BERiT_2000_custom_architecture_150_epochs_2_vocalized

martijn75/BERiT_2000_custom_architecture_150_epochs_2_vocalized

BERiT_2000_custom_architecture_150_epochs_2_vocalized is a fill-mask model from martijn75. Use it when you need the model to fill a missing word. It is set up for transformers. The card lists the license as mit.

should probably proofread and complete it, then remove this comment. --

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At a glance

Task: Fill-Mask
Library: transformers
License: mit
Model type: roberta
Access: Public
Created: Jan 9, 2025
Updated: Jan 10, 2025
SHA: 2d53a09b

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Base models

Model card

From the Hugging Face model README

BERiT_2000_custom_architecture_150_epochs_2_vocalized

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

Loss: 3.6749

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: 0.0005
train_batch_size: 8
eval_batch_size: 8
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
num_epochs: 150

Training results

Training Loss	Epoch	Step	Validation Loss
6.8232	0.1936	500	6.6317
6.6334	0.3873	1000	6.4767
6.4749	0.5809	1500	6.3747
6.4124	0.7746	2000	6.2651
6.3346	0.9682	2500	6.2497
6.3215	1.1619	3000	6.2538
6.2888	1.3555	3500	6.1843
6.2743	1.5492	4000	6.2278
6.2386	1.7428	4500	6.2313
6.2267	1.9365	5000	6.1700
6.2374	2.1301	5500	6.2086
6.2102	2.3238	6000	6.1908
6.2231	2.5174	6500	6.1948
6.18	2.7111	7000	6.1977
6.1973	2.9047	7500	6.1640
6.2056	3.0984	8000	6.1872
6.1916	3.2920	8500	6.1962
6.2133	3.4857	9000	6.2278
6.171	3.6793	9500	6.2363
6.1596	3.8730	10000	6.2064
6.1752	4.0666	10500	6.2014
6.1701	4.2603	11000	6.1902
6.1815	4.4539	11500	6.2144
6.1964	4.6476	12000	6.2353
6.1931	4.8412	12500	6.2264
6.1812	5.0349	13000	6.1919
6.1369	5.2285	13500	6.1841
6.1653	5.4222	14000	6.2642
6.1507	5.6158	14500	6.1840
6.165	5.8095	15000	6.2209
6.1665	6.0031	15500	6.1843
6.1639	6.1967	16000	6.2242
6.1125	6.3904	16500	6.1745
6.1403	6.5840	17000	6.2293
6.1168	6.7777	17500	6.1910
6.1508	6.9713	18000	6.1868
6.1795	7.1650	18500	6.1439
6.0977	7.3586	19000	6.1936
6.1193	7.5523	19500	6.2107
6.1017	7.7459	20000	6.1921
6.1376	7.9396	20500	6.2093
6.1483	8.1332	21000	6.1783
6.1041	8.3269	21500	6.2192
6.1112	8.5205	22000	6.1630
6.0762	8.7142	22500	6.1662
6.1694	8.9078	23000	6.1290
6.0689	9.1015	23500	6.1776
6.0824	9.2951	24000	6.1464
6.084	9.4888	24500	6.1950
6.0949	9.6824	25000	6.1382
6.1129	9.8761	25500	6.2112
6.0741	10.0697	26000	6.0916
6.0924	10.2634	26500	6.1438
6.0944	10.4570	27000	6.1727
6.1202	10.6507	27500	6.1943
6.0894	10.8443	28000	6.2237
6.0904	11.0380	28500	6.1396
6.0798	11.2316	29000	6.1811
6.107	11.4253	29500	6.1172
6.0537	11.6189	30000	6.1463
6.0737	11.8125	30500	6.1744
6.0729	12.0062	31000	6.1205
6.0473	12.1998	31500	6.2196
6.0552	12.3935	32000	6.1533
6.084	12.5871	32500	6.1293
6.0958	12.7808	33000	6.1299
6.0586	12.9744	33500	6.1548
6.0637	13.1681	34000	6.1272
6.0752	13.3617	34500	6.1044
6.0753	13.5554	35000	6.1164
6.0309	13.7490	35500	6.1271
6.0867	13.9427	36000	6.0931
6.0444	14.1363	36500	6.1302
6.0572	14.3300	37000	6.0968
6.0905	14.5236	37500	6.1245
6.0439	14.7173	38000	6.1290
6.0965	14.9109	38500	6.1026
6.0801	15.1046	39000	6.0988
6.0526	15.2982	39500	6.0884
6.07	15.4919	40000	6.1027
6.067	15.6855	40500	6.1204
6.038	15.8792	41000	6.1083
6.0729	16.0728	41500	6.0920
6.0557	16.2665	42000	6.1134
6.0202	16.4601	42500	6.1688
6.0461	16.6538	43000	6.1670
6.005	16.8474	43500	6.1300
6.0212	17.0411	44000	6.1199
6.0334	17.2347	44500	6.0895
6.0042	17.4284	45000	6.0574
6.0137	17.6220	45500	6.1202
6.0065	17.8156	46000	6.0812
6.0132	18.0093	46500	6.1080
6.0216	18.2029	47000	6.0779
6.0026	18.3966	47500	6.1267
6.0172	18.5902	48000	6.0683
5.9981	18.7839	48500	6.0772
5.9776	18.9775	49000	6.1130
6.0169	19.1712	49500	6.0832
6.0149	19.3648	50000	6.0527
6.0261	19.5585	50500	6.0424
5.9958	19.7521	51000	6.0719
6.013	19.9458	51500	6.0825
5.9772	20.1394	52000	6.0652
6.0008	20.3331	52500	5.9883
5.9722	20.5267	53000	6.0258
6.0422	20.7204	53500	6.0063
5.9975	20.9140	54000	6.0471
5.9985	21.1077	54500	6.0277
5.9991	21.3013	55000	6.0335
5.9505	21.4950	55500	6.0476
5.9975	21.6886	56000	6.0212
5.9911	21.8823	56500	6.0219
5.9909	22.0759	57000	5.9844
6.0103	22.2696	57500	5.9981
5.9813	22.4632	58000	6.0372
6.0098	22.6569	58500	6.0033
5.9939	22.8505	59000	6.0348
5.9959	23.0442	59500	6.0623
5.9469	23.2378	60000	6.0522
5.9762	23.4314	60500	5.9668
5.9674	23.6251	61000	6.0145
5.9591	23.8187	61500	6.0366
5.9562	24.0124	62000	6.0023
5.9556	24.2060	62500	6.0023
5.949	24.3997	63000	5.9959
5.9842	24.5933	63500	6.0532
5.9886	24.7870	64000	5.9874
5.9511	24.9806	64500	6.0130
5.9828	25.1743	65000	5.9479
5.9577	25.3679	65500	6.0203
5.9629	25.5616	66000	5.9930
5.9382	25.7552	66500	5.9735
5.9031	25.9489	67000	5.9464
5.9076	26.1425	67500	5.9382
5.9564	26.3362	68000	5.9418
5.9562	26.5298	68500	6.0058
5.8909	26.7235	69000	6.0091
5.9384	26.9171	69500	5.9369
5.9192	27.1108	70000	5.9175
5.8965	27.3044	70500	5.9679
5.9149	27.4981	71000	5.9455
5.9521	27.6917	71500	5.9421
5.9332	27.8854	72000	5.8939
5.8783	28.0790	72500	5.9298
5.885	28.2727	73000	5.9422
5.8647	28.4663	73500	5.8675
5.8734	28.6600	74000	5.8493
5.8856	28.8536	74500	5.8675
5.8686	29.0473	75000	5.9058
5.8806	29.2409	75500	5.8519
5.866	29.4345	76000	5.8920
5.8758	29.6282	76500	5.8883
5.8828	29.8218	77000	5.8666
5.8458	30.0155	77500	5.8348
5.8772	30.2091	78000	5.8137
5.8357	30.4028	78500	5.8262
5.8259	30.5964	79000	5.8241
5.8528	30.7901	79500	5.7825
5.8381	30.9837	80000	5.8402
5.8496	31.1774	80500	5.8507
5.8365	31.3710	81000	5.7867
5.8366	31.5647	81500	5.8178
5.8101	31.7583	82000	5.8242
5.8123	31.9520	82500	5.7692
5.8202	32.1456	83000	5.7564
5.8069	32.3393	83500	5.7840
5.8276	32.5329	84000	5.8189
5.8385	32.7266	84500	5.7465
5.805	32.9202	85000	5.7886
5.7993	33.1139	85500	5.7560
5.8176	33.3075	86000	5.7315
5.7911	33.5012	86500	5.7328
5.7803	33.6948	87000	5.7428
5.8134	33.8885	87500	5.6872
5.7792	34.0821	88000	5.7714
5.7723	34.2758	88500	5.8056
5.7572	34.4694	89000	5.7252
5.7672	34.6631	89500	5.7083
5.7306	34.8567	90000	5.7030
5.7713	35.0503	90500	5.6025
5.7235	35.2440	91000	5.6798
5.7212	35.4376	91500	5.6837
5.7236	35.6313	92000	5.6107
5.6816	35.8249	92500	5.6847
5.7363	36.0186	93000	5.6361
5.7259	36.2122	93500	5.5690
5.6914	36.4059	94000	5.6442
5.7319	36.5995	94500	5.5453
5.7299	36.7932	95000	5.5798
5.7068	36.9868	95500	5.5724
5.7129	37.1805	96000	5.5311
5.6759	37.3741	96500	5.5904
5.664	37.5678	97000	5.5304
5.6616	37.7614	97500	5.5908
5.6552	37.9551	98000	5.5790
5.6481	38.1487	98500	5.5074
5.6309	38.3424	99000	5.4827
5.6655	38.5360	99500	5.4980
5.6642	38.7297	100000	5.4968
5.6661	38.9233	100500	5.4812
5.6227	39.1170	101000	5.4616
5.6172	39.3106	101500	5.5393
5.5882	39.5043	102000	5.4040
5.6302	39.6979	102500	5.4017
5.6078	39.8916	103000	5.4234
5.6412	40.0852	103500	5.4534
5.6259	40.2789	104000	5.4393
5.5972	40.4725	104500	5.4476
5.5815	40.6662	105000	5.4601
5.5964	40.8598	105500	5.4257
5.5785	41.0534	106000	5.4335
5.5696	41.2471	106500	5.3947
5.5729	41.4407	107000	5.4050
5.5612	41.6344	107500	5.3849
5.5571	41.8280	108000	5.4210
5.5256	42.0217	108500	5.3726
5.5833	42.2153	109000	5.3311
5.5646	42.4090	109500	5.3988
5.5189	42.6026	110000	5.3635
5.5177	42.7963	110500	5.3210
5.5256	42.9899	111000	5.3056
5.5035	43.1836	111500	5.2717
5.5299	43.3772	112000	5.3479
5.53	43.5709	112500	5.1725
5.4936	43.7645	113000	5.2824
5.5175	43.9582	113500	5.2250
5.5134	44.1518	114000	5.1809
5.4467	44.3455	114500	5.1972
5.4703	44.5391	115000	5.1231
5.431	44.7328	115500	5.0602
5.4485	44.9264	116000	5.0986
5.4502	45.1201	116500	5.0796
5.4474	45.3137	117000	5.0746
5.4438	45.5074	117500	5.0519
5.392	45.7010	118000	4.9951
5.3634	45.8947	118500	4.9851
5.3857	46.0883	119000	4.9733
5.3862	46.2820	119500	4.9481
5.3388	46.4756	120000	4.8646
5.3284	46.6692	120500	4.8590
5.3718	46.8629	121000	4.8520
5.3423	47.0565	121500	4.8151
5.3627	47.2502	122000	4.8103
5.2684	47.4438	122500	4.8141
5.2824	47.6375	123000	4.7918
5.3093	47.8311	123500	4.7435
5.2789	48.0248	124000	4.7108
5.2385	48.2184	124500	4.6869
5.27	48.4121	125000	4.7203
5.24	48.6057	125500	4.6625
5.2387	48.7994	126000	4.6818
5.2149	48.9930	126500	4.7180
5.2331	49.1867	127000	4.5992
5.2067	49.3803	127500	4.6528
5.2175	49.5740	128000	4.6167
5.2576	49.7676	128500	4.6143
5.1851	49.9613	129000	4.6338
5.1846	50.1549	129500	4.5730
5.1932	50.3486	130000	4.5646
5.155	50.5422	130500	4.5443
5.1589	50.7359	131000	4.5153
5.1874	50.9295	131500	4.5590
5.1463	51.1232	132000	4.5379
5.195	51.3168	132500	4.5914
5.1661	51.5105	133000	4.4895
5.1322	51.7041	133500	4.5396
5.1647	51.8978	134000	4.4938
5.1343	52.0914	134500	4.5234
5.1389	52.2851	135000	4.4767
5.1439	52.4787	135500	4.5115
5.1243	52.6723	136000	4.5371
5.0842	52.8660	136500	4.4854
5.1428	53.0596	137000	4.4659
5.1006	53.2533	137500	4.4969
5.1143	53.4469	138000	4.4822
5.1012	53.6406	138500	4.4954
5.0802	53.8342	139000	4.4437
5.0719	54.0279	139500	4.4546
5.0447	54.2215	140000	4.4438
5.077	54.4152	140500	4.3981
5.0867	54.6088	141000	4.3904
5.0441	54.8025	141500	4.4323
5.0704	54.9961	142000	4.4374
5.0608	55.1898	142500	4.4383
5.0731	55.3834	143000	4.3627
5.0272	55.5771	143500	4.3559
5.0495	55.7707	144000	4.3830
5.0637	55.9644	144500	4.3646
5.0668	56.1580	145000	4.3836
5.057	56.3517	145500	4.3487
5.052	56.5453	146000	4.3495
5.015	56.7390	146500	4.3406
4.9882	56.9326	147000	4.2978
5.0181	57.1263	147500	4.3356
4.9727	57.3199	148000	4.2805
5.0009	57.5136	148500	4.3388
4.9886	57.7072	149000	4.3257
5.0259	57.9009	149500	4.3092
5.0036	58.0945	150000	4.2734
5.021	58.2881	150500	4.3168
5.0027	58.4818	151000	4.2194
5.0367	58.6754	151500	4.3170
4.9565	58.8691	152000	4.2636
4.972	59.0627	152500	4.2724
4.9604	59.2564	153000	4.2905
4.9932	59.4500	153500	4.2961
4.9781	59.6437	154000	4.2482
4.966	59.8373	154500	4.2516
4.9739	60.0310	155000	4.2585
4.973	60.2246	155500	4.2358
4.9974	60.4183	156000	4.2549
5.012	60.6119	156500	4.2792
4.9854	60.8056	157000	4.2231
4.9508	60.9992	157500	4.1996
4.9654	61.1929	158000	4.2111
4.9476	61.3865	158500	4.2202
4.9728	61.5802	159000	4.2258
4.9385	61.7738	159500	4.2519
4.9403	61.9675	160000	4.1627
4.9399	62.1611	160500	4.1693
4.9194	62.3548	161000	4.2516
4.9707	62.5484	161500	4.1363
4.8697	62.7421	162000	4.1953
4.9118	62.9357	162500	4.1855
4.8876	63.1294	163000	4.1916
4.9687	63.3230	163500	4.1705
4.8992	63.5167	164000	4.1710
4.9038	63.7103	164500	4.1271
4.8838	63.9040	165000	4.1620
4.9078	64.0976	165500	4.1714
4.9014	64.2912	166000	4.1585
4.9417	64.4849	166500	4.2484
4.9271	64.6785	167000	4.1705
4.8664	64.8722	167500	4.1182
4.8688	65.0658	168000	4.1232
4.899	65.2595	168500	4.1191
4.8913	65.4531	169000	4.1506
4.9078	65.6468	169500	4.1712
4.9159	65.8404	170000	4.1114
4.8753	66.0341	170500	4.0870
4.8783	66.2277	171000	4.0895
4.8248	66.4214	171500	4.1163
4.8884	66.6150	172000	4.1294
4.8619	66.8087	172500	4.0976
4.8735	67.0023	173000	4.1019
4.8701	67.1960	173500	4.1002
4.8308	67.3896	174000	4.1507
4.8668	67.5833	174500	4.1263
4.8439	67.7769	175000	4.1147
4.8166	67.9706	175500	4.1244
4.8473	68.1642	176000	4.0645
4.8705	68.3579	176500	4.0903
4.8549	68.5515	177000	4.0858
4.8744	68.7452	177500	4.0695
4.8397	68.9388	178000	4.0374
4.8114	69.1325	178500	4.0420
4.8232	69.3261	179000	4.0100
4.8486	69.5198	179500	4.0453
4.8513	69.7134	180000	4.0829
4.8112	69.9070	180500	4.1038
4.8478	70.1007	181000	4.0515
4.8441	70.2943	181500	4.0937
4.8241	70.4880	182000	4.0083
4.8594	70.6816	182500	4.0802
4.8245	70.8753	183000	4.0219
4.807	71.0689	183500	3.9975
4.7873	71.2626	184000	4.0267
4.8396	71.4562	184500	4.0222
4.7905	71.6499	185000	4.0076
4.82	71.8435	185500	4.0154
4.8341	72.0372	186000	3.9651
4.8057	72.2308	186500	4.0382
4.8018	72.4245	187000	4.0359
4.784	72.6181	187500	4.0482
4.7746	72.8118	188000	4.0468
4.7977	73.0054	188500	4.0455
4.7966	73.1991	189000	4.0522
4.7972	73.3927	189500	4.0243
4.8002	73.5864	190000	3.9893
4.7764	73.7800	190500	3.9985
4.7652	73.9737	191000	3.9937
4.7769	74.1673	191500	4.0022
4.7653	74.3610	192000	4.0210
4.7656	74.5546	192500	3.9521
4.7997	74.7483	193000	3.9902
4.7943	74.9419	193500	3.9547
4.804	75.1356	194000	3.9091
4.7762	75.3292	194500	3.9772
4.778	75.5229	195000	3.9547
4.8217	75.7165	195500	3.9892
4.7701	75.9101	196000	3.9403
4.7494	76.1038	196500	3.9551
4.7939	76.2974	197000	3.9515
4.7677	76.4911	197500	3.9763
4.7629	76.6847	198000	3.9533
4.7463	76.8784	198500	3.9545
4.7656	77.0720	199000	3.9681
4.7447	77.2657	199500	3.9387
4.7298	77.4593	200000	3.9631
4.7494	77.6530	200500	3.9379
4.7752	77.8466	201000	3.9245
4.7255	78.0403	201500	3.9545
4.7295	78.2339	202000	3.9582
4.7312	78.4276	202500	3.9469
4.7508	78.6212	203000	3.9135
4.7563	78.8149	203500	3.8978
4.8213	79.0085	204000	3.9929
4.7365	79.2022	204500	3.8963
4.7561	79.3958	205000	3.8882
4.738	79.5895	205500	3.9210
4.754	79.7831	206000	3.9111
4.7061	79.9768	206500	3.9641
4.7206	80.1704	207000	3.9201
4.7163	80.3641	207500	3.9171
4.737	80.5577	208000	3.8730
4.7532	80.7514	208500	3.9336
4.7018	80.9450	209000	3.9447
4.7171	81.1387	209500	3.9287
4.7209	81.3323	210000	3.9683
4.711	81.5259	210500	3.9214
4.7369	81.7196	211000	3.9414
4.6855	81.9132	211500	3.9246
4.7573	82.1069	212000	3.8898
4.703	82.3005	212500	3.9075
4.7227	82.4942	213000	3.8828
4.6866	82.6878	213500	3.8860
4.6973	82.8815	214000	3.9335
4.7213	83.0751	214500	3.9158
4.6776	83.2688	215000	3.9080
4.7252	83.4624	215500	3.9037
4.724	83.6561	216000	3.9379
4.6988	83.8497	216500	3.8974
4.7381	84.0434	217000	3.9063
4.707	84.2370	217500	3.9115
4.7213	84.4307	218000	3.9218
4.6999	84.6243	218500	3.8993
4.7201	84.8180	219000	3.9364
4.7232	85.0116	219500	3.8533
4.7123	85.2053	220000	3.8576
4.7087	85.3989	220500	3.9418
4.6878	85.5926	221000	3.8708
4.6473	85.7862	221500	3.8825
4.7072	85.9799	222000	3.9152
4.7016	86.1735	222500	3.9350
4.6632	86.3672	223000	3.8493
4.6863	86.5608	223500	3.8598
4.6815	86.7545	224000	3.8773
4.6805	86.9481	224500	3.8898
4.738	87.1418	225000	3.8818
4.7019	87.3354	225500	3.8565
4.6623	87.5290	226000	3.8714
4.6355	87.7227	226500	3.8474
4.7221	87.9163	227000	3.8395
4.6969	88.1100	227500	3.8223
4.6689	88.3036	228000	3.8249
4.6726	88.4973	228500	3.8387
4.655	88.6909	229000	3.8199
4.6838	88.8846	229500	3.8695
4.6991	89.0782	230000	3.7558
4.647	89.2719	230500	3.8232
4.6825	89.4655	231000	3.7944
4.6422	89.6592	231500	3.8176
4.6898	89.8528	232000	3.8302
4.6535	90.0465	232500	3.8388
4.6867	90.2401	233000	3.7963
4.6499	90.4338	233500	3.8315
4.6341	90.6274	234000	3.8169
4.6556	90.8211	234500	3.8369
4.6694	91.0147	235000	3.8605
4.67	91.2084	235500	3.8206
4.6378	91.4020	236000	3.8387
4.6841	91.5957	236500	3.8129
4.6688	91.7893	237000	3.7936
4.6539	91.9830	237500	3.8143
4.7125	92.1766	238000	3.8370
4.6419	92.3703	238500	3.7719
4.678	92.5639	239000	3.8144
4.6546	92.7576	239500	3.8500
4.6329	92.9512	240000	3.8235
4.6966	93.1448	240500	3.8072
4.6676	93.3385	241000	3.7846
4.6249	93.5321	241500	3.7905
4.637	93.7258	242000	3.7858
4.6449	93.9194	242500	3.8868
4.6215	94.1131	243000	3.8362
4.6409	94.3067	243500	3.8081
4.6436	94.5004	244000	3.8521
4.6228	94.6940	244500	3.8019
4.6652	94.8877	245000	3.7716
4.6548	95.0813	245500	3.8047
4.6224	95.2750	246000	3.7950
4.5911	95.4686	246500	3.8410
4.6305	95.6623	247000	3.8560
4.6803	95.8559	247500	3.8045
4.6787	96.0496	248000	3.7777
4.6073	96.2432	248500	3.8042
4.6713	96.4369	249000	3.8113
4.6162	96.6305	249500	3.7872
4.6459	96.8242	250000	3.8642
4.6353	97.0178	250500	3.8181
4.6139	97.2115	251000	3.8781
4.6293	97.4051	251500	3.7999
4.656	97.5988	252000	3.7924
4.622	97.7924	252500	3.7963
4.6165	97.9861	253000	3.7874
4.6079	98.1797	253500	3.8150
4.5974	98.3734	254000	3.7916
4.6331	98.5670	254500	3.7959
4.6186	98.7607	255000	3.7953
4.6166	98.9543	255500	3.8345
4.6363	99.1479	256000	3.8319
4.6066	99.3416	256500	3.7973
4.6333	99.5352	257000	3.8036
4.5973	99.7289	257500	3.7916
4.5995	99.9225	258000	3.8205
4.6594	100.1162	258500	3.8136
4.5694	100.3098	259000	3.7758
4.6272	100.5035	259500	3.7863
4.6409	100.6971	260000	3.7760
4.5712	100.8908	260500	3.7749
4.6078	101.0844	261000	3.7481
4.6406	101.2781	261500	3.7325
4.6003	101.4717	262000	3.7836
4.5783	101.6654	262500	3.7320
4.6089	101.8590	263000	3.7779
4.628	102.0527	263500	3.7428
4.5967	102.2463	264000	3.7765
4.5911	102.4400	264500	3.7720
4.5971	102.6336	265000	3.7184
4.547	102.8273	265500	3.7799
4.5838	103.0209	266000	3.7797
4.614	103.2146	266500	3.8224
4.5846	103.4082	267000	3.7496
4.5745	103.6019	267500	3.8069
4.5866	103.7955	268000	3.7477
4.6118	103.9892	268500	3.7724
4.5835	104.1828	269000	3.7799
4.5521	104.3765	269500	3.7502
4.5858	104.5701	270000	3.8068
4.5674	104.7637	270500	3.7789
4.5622	104.9574	271000	3.7829
4.6316	105.1510	271500	3.7482
4.6127	105.3447	272000	3.7402
4.5637	105.5383	272500	3.7491
4.5581	105.7320	273000	3.7485
4.5988	105.9256	273500	3.7527
4.5862	106.1193	274000	3.7378
4.5992	106.3129	274500	3.7504
4.5843	106.5066	275000	3.7306
4.5888	106.7002	275500	3.7299
4.5877	106.8939	276000	3.7181
4.5988	107.0875	276500	3.7355
4.5602	107.2812	277000	3.7041
4.5881	107.4748	277500	3.7288
4.5658	107.6685	278000	3.7299
4.5506	107.8621	278500	3.7917
4.5904	108.0558	279000	3.7306
4.5754	108.2494	279500	3.7246
4.6009	108.4431	280000	3.7123
4.5622	108.6367	280500	3.7754
4.5481	108.8304	281000	3.7590
4.6021	109.0240	281500	3.7418
4.5196	109.2177	282000	3.7376
4.574	109.4113	282500	3.7297
4.5536	109.6050	283000	3.7810
4.5683	109.7986	283500	3.7475
4.5573	109.9923	284000	3.7662
4.5858	110.1859	284500	3.7405
4.59	110.3796	285000	3.7047
4.5798	110.5732	285500	3.6932
4.5974	110.7668	286000	3.6859
4.5425	110.9605	286500	3.7076
4.5998	111.1541	287000	3.7261
4.5305	111.3478	287500	3.7410
4.5648	111.5414	288000	3.7526
4.5836	111.7351	288500	3.8185
4.5423	111.9287	289000	3.7165
4.5232	112.1224	289500	3.8061
4.561	112.3160	290000	3.7513
4.5655	112.5097	290500	3.7067
4.6135	112.7033	291000	3.7962
4.5751	112.8970	291500	3.7047
4.5856	113.0906	292000	3.7520
4.562	113.2843	292500	3.7168
4.54	113.4779	293000	3.7782
4.5196	113.6716	293500	3.6945
4.5383	113.8652	294000	3.6998
4.5614	114.0589	294500	3.7603
4.5602	114.2525	295000	3.6857
4.5607	114.4462	295500	3.6806
4.5725	114.6398	296000	3.6968
4.5882	114.8335	296500	3.7047
4.5748	115.0271	297000	3.7536
4.556	115.2208	297500	3.7283
4.5836	115.4144	298000	3.7004
4.5121	115.6081	298500	3.6899
4.5639	115.8017	299000	3.7266
4.5554	115.9954	299500	3.7559
4.5584	116.1890	300000	3.7358
4.5761	116.3826	300500	3.6925
4.5467	116.5763	301000	3.7465
4.5248	116.7699	301500	3.7103
4.5397	116.9636	302000	3.7337
4.523	117.1572	302500	3.7203
4.5532	117.3509	303000	3.7046
4.5405	117.5445	303500	3.6892
4.4788	117.7382	304000	3.6845
4.578	117.9318	304500	3.6945
4.5298	118.1255	305000	3.6787
4.521	118.3191	305500	3.7078
4.5511	118.5128	306000	3.7028
4.5405	118.7064	306500	3.7359
4.5557	118.9001	307000	3.7461
4.5383	119.0937	307500	3.6919
4.5502	119.2874	308000	3.6937
4.539	119.4810	308500	3.6669
4.5146	119.6747	309000	3.7096
4.5339	119.8683	309500	3.7132
4.5597	120.0620	310000	3.7045
4.4779	120.2556	310500	3.6913
4.5604	120.4493	311000	3.6746
4.5521	120.6429	311500	3.7228
4.5505	120.8366	312000	3.7285
4.5091	121.0302	312500	3.6963
4.5546	121.2239	313000	3.7070
4.5206	121.4175	313500	3.6890
4.5614	121.6112	314000	3.6816
4.5535	121.8048	314500	3.7282
4.522	121.9985	315000	3.7142
4.5508	122.1921	315500	3.6284
4.5473	122.3857	316000	3.7010
4.5424	122.5794	316500	3.7112
4.5271	122.7730	317000	3.6902
4.5249	122.9667	317500	3.6810
4.5011	123.1603	318000	3.7112
4.4962	123.3540	318500	3.6906
4.5386	123.5476	319000	3.7560
4.5522	123.7413	319500	3.6764
4.5398	123.9349	320000	3.6693
4.5251	124.1286	320500	3.7290
4.5497	124.3222	321000	3.6625
4.5111	124.5159	321500	3.7005
4.5623	124.7095	322000	3.6965
4.5448	124.9032	322500	3.7215
4.4954	125.0968	323000	3.7078
4.5512	125.2905	323500	3.6907
4.5581	125.4841	324000	3.6851
4.5256	125.6778	324500	3.6300
4.4932	125.8714	325000	3.6755
4.5247	126.0651	325500	3.6739
4.5005	126.2587	326000	3.7432
4.5564	126.4524	326500	3.6502
4.5258	126.6460	327000	3.6698
4.5537	126.8397	327500	3.7768
4.4885	127.0333	328000	3.7034
4.489	127.2270	328500	3.7025
4.528	127.4206	329000	3.6887
4.4768	127.6143	329500	3.7495
4.509	127.8079	330000	3.7072
4.5626	128.0015	330500	3.6617
4.5098	128.1952	331000	3.7097
4.5561	128.3888	331500	3.7079
4.5012	128.5825	332000	3.6945
4.5081	128.7761	332500	3.6893
4.484	128.9698	333000	3.6811
4.5062	129.1634	333500	3.6823
4.5187	129.3571	334000	3.6713
4.4915	129.5507	334500	3.6707
4.5098	129.7444	335000	3.6773
4.4968	129.9380	335500	3.6584
4.5026	130.1317	336000	3.6691
4.4877	130.3253	336500	3.6418
4.5185	130.5190	337000	3.6962
4.4895	130.7126	337500	3.7191
4.4952	130.9063	338000	3.6602
4.532	131.0999	338500	3.6350
4.5001	131.2936	339000	3.6879
4.5167	131.4872	339500	3.5955
4.4979	131.6809	340000	3.6583
4.5055	131.8745	340500	3.6539
4.5018	132.0682	341000	3.6697
4.5052	132.2618	341500	3.7145
4.4937	132.4555	342000	3.6563
4.5247	132.6491	342500	3.7202
4.5012	132.8428	343000	3.6609
4.4843	133.0364	343500	3.6864
4.474	133.2301	344000	3.6567
4.4512	133.4237	344500	3.6761
4.4855	133.6174	345000	3.6430
4.5	133.8110	345500	3.6550
4.5074	134.0046	346000	3.7069
4.4865	134.1983	346500	3.6940
4.5239	134.3919	347000	3.7083
4.4903	134.5856	347500	3.6644
4.4763	134.7792	348000	3.6624
4.4665	134.9729	348500	3.7035
4.4808	135.1665	349000	3.6754
4.5502	135.3602	349500	3.6569
4.4931	135.5538	350000	3.6405
4.5162	135.7475	350500	3.6728
4.5018	135.9411	351000	3.6717
4.4608	136.1348	351500	3.6858
4.5046	136.3284	352000	3.6192
4.4787	136.5221	352500	3.6560
4.4973	136.7157	353000	3.6603
4.498	136.9094	353500	3.6262
4.4782	137.1030	354000	3.6925
4.5076	137.2967	354500	3.6784
4.4669	137.4903	355000	3.6721
4.4836	137.6840	355500	3.7110
4.5124	137.8776	356000	3.6445
4.4692	138.0713	356500	3.6669
4.462	138.2649	357000	3.6634
4.4783	138.4586	357500	3.6734
4.5168	138.6522	358000	3.6573
4.4955	138.8459	358500	3.6824
4.4913	139.0395	359000	3.7053
4.4706	139.2332	359500	3.7249
4.4727	139.4268	360000	3.6470
4.5029	139.6204	360500	3.6802
4.4961	139.8141	361000	3.6389
4.5014	140.0077	361500	3.6478
4.5194	140.2014	362000	3.6344
4.4679	140.3950	362500	3.6501
4.4451	140.5887	363000	3.6598
4.4859	140.7823	363500	3.7109
4.4791	140.9760	364000	3.6608
4.4918	141.1696	364500	3.6121
4.5231	141.3633	365000	3.6674
4.478	141.5569	365500	3.6942
4.4953	141.7506	366000	3.6939
4.4992	141.9442	366500	3.6570
4.4657	142.1379	367000	3.6901
4.5009	142.3315	367500	3.6766
4.467	142.5252	368000	3.6616
4.5211	142.7188	368500	3.7256
4.4419	142.9125	369000	3.6567
4.4642	143.1061	369500	3.6682
4.5063	143.2998	370000	3.6402
4.4625	143.4934	370500	3.6957
4.4537	143.6871	371000	3.6587
4.4667	143.8807	371500	3.7099
4.4728	144.0744	372000	3.6842
4.5181	144.2680	372500	3.6431
4.4829	144.4617	373000	3.6718
4.4514	144.6553	373500	3.7150
4.4784	144.8490	374000	3.6689
4.476	145.0426	374500	3.6549
4.4635	145.2363	375000	3.6298
4.4835	145.4299	375500	3.6418
4.4687	145.6235	376000	3.6844
4.4677	145.8172	376500	3.6058
4.4755	146.0108	377000	3.6817
4.4715	146.2045	377500	3.6714
4.4603	146.3981	378000	3.6650
4.4622	146.5918	378500	3.7024
4.4449	146.7854	379000	3.6367
4.4612	146.9791	379500	3.5944
4.5212	147.1727	380000	3.6988
4.4385	147.3664	380500	3.6990
4.4569	147.5600	381000	3.6706
4.4642	147.7537	381500	3.6234
4.4714	147.9473	382000	3.6448
4.4931	148.1410	382500	3.6964
4.4508	148.3346	383000	3.6925
4.4684	148.5283	383500	3.6560
4.4671	148.7219	384000	3.6431
4.4661	148.9156	384500	3.6796
4.4913	149.1092	385000	3.6459
4.4928	149.3029	385500	3.6605
4.4915	149.4965	386000	3.7404
4.4213	149.6902	386500	3.6791
4.4975	149.8838	387000	3.6749

Framework versions

Transformers 4.47.1
Pytorch 2.5.1+cu118
Datasets 3.2.0
Tokenizers 0.21.0

Task: Fill-Mask
Library: transformers
Type: roberta
License: mit
Created: Jan 9, 2025
Updated: Jan 10, 2025