0.2008	135.0010	18358	15.8912	0.8121	0.5864
0.1841	136.0010	18492	17.2753	0.8122	0.5872
0.2013	137.0010	18626	16.0174	0.8195	0.5826
0.189	138.0010	18760	17.5670	0.8181	0.5840
0.1836	139.0010	18894	14.7772	0.8085	0.5870
0.2035	140.0010	19028	15.4075	0.8123	0.5817
0.1754	141.0009	19162	16.9242	0.8177	0.5947
0.172	142.0009	19296	13.6895	0.8162	0.5868
0.1728	143.0009	19430	13.2621	0.8113	0.5909
0.1621	144.0009	19564	13.0729	0.8182	0.5946
0.1606	145.0009	19698	12.9905	0.8179	0.6015
0.1649	146.0009	19832	12.6423	0.8204	0.5891
0.1562	147.0009	19966	12.6852	0.8197	0.5987
0.154	148.0009	20100	14.1863	0.8233	0.5955
0.1609	149.0009	20234	14.4083	0.8189	0.6002
0.1478	150.0009	20368	12.4198	0.8200	0.5863
0.1524	151.0009	20502	12.8797	0.8187	0.5984
0.1512	152.0009	20636	12.4956	0.8172	0.5961
0.1531	153.0009	20770	12.0234	0.8127	0.5920
0.1495	154.0008	20904	12.5771	0.8239	0.6031
0.1432	155.0008	21038	11.4251	0.8157	0.6033
0.1304	156.0008	21172	12.4493	0.8175	0.6015
0.1379	157.0008	21306	13.6643	0.8211	0.5985
0.133	158.0008	21440	10.8954	0.8233	0.6064
0.1352	159.0008	21574	11.2505	0.8231	0.6010
0.1288	160.0008	21708	11.0461	0.8174	0.5979
0.1279	161.0008	21842	12.2734	0.8250	0.6074
0.1219	162.0008	21976	11.1999	0.8169	0.5999
0.1256	163.0008	22110	9.9643	0.8178	0.6050
0.1495	164.0008	22244	8.9217	0.8193	0.5953
0.1159	165.0008	22378	9.8429	0.8248	0.6055
0.1213	166.0008	22512	10.5241	0.8306	0.6099
0.1059	167.0008	22646	9.6181	0.8235	0.6020
0.1157	168.0007	22780	9.6775	0.8248	0.6064
0.1153	169.0007	22914	10.0044	0.8226	0.6118
0.1117	170.0007	23048	8.9566	0.8266	0.6091
0.1043	171.0007	23182	8.8997	0.8305	0.6102
0.1089	172.0007	23316	9.4261	0.8210	0.6038
0.1047	173.0007	23450	9.8315	0.8230	0.6041
0.1073	174.0007	23584	9.3647	0.8217	0.6068
0.1042	175.0007	23718	8.8990	0.8204	0.6080
0.0977	176.0007	23852	9.6059	0.8255	0.6115
0.0936	177.0007	23986	8.6284	0.8268	0.6128
0.093	178.0007	24120	9.2845	0.8225	0.6119
0.0957	179.0007	24254	8.0941	0.8280	0.6098
0.0867	180.0007	24388	8.1483	0.8328	0.6167
0.0887	181.0006	24522	6.9962	0.8264	0.6050
0.0945	182.0006	24656	7.4532	0.8287	0.6102
0.087	183.0006	24790	7.8841	0.8252	0.6097
0.0822	184.0006	24924	7.9621	0.8246	0.6094
0.088	185.0006	25058	7.0550	0.8271	0.6095
0.0821	186.0006	25192	6.9690	0.8206	0.6020
0.0806	187.0006	25326	7.5555	0.8282	0.6167
0.0839	188.0006	25460	7.6858	0.8252	0.6138
0.0825	189.0006	25594	6.7863	0.8326	0.6129
0.0832	190.0006	25728	6.8085	0.8285	0.6179
0.0827	191.0006	25862	7.1888	0.8291	0.6210
0.0738	192.0006	25996	7.1850	0.8359	0.6154
0.0823	193.0006	26130	5.9604	0.8289	0.6185
0.0732	194.0005	26264	7.2097	0.8273	0.6040
0.0746	195.0005	26398	6.7980	0.8285	0.6210
0.0692	196.0005	26532	6.3140	0.8333	0.6247
0.0696	197.0005	26666	6.4402	0.8324	0.6125
0.0691	198.0005	26800	6.1395	0.8276	0.6190
0.0749	199.0005	26934	6.6525	0.8319	0.6185
0.0703	200.0005	27068	5.7712	0.8269	0.6099
0.0699	201.0005	27202	5.9619	0.8331	0.6192
0.0697	202.0005	27336	6.1422	0.8282	0.6189
0.0664	203.0005	27470	5.9802	0.8296	0.6201
0.0616	204.0005	27604	5.5207	0.8350	0.6199
0.0732	205.0005	27738	5.7944	0.8315	0.6201
0.0641	206.0005	27872	5.6017	0.8323	0.6157
0.0576	207.0005	28006	6.2887	0.8235	0.6165
0.0645	208.0004	28140	5.8601	0.8338	0.6192
0.0642	209.0004	28274	5.7700	0.8355	0.6221
0.0632	210.0004	28408	5.0916	0.8332	0.6255
0.0651	211.0004	28542	5.3219	0.8300	0.6099
0.0585	212.0004	28676	5.5364	0.8331	0.6210
0.0587	213.0004	28810	5.1313	0.8316	0.6177
0.0627	214.0004	28944	4.9479	0.8352	0.6185
0.0564	215.0004	29078	5.2699	0.8349	0.6268
0.0564	216.0004	29212	5.3181	0.8352	0.6225
0.0567	217.0004	29346	5.0721	0.8266	0.6170
0.0591	218.0004	29480	5.0919	0.8380	0.6212
0.054	219.0004	29614	5.0326	0.8277	0.6210
0.0533	220.0004	29748	4.5075	0.8326	0.6185
0.0608	221.0003	29882	5.1480	0.8362	0.6154
0.0691	222.0003	30016	5.1124	0.8320	0.6215
0.0503	223.0003	30150	4.6642	0.8370	0.6268
0.052	224.0003	30284	4.8534	0.8354	0.6219
0.0531	225.0003	30418	4.5935	0.8353	0.6241
0.0485	226.0003	30552	4.5605	0.8361	0.6304
0.057	227.0003	30686	4.5620	0.8351	0.6280
0.0499	228.0003	30820	4.3572	0.8340	0.6285
0.0538	229.0003	30954	4.4488	0.8379	0.6318
0.0552	230.0003	31088	5.0000	0.8356	0.6288
0.0517	231.0003	31222	4.3277	0.8336	0.6213
0.0477	232.0003	31356	4.2746	0.8407	0.6276
0.0495	233.0003	31490	4.1315	0.8393	0.6291
0.0436	234.0003	31624	4.2755	0.8363	0.6244
0.0466	235.0002	31758	4.3230	0.8411	0.6329
0.0477	236.0002	31892	4.0913	0.8390	0.6292
0.0466	237.0002	32026	3.8497	0.8401	0.6277
0.0463	238.0002	32160	4.4265	0.8387	0.6279
0.044	239.0002	32294	4.3438	0.8356	0.6288
0.0427	240.0002	32428	3.9881	0.8422	0.6338
0.0432	241.0002	32562	3.8410	0.8409	0.6360
0.0474	242.0002	32696	3.8954	0.8350	0.6238
0.0478	243.0002	32830	3.8765	0.8402	0.6318
0.0488	244.0002	32964	3.8497	0.8405	0.6347
0.0422	245.0002	33098	3.5000	0.8396	0.6297
0.0445	246.0002	33232	3.9741	0.8399	0.6297
0.0402	247.0002	33366	3.9199	0.8362	0.6283
0.0379	248.0001	33500	3.7305	0.8440	0.6351
0.0417	249.0001	33634	3.8176	0.8402	0.6310
0.0412	250.0001	33768	3.7180	0.8355	0.6299
0.0399	251.0001	33902	3.6548	0.8422	0.6334
0.0398	252.0001	34036	3.7026	0.8399	0.6343
0.0383	253.0001	34170	3.6131	0.8438	0.6376
0.0387	254.0001	34304	3.7436	0.8385	0.6350
0.0364	255.0001	34438	3.7502	0.8397	0.6333
0.0375	256.0001	34572	3.3613	0.8399	0.6385
0.0417	257.0001	34706	3.6177	0.8358	0.6269
0.0391	258.0001	34840	3.5289	0.8426	0.6295
0.0375	259.0001	34974	3.6470	0.8412	0.6376
0.04	260.0001	35108	3.4957	0.8448	0.6390
0.0353	261.0001	35242	3.5731	0.8412	0.6326
0.0373	262.0000	35376	3.4997	0.8436	0.6320
0.037	263.0000	35510	3.6281	0.8411	0.6363
0.0353	264.0000	35644	3.4524	0.8433	0.6342
0.0382	265.0000	35778	3.5199	0.8423	0.6340
0.0383	266.0000	35912	3.3159	0.8397	0.6383
0.0361	267.0000	36046	3.5210	0.8362	0.6322
0.0363	267.0010	36180	3.3374	0.8456	0.6352
0.0367	268.0010	36314	3.3686	0.8448	0.6379
0.0353	269.0010	36448	3.1677	0.8476	0.6375
0.0359	270.0010	36582	3.3584	0.8430	0.6382
0.0318	271.0010	36716	3.2359	0.8418	0.6330
0.0329	272.0010	36850	3.5583	0.8436	0.6387
0.0314	273.0010	36984	3.1740	0.8430	0.6426
0.0325	274.0010	37118	3.3802	0.8438	0.6373
0.0348	275.0009	37252	3.2404	0.8452	0.6423
0.0319	276.0009	37386	3.6001	0.8485	0.6438
0.0334	277.0009	37520	3.2964	0.8444	0.6372
0.031	278.0009	37654	3.4434	0.8435	0.6279
0.0299	279.0009	37788	3.0918	0.8450	0.6372
0.0335	280.0009	37922	3.4162	0.8456	0.6414
0.034	281.0009	38056	3.4431	0.8424	0.6389
0.0316	282.0009	38190	3.4383	0.8436	0.6346
0.0289	283.0009	38324	3.3247	0.8502	0.6403
0.0278	284.0009	38458	3.2105	0.8473	0.6352
0.0299	285.0009	38592	3.1715	0.8448	0.6346
0.0296	286.0009	38726	3.1941	0.8444	0.6399
0.03	287.0009	38860	3.1617	0.8436	0.6391
0.0267	288.0008	38994	3.1823	0.8438	0.6366
0.0304	289.0008	39128	3.1678	0.8469	0.6441
0.0322	290.0008	39262	3.1292	0.8447	0.6365
0.0299	291.0008	39396	3.1379	0.8502	0.6392
0.028	292.0008	39530	3.1904	0.8460	0.6387
0.0255	293.0008	39664	3.0576	0.8484	0.6426
0.0294	294.0008	39798	3.0661	0.8445	0.6437
0.0276	295.0008	39932	3.1695	0.8462	0.6353
0.0277	296.0008	40066	2.9409	0.8479	0.6460
0.028	297.0008	40200	3.1881	0.8463	0.6396
0.0272	298.0008	40334	3.0840	0.8435	0.6418
0.0271	299.0008	40468	3.2019	0.8453	0.6404
0.0289	300.0008	40602	3.0667	0.8467	0.6403
0.0279	301.0008	40736	2.9892	0.8472	0.6397
0.0295	302.0007	40870	2.9842	0.8492	0.6444
0.0256	303.0007	41004	3.1177	0.8403	0.6376
0.0352	304.0007	41138	2.9645	0.8504	0.6478
0.0263	305.0007	41272	3.1005	0.8454	0.6481
0.0277	306.0007	41406	3.1990	0.8431	0.6478
0.026	307.0007	41540	3.1607	0.8515	0.6448
0.0278	308.0007	41674	3.0239	0.8505	0.6483
0.0276	309.0007	41808	2.8455	0.8439	0.6409
0.0274	310.0007	41942	2.9537	0.8534	0.6494
0.0253	311.0007	42076	2.8886	0.8507	0.6510
0.0289	312.0007	42210	2.8655	0.8477	0.6453
0.0257	313.0007	42344	2.9944	0.8474	0.6456
0.0254	314.0007	42478	3.0366	0.8451	0.6442
0.024	315.0006	42612	3.0078	0.8498	0.6452
0.0249	316.0006	42746	2.8746	0.8519	0.6509
0.0235	317.0006	42880	2.9079	0.8473	0.6483
0.023	318.0006	43014	2.8602	0.8461	0.6457
0.0251	319.0006	43148	2.9523	0.8488	0.6409
0.0265	320.0006	43282	2.9855	0.8493	0.6469
0.0244	321.0006	43416	2.9887	0.8475	0.6499
0.0265	322.0006	43550	2.8213	0.8507	0.6473
0.0238	323.0006	43684	2.8575	0.8476	0.6437
0.025	324.0006	43818	2.9610	0.8501	0.6432
0.0231	325.0006	43952	2.8522	0.8491	0.6511
0.0219	326.0006	44086	2.9231	0.8463	0.6384
0.0209	327.0006	44220	2.8899	0.8465	0.6494
0.0211	328.0005	44354	2.6775	0.8508	0.6489
0.0218	329.0005	44488	2.7962	0.8480	0.6419
0.0254	330.0005	44622	2.8140	0.8487	0.6408
0.0238	331.0005	44756	2.7118	0.8527	0.6547
0.0262	332.0005	44890	2.8516	0.8497	0.6499
0.0224	333.0005	45024	2.9087	0.8534	0.6500
0.0215	334.0005	45158	2.7763	0.8532	0.6474
0.023	335.0005	45292	2.7799	0.8457	0.6505
0.022	336.0005	45426	3.0467	0.8501	0.6461
0.0257	337.0005	45560	2.8287	0.8499	0.6512
0.0224	338.0005	45694	2.8291	0.8531	0.6427
0.0235	339.0005	45828	2.9254	0.8494	0.6465
0.022	340.0005	45962	2.8953	0.8484	0.6466
0.0201	341.0005	46096	2.8090	0.8525	0.6487
0.0209	342.0004	46230	2.8339	0.8528	0.6536
0.0212	343.0004	46364	2.8510	0.8523	0.6578
0.0206	344.0004	46498	3.0095	0.8514	0.6505
0.0238	345.0004	46632	2.9282	0.8550	0.6504
0.0204	346.0004	46766	3.1101	0.8533	0.6533
0.0239	347.0004	46900	2.9568	0.8515	0.6511
0.0219	348.0004	47034	2.9648	0.8452	0.6439
0.0221	349.0004	47168	2.7161	0.8479	0.6500
0.0218	350.0004	47302	2.7864	0.8460	0.6547
0.021	351.0004	47436	2.6934	0.8536	0.6537
0.0193	352.0004	47570	2.8054	0.8518	0.6501
0.0208	353.0004	47704	2.6761	0.8492	0.6490
0.0194	354.0004	47838	2.6105	0.8532	0.6513
0.0179	355.0003	47972	2.6430	0.8513	0.6531
0.0189	356.0003	48106	2.8046	0.8519	0.6528
0.0191	357.0003	48240	2.7391	0.8504	0.6523
0.02	358.0003	48374	2.6332	0.8542	0.6545
0.019	359.0003	48508	2.7742	0.8542	0.6465
0.0213	360.0003	48642	2.6351	0.8531	0.6573
0.0195	361.0003	48776	2.6694	0.8533	0.6514
0.0206	362.0003	48910	2.5378	0.8562	0.6577
0.019	363.0003	49044	2.6648	0.8515	0.6495

Framework versions

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