BERT_WordPiece_wikitext

psktoure/BERT_WordPiece_wikitext

BERT_WordPiece_wikitext is a fill-mask model from psktoure. Use it when you need the model to fill a missing word. It is set up for transformers.

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At a glance

Task: Fill-Mask
Library: transformers
Model type: bert
Access: Public
Created: Dec 12, 2024
Updated: Jan 6, 2025
SHA: 23777f5a

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Model card

From the Hugging Face model README

BERT_WordPiece_wikitext

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

Loss: 1.6158

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: 256
eval_batch_size: 256
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-06
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 10000
training_steps: 1000000
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss
6.863	0.3019	2000	6.7607
6.5419	0.6039	4000	6.4556
6.1851	0.9058	6000	6.0700
4.7743	1.2077	8000	4.5895
4.1838	1.5097	10000	3.9989
3.7908	1.8116	12000	3.6092
3.5306	2.1135	14000	3.3678
3.3543	2.4155	16000	3.2261
3.2495	2.7174	18000	3.1645
3.1317	3.0193	20000	3.0059
3.0525	3.3213	22000	2.9423
2.9949	3.6232	24000	2.8740
2.9194	3.9251	26000	2.8131
2.8713	4.2271	28000	2.7365
2.8181	4.5290	30000	2.7355
2.7905	4.8309	32000	2.7272
2.7416	5.1329	34000	2.6691
2.7184	5.4348	36000	2.6006
2.688	5.7367	38000	2.5965
2.6406	6.0386	40000	2.5306
2.6169	6.3406	42000	2.5166
2.5934	6.6425	44000	2.4899
2.5698	6.9444	46000	2.4968
2.5438	7.2464	48000	2.4720
2.5208	7.5483	50000	2.4320
2.5101	7.8502	52000	2.4366
2.4934	8.1522	54000	2.4073
2.4691	8.4541	56000	2.4067
2.4563	8.7560	58000	2.3467
2.4371	9.0580	60000	2.3657
2.4118	9.3599	62000	2.3741
2.4145	9.6618	64000	2.2947
2.4134	9.9638	66000	2.2967
2.3684	10.2657	68000	2.3218
2.3681	10.5676	70000	2.3107
2.3504	10.8696	72000	2.2708
2.3351	11.1715	74000	2.2793
2.3273	11.4734	76000	2.2305
2.319	11.7754	78000	2.2447
2.2995	12.0773	80000	2.2363
2.288	12.3792	82000	2.2267
2.2976	12.6812	84000	2.2389
2.2933	12.9831	86000	2.2228
2.2617	13.2850	88000	2.2064
2.2627	13.5870	90000	2.2009
2.2624	13.8889	92000	2.1846
2.2421	14.1908	94000	2.1673
2.2192	14.4928	96000	2.1963
2.2307	14.7947	98000	2.1438
2.2098	15.0966	100000	2.1745
2.2048	15.3986	102000	2.1436
2.2026	15.7005	104000	2.1100
2.193	16.0024	106000	2.1384
2.1941	16.3043	108000	2.1376
2.1666	16.6063	110000	2.1412
2.1751	16.9082	112000	2.1320
2.16	17.2101	114000	2.1062
2.1604	17.5121	116000	2.1162
2.152	17.8140	118000	2.1199
2.1205	18.1159	120000	2.0868
2.1303	18.4179	122000	2.0792
2.1401	18.7198	124000	2.1032
2.1089	19.0217	126000	2.0720
2.1199	19.3237	128000	2.0739
2.1052	19.6256	130000	2.0821
2.1124	19.9275	132000	2.0692
2.0942	20.2295	134000	2.0647
2.0837	20.5314	136000	2.0412
2.0851	20.8333	138000	2.0587
2.0716	21.1353	140000	2.0387
2.0726	21.4372	142000	2.0561
2.0699	21.7391	144000	2.0362
2.0649	22.0411	146000	2.0262
2.0451	22.3430	148000	2.0384
2.0585	22.6449	150000	2.0216
2.0506	22.9469	152000	2.0146
2.0379	23.2488	154000	2.0229
2.0318	23.5507	156000	2.0047
2.0535	23.8527	158000	1.9898
2.0144	24.1546	160000	2.0137
2.0144	24.4565	162000	1.9826
2.0232	24.7585	164000	1.9941
2.0115	25.0604	166000	1.9809
2.0113	25.3623	168000	1.9985
2.0067	25.6643	170000	2.0048
1.9999	25.9662	172000	1.9766
1.9904	26.2681	174000	1.9681
1.9883	26.5700	176000	1.9903
1.995	26.8720	178000	1.9802
1.9856	27.1739	180000	1.9316
1.9686	27.4758	182000	2.0114
1.9761	27.7778	184000	1.9609
1.9586	28.0797	186000	1.9555
1.9566	28.3816	188000	1.9404
1.9604	28.6836	190000	1.9391
1.9625	28.9855	192000	1.9281
1.9518	29.2874	194000	1.9319
1.9548	29.5894	196000	1.9135
1.9602	29.8913	198000	1.9234
1.9348	30.1932	200000	1.9225
1.9382	30.4952	202000	1.9206
1.9457	30.7971	204000	1.9474
1.9209	31.0990	206000	1.9438
1.9244	31.4010	208000	1.9028
1.9217	31.7029	210000	1.9385
1.9189	32.0048	212000	1.9252
1.9173	32.3068	214000	1.9238
1.9194	32.6087	216000	1.9088
1.9161	32.9106	218000	1.8923
1.8938	33.2126	220000	1.9163
1.9032	33.5145	222000	1.8847
1.9048	33.8164	224000	1.8739
1.8848	34.1184	226000	1.9108
1.8947	34.4203	228000	1.8684
1.8972	34.7222	230000	1.9014
1.8786	35.0242	232000	1.8895
1.8851	35.3261	234000	1.8557
1.8738	35.6280	236000	1.8913
1.887	35.9300	238000	1.8585
1.8696	36.2319	240000	1.9004
1.8704	36.5338	242000	1.8849
1.8673	36.8357	244000	1.8668
1.8593	37.1377	246000	1.8919
1.8725	37.4396	248000	1.8789
1.8484	37.7415	250000	1.8609
1.8512	38.0435	252000	1.8685
1.8536	38.3454	254000	1.8561
1.8504	38.6473	256000	1.8426
1.8531	38.9493	258000	1.8693
1.8396	39.2512	260000	1.8459
1.8308	39.5531	262000	1.8567
1.8522	39.8551	264000	1.8476
1.8289	40.1570	266000	1.8348
1.8403	40.4589	268000	1.8481
1.8354	40.7609	270000	1.8343
1.8157	41.0628	272000	1.8377
1.8166	41.3647	274000	1.8699
1.8196	41.6667	276000	1.8421
1.8284	41.9686	278000	1.8476
1.8188	42.2705	280000	1.8455
1.8081	42.5725	282000	1.8256
1.8112	42.8744	284000	1.8167
1.811	43.1763	286000	1.8184
1.7994	43.4783	288000	1.8489
1.8055	43.7802	290000	1.8124
1.7945	44.0821	292000	1.8209
1.796	44.3841	294000	1.7912
1.7952	44.6860	296000	1.8288
1.7892	44.9879	298000	1.8146
1.7874	45.2899	300000	1.8286
1.7969	45.5918	302000	1.8237
1.7882	45.8937	304000	1.8113
1.7754	46.1957	306000	1.7926
1.7814	46.4976	308000	1.8164
1.7782	46.7995	310000	1.8181
1.769	47.1014	312000	1.7984
1.7656	47.4034	314000	1.8227
1.7701	47.7053	316000	1.7812
1.7584	48.0072	318000	1.8072
1.7668	48.3092	320000	1.7956
1.7701	48.6111	322000	1.7998
1.7722	48.9130	324000	1.8078
1.7496	49.2150	326000	1.8007
1.7535	49.5169	328000	1.7612
1.7655	49.8188	330000	1.7823
1.7499	50.1208	332000	1.7911
1.7487	50.4227	334000	1.7912
1.7526	50.7246	336000	1.7910
1.7461	51.0266	338000	1.8090
1.7442	51.3285	340000	1.7728
1.7403	51.6304	342000	1.7769
1.7364	51.9324	344000	1.7752
1.7339	52.2343	346000	1.7680
1.7421	52.5362	348000	1.7640
1.7283	52.8382	350000	1.7757
1.7183	53.1401	352000	1.7801
1.7297	53.4420	354000	1.7825
1.7364	53.7440	356000	1.7651
1.7246	54.0459	358000	1.7520
1.7213	54.3478	360000	1.7705
1.7335	54.6498	362000	1.7754
1.7311	54.9517	364000	1.7632
1.7195	55.2536	366000	1.7543
1.7184	55.5556	368000	1.7681
1.7111	55.8575	370000	1.7286
1.82	56.1594	372000	1.8323
1.8329	56.4614	374000	1.8618
1.856	56.7633	376000	1.8570
1.8353	57.0652	378000	1.8580
1.8463	57.3671	380000	1.8732
1.8458	57.6691	382000	1.8708
1.8534	57.9710	384000	1.8566
1.8422	58.2729	386000	1.8641
1.8364	58.5749	388000	1.8907
1.8634	58.8768	390000	1.8599
1.8396	59.1787	392000	1.8701
1.8358	59.4807	394000	1.8690
1.844	59.7826	396000	1.8382
1.8369	60.0845	398000	1.8618
1.8496	60.3865	400000	1.8499
1.8471	60.6884	402000	1.8397
1.8483	60.9903	404000	1.8343
1.832	61.2923	406000	1.8476
1.8396	61.5942	408000	1.8430
1.8359	61.8961	410000	1.8596
1.8342	62.1981	412000	1.8563
1.8343	62.5	414000	1.8413
1.8255	62.8019	416000	1.8321
1.8212	63.1039	418000	1.8531
1.827	63.4058	420000	1.8359
1.8411	63.7077	422000	1.8289
1.8143	64.0097	424000	1.8541
1.8229	64.3116	426000	1.8209
1.8297	64.6135	428000	1.8231
1.8231	64.9155	430000	1.8267
1.7933	65.2174	432000	1.8477
1.8151	65.5193	434000	1.8275
1.8289	65.8213	436000	1.8237
1.8036	66.1232	438000	1.8355
1.8154	66.4251	440000	1.8291
1.8119	66.7271	442000	1.8519
1.8042	67.0290	444000	1.8215
1.8039	67.3309	446000	1.8247
1.8102	67.6329	448000	1.8313
1.8105	67.9348	450000	1.8226
1.795	68.2367	452000	1.8268
1.8141	68.5386	454000	1.8318
1.8035	68.8406	456000	1.8010
1.7921	69.1425	458000	1.8124
1.8047	69.4444	460000	1.8202
1.8004	69.7464	462000	1.8058
1.7897	70.0483	464000	1.8264
1.7943	70.3502	466000	1.8119
1.7881	70.6522	468000	1.8335
1.7904	70.9541	470000	1.7976
1.7891	71.2560	472000	1.8160
1.7968	71.5580	474000	1.8210
1.7999	71.8599	476000	1.8129
1.782	72.1618	478000	1.8294
1.7733	72.4638	480000	1.8410
1.7757	72.7657	482000	1.8220
1.7683	73.0676	484000	1.8330
1.776	73.3696	486000	1.8045
1.7712	73.6715	488000	1.8084
1.7707	73.9734	490000	1.8097
1.7781	74.2754	492000	1.8111
1.7816	74.5773	494000	1.7739
1.7772	74.8792	496000	1.8006
1.7601	75.1812	498000	1.8229
1.7634	75.4831	500000	1.7799
1.7699	75.7850	502000	1.7981
1.7549	76.0870	504000	1.8058
1.7576	76.3889	506000	1.7838
1.7548	76.6908	508000	1.8078
1.764	76.9928	510000	1.7774
1.7574	77.2947	512000	1.7746
1.7608	77.5966	514000	1.7828
1.7528	77.8986	516000	1.8012
1.7351	78.2005	518000	1.7995
1.7674	78.5024	520000	1.7801
1.7474	78.8043	522000	1.7901
1.7411	79.1063	524000	1.7887
1.7624	79.4082	526000	1.7978
1.7331	79.7101	528000	1.7882
1.7215	80.0121	530000	1.7697
1.7385	80.3140	532000	1.7543
1.7433	80.6159	534000	1.8068
1.7441	80.9179	536000	1.7747
1.7398	81.2198	538000	1.7500
1.7451	81.5217	540000	1.7908
1.7477	81.8237	542000	1.7848
1.7315	82.1256	544000	1.7688
1.7232	82.4275	546000	1.7824
1.743	82.7295	548000	1.7811
1.7229	83.0314	550000	1.7710
1.7346	83.3333	552000	1.7652
1.7323	83.6353	554000	1.7356
1.7426	83.9372	556000	1.7642
1.7154	84.2391	558000	1.7629
1.7236	84.5411	560000	1.7470
1.7208	84.8430	562000	1.7751
1.7128	85.1449	564000	1.7509
1.7253	85.4469	566000	1.7594
1.7107	85.7488	568000	1.7609
1.7089	86.0507	570000	1.7518
1.7129	86.3527	572000	1.7357
1.7175	86.6546	574000	1.7548
1.7129	86.9565	576000	1.7454
1.7146	87.2585	578000	1.7701
1.7026	87.5604	580000	1.7506
1.7079	87.8623	582000	1.7537
1.6948	88.1643	584000	1.7668
1.708	88.4662	586000	1.7670
1.7077	88.7681	588000	1.7412
1.6943	89.0700	590000	1.7890
1.7166	89.3720	592000	1.7562
1.7003	89.6739	594000	1.7564
1.7165	89.9758	596000	1.7400
1.6949	90.2778	598000	1.7276
1.7068	90.5797	600000	1.7129
1.7035	90.8816	602000	1.7465
1.6766	91.1836	604000	1.7260
1.685	91.4855	606000	1.6977
1.6963	91.7874	608000	1.7574
1.6689	92.0894	610000	1.7326
1.6814	92.3913	612000	1.7468
1.6913	92.6932	614000	1.7330
1.6899	92.9952	616000	1.7487
1.6802	93.2971	618000	1.7206
1.6766	93.5990	620000	1.7478
1.6862	93.9010	622000	1.7332
1.6769	94.2029	624000	1.7262
1.6695	94.5048	626000	1.7498
1.6797	94.8068	628000	1.7240
1.6781	95.1087	630000	1.7668
1.6668	95.4106	632000	1.7320
1.6716	95.7126	634000	1.7078
1.6661	96.0145	636000	1.7566
1.6731	96.3164	638000	1.7435
1.6694	96.6184	640000	1.7371
1.6758	96.9203	642000	1.7184
1.6581	97.2222	644000	1.7352
1.6638	97.5242	646000	1.7119
1.65	97.8261	648000	1.7162
1.6568	98.1280	650000	1.7276
1.6536	98.4300	652000	1.7220
1.6594	98.7319	654000	1.7399
1.6437	99.0338	656000	1.7415
1.6613	99.3357	658000	1.7349
1.6599	99.6377	660000	1.7117
1.6638	99.9396	662000	1.7193
1.6526	100.2415	664000	1.7299
1.646	100.5435	666000	1.7205
1.6519	100.8454	668000	1.7275
1.6416	101.1473	670000	1.7360
1.6505	101.4493	672000	1.7357
1.6508	101.7512	674000	1.6889
1.6496	102.0531	676000	1.7161
1.6489	102.3551	678000	1.6932
1.6424	102.6570	680000	1.7244
1.6479	102.9589	682000	1.7139
1.6489	103.2609	684000	1.7185
1.6364	103.5628	686000	1.7183
1.6471	103.8647	688000	1.7009
1.6399	104.1667	690000	1.7025
1.6421	104.4686	692000	1.7204
1.6416	104.7705	694000	1.7431
1.6214	105.0725	696000	1.7183
1.6372	105.3744	698000	1.7223
1.6289	105.6763	700000	1.7158
1.6427	105.9783	702000	1.7024
1.6259	106.2802	704000	1.6860
1.6407	106.5821	706000	1.7199
1.6279	106.8841	708000	1.7305
1.623	107.1860	710000	1.7155
1.6259	107.4879	712000	1.6843
1.6322	107.7899	714000	1.7109
1.6144	108.0918	716000	1.6866
1.6017	108.3937	718000	1.7108
1.6202	108.6957	720000	1.6927
1.6154	108.9976	722000	1.7069
1.6079	109.2995	724000	1.7214
1.6223	109.6014	726000	1.7107
1.6344	109.9034	728000	1.7085
1.6121	110.2053	730000	1.6810
1.6147	110.5072	732000	1.7044
1.6138	110.8092	734000	1.6703
1.6024	111.1111	736000	1.6978
1.6165	111.4130	738000	1.7128
1.6111	111.7150	740000	1.7045
1.6086	112.0169	742000	1.6872
1.6054	112.3188	744000	1.7017
1.623	112.6208	746000	1.6943
1.6111	112.9227	748000	1.6780
1.5929	113.2246	750000	1.7081
1.597	113.5266	752000	1.6822
1.6099	113.8285	754000	1.6914
1.5902	114.1304	756000	1.6846
1.603	114.4324	758000	1.6850
1.5921	114.7343	760000	1.6839
1.5981	115.0362	762000	1.7139
1.5996	115.3382	764000	1.6749
1.5996	115.6401	766000	1.6681
1.5946	115.9420	768000	1.6875
1.5908	116.2440	770000	1.6727
1.5913	116.5459	772000	1.6889
1.5942	116.8478	774000	1.7008
1.5967	117.1498	776000	1.6730
1.581	117.4517	778000	1.6950
1.5841	117.7536	780000	1.6924
1.5804	118.0556	782000	1.6990
1.5889	118.3575	784000	1.6894
1.5895	118.6594	786000	1.6736
1.5886	118.9614	788000	1.6862
1.5783	119.2633	790000	1.6782
1.5733	119.5652	792000	1.6882
1.5902	119.8671	794000	1.6618
1.5593	120.1691	796000	1.6754
1.5798	120.4710	798000	1.6485
1.5804	120.7729	800000	1.6612
1.5711	121.0749	802000	1.6736
1.5824	121.3768	804000	1.6485
1.5708	121.6787	806000	1.7122
1.5845	121.9807	808000	1.6782
1.5726	122.2826	810000	1.6529
1.5745	122.5845	812000	1.6642
1.5737	122.8865	814000	1.6799
1.5762	123.1884	816000	1.6781
1.5624	123.4903	818000	1.6519
1.5885	123.7923	820000	1.6421
1.5638	124.0942	822000	1.6808
1.5713	124.3961	824000	1.6555
1.575	124.6981	826000	1.6784
1.5777	125.0	828000	1.6660
1.5486	125.3019	830000	1.6627
1.5699	125.6039	832000	1.6684
1.5678	125.9058	834000	1.6641
1.5626	126.2077	836000	1.6540
1.5698	126.5097	838000	1.6888
1.5657	126.8116	840000	1.6671
1.5515	127.1135	842000	1.6626
1.5615	127.4155	844000	1.6619
1.5519	127.7174	846000	1.6418
1.5512	128.0193	848000	1.6517
1.553	128.3213	850000	1.6624
1.5591	128.6232	852000	1.6240
1.5557	128.9251	854000	1.6457
1.5498	129.2271	856000	1.6582
1.551	129.5290	858000	1.7006
1.5498	129.8309	860000	1.6468
1.5472	130.1329	862000	1.6475
1.5407	130.4348	864000	1.6636
1.5582	130.7367	866000	1.6428
1.5425	131.0386	868000	1.6629
1.5503	131.3406	870000	1.6468
1.5487	131.6425	872000	1.6437
1.5462	131.9444	874000	1.6341
1.5407	132.2464	876000	1.6468
1.5483	132.5483	878000	1.6314
1.5442	132.8502	880000	1.6566
1.5357	133.1522	882000	1.6030
1.5417	133.4541	884000	1.6376
1.5551	133.7560	886000	1.6453
1.5367	134.0580	888000	1.6328
1.5405	134.3599	890000	1.6168
1.5345	134.6618	892000	1.6500
1.5297	134.9638	894000	1.6443
1.5302	135.2657	896000	1.6323
1.5368	135.5676	898000	1.6168
1.5427	135.8696	900000	1.6427
1.5356	136.1715	902000	1.6620
1.5236	136.4734	904000	1.6473
1.5464	136.7754	906000	1.6714
1.5223	137.0773	908000	1.6426
1.5393	137.3792	910000	1.6560
1.5241	137.6812	912000	1.6336
1.5318	137.9831	914000	1.6644
1.5295	138.2850	916000	1.6389
1.5172	138.5870	918000	1.5886
1.5241	138.8889	920000	1.6481
1.5231	139.1908	922000	1.6292
1.5395	139.4928	924000	1.6223
1.5262	139.7947	926000	1.6326
1.5193	140.0966	928000	1.6342
1.5232	140.3986	930000	1.6521
1.5383	140.7005	932000	1.6273
1.5235	141.0024	934000	1.6245
1.5269	141.3043	936000	1.6475
1.5161	141.6063	938000	1.6347
1.5225	141.9082	940000	1.6498
1.5154	142.2101	942000	1.6434
1.5183	142.5121	944000	1.6133
1.5158	142.8140	946000	1.6326
1.5139	143.1159	948000	1.6313
1.5244	143.4179	950000	1.6222
1.5203	143.7198	952000	1.6305
1.5125	144.0217	954000	1.6615
1.5145	144.3237	956000	1.6525
1.5107	144.6256	958000	1.6304
1.5293	144.9275	960000	1.6328
1.5032	145.2295	962000	1.6157
1.5091	145.5314	964000	1.6260
1.5107	145.8333	966000	1.6280
1.5107	146.1353	968000	1.6145
1.5098	146.4372	970000	1.6354
1.5021	146.7391	972000	1.6149
1.5077	147.0411	974000	1.6371
1.5016	147.3430	976000	1.6344
1.5064	147.6449	978000	1.6283
1.5024	147.9469	980000	1.6276
1.5021	148.2488	982000	1.6432
1.5081	148.5507	984000	1.6402
1.5001	148.8527	986000	1.6240
1.4973	149.1546	988000	1.6236
1.5085	149.4565	990000	1.5935
1.5069	149.7585	992000	1.6430
1.4976	150.0604	994000	1.6185
1.5012	150.3623	996000	1.6391
1.4988	150.6643	998000	1.6323
1.5084	150.9662	1000000	1.6158

Framework versions

Transformers 4.45.1
Pytorch 2.4.1+cu121
Datasets 3.0.1
Tokenizers 0.20.0

Task: Fill-Mask
Library: transformers
Type: bert
Created: Dec 12, 2024
Updated: Jan 6, 2025