Author: ivaninap
(21 ranking factors)
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DssmBertDistillSinsigMseBaseRegChain
web_production: 236
ivaninap is an author & a 'responsible' A pool of logs is marked with BERT trained on Sinsig. DSSM model is trained on this pool using BaseregionChain
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DssmBertDistillRelevanceMseBaseRegChain
web_production: 237
ivaninap is an author & a 'responsible' A pool from PRS logs is marked using BERT, trained for relevance. DSSM model is trained on this pool using BaseregionChain
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DssmBertDistillSinsigCeCountryRegChain
web_production: 437
ivaninap is an author & a 'responsible' A model trained on a PRS-Law PRS to predict BERT, trained on sinsig_ce with threshold value 0.5, using a chain of regions to the country
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OriginalRequestWordsFilteredByDssmSSHardFieldSet1Bm15FLogK0001
web_production: 1853
ivaninap is an author & a 'responsible' The factor for the filtered original request: the DSSM state from the request is calculated without words to the initial request, after which the threshold is cut off. Into aircraft association of the URLs, Title, Body, Links, Correctedctr, LongClick, OneClick, Browserpagerank, Splitdwelltime, SampleperiodDayFrc, SimpleClick, Yabarvisits, Yabartime. The algorithm for aggregation of the scales of words: BM15FLOG (BM15 Aggregation of Logarithm of Construction of Words). Normalization coefficient 0.001.
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OriginalRequestWordsFilteredByDssmSSHardFieldSetUTBm15FLogW0K00001
web_production: 1854
ivaninap is an author & a 'responsible' The factor for the filtered original request: the DSSM state from the request is calculated without words to the initial request, after which the threshold is cut off. It is considered to be composational stream, consisting of an tokenized Url and a title of a document. The algorithm for aggregation of the scales of words: BM15FLOGW0. Normalization coefficient 0.0001.
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FractionOfPresentedInTitleWordsWithWeightsByDssmSSHardModel
web_production: 1857
ivaninap is an author & a 'responsible' For all words of the request, the weight is calculated by the Query-Mutation method (the distance between the requests in nash and there is no word). The sum of the scales of the words found in the title is taken, divided by the sum of the scales of all words.
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MaxWeightOfAbsentInTitleWordsWithWeightsByDssmSSHardModel
web_production: 1858
ivaninap is an author & a 'responsible' For all words of the request, the weight is calculated by the Query-Mutation method (the distance between the requests in nash and there is no word). Maximum weight is taken among words absent in the title of the document.
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DssmReformulationsWithExtensions
web_production: 1898
ivaninap is an author & a 'responsible' DSSM model trained on a reformal pool, which in the request, in addition to the request itself, receives 4 extensions of the XFDT with the largest weight
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IsLawQuery
begemot_query_factors: 282
ivaninap is an author & a 'responsible' Prediction of the classifier that the request is a legal
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IsFinancialQuery
begemot_query_factors: 283
ivaninap is an author & a 'responsible' Prediction of the classifier that the request is financial
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RegionChainLength
web_meta: 402
ivaninap is an author & a 'responsible' The length of the regional chain, where the request was.
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UserBertPersMSE
web_rtmodels: 3
ivaninap is an author user-bert-model sbr:2366952047 predict, distilled small pers model predicts
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UserBertOddMSE
web_rtmodels: 4
ivaninap is an author user-bert-model sbr:2366952047 predict, distilled small odd model predict
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UserBertSurplusMSE
web_rtmodels: 5
ivaninap is an author user-bert-model sbr:2366952047 predict, distilled small surplus model predict
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UserBertLinTrMSE
web_rtmodels: 6
ivaninap is an author user-bert-model sbr:2366952047 predict, distilled small lintr model predict
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UserBertPos1MSE
web_rtmodels: 7
ivaninap is an author user-bert-model sbr:2366952047 predict, distilled small pos1 model predict
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UserBertPos4MSE
web_rtmodels: 8
ivaninap is an author user-bert-model sbr:2366952047 predict, distilled small pos4 model predict
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FeaturesPersonalModelPers
web_rtmodels: 15
ivaninap is an author & a 'responsible' Features personal model pers predict
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FeaturesPersonalModelOdd
web_rtmodels: 16
ivaninap is an author & a 'responsible' Features personal model odd predict
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FeaturesPersonalModelTr
web_rtmodels: 17
ivaninap is an author & a 'responsible' Features personal model tr predict
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FeaturesPersonalModelSurplus
web_rtmodels: 18
ivaninap is an author & a 'responsible' Features personal model surplus predict
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