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Viacjazyčný viacvrstvový perceptrón×Viacjazyčná rekurentná neurónová sieť×
OdborHlboké učenieHlboké učenie
RodinaMachine learningMachine learning
Rok vzniku2010s1990–2010s
TvorcaMcCulloch & Pitts / Rumelhart et al. (MLP); multilingual application became standard in NLP from the 2010s onwardElman, J. L. (RNN); multilingual extension by NLP community
TypFeedforward neural network (multilingual variant)Sequential model (cross-lingual)
Pôvodný zdrojArtetxe, M., & Schwartz, H. A. (2019). Massively Multilingual Sentence Embeddings for Zero-Shot Cross-Lingual Transfer and Beyond. Transactions of the Association for Computational Linguistics, 7, 597–610. DOI ↗Elman, J. L. (1990). Finding structure in time. Cognitive Science, 14(2), 179–211. DOI ↗
Ďalšie názvyMultilingual MLP, cross-lingual MLP, multilingual feedforward network, multilingual FFNNMultilingual RNN, Cross-lingual RNN, Multi-language RNN, MRNN
Príbuzné45
ZhrnutieA Multilingual MLP is a feedforward neural network trained on text from two or more languages, relying on shared or aligned input representations — such as multilingual word embeddings or subword vocabularies — so that a single model can process and classify text across languages without separate per-language networks.A Multilingual Recurrent Neural Network (Multilingual RNN) applies the standard RNN architecture — which processes sequences step by step while maintaining a hidden state — to data spanning two or more languages. By training on multilingual corpora or sharing parameters across languages, the model learns cross-lingual sequence representations useful for translation, tagging, classification, and language modeling tasks.
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ScholarGatePorovnať metódy: Multilingual Multilayer Perceptron · Multilingual Recurrent Neural Network. Získané 2026-06-18 z https://scholargate.app/sk/compare