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Št. zadetkov: 6
ELMo embeddings model, Slovenian
Matej Ulčar
Raziskovalni podatki
Oznake: ELMo;contextual embeddings;word embeddings
ELMo language model (https://github.com/allenai/bilm-tf) used to produce contextual word embeddings, trained on entire Gigafida 2.0 corpus (https://viri.cjvt.si/gigafida/System/Impressum) for 10 epochs. 1,364,064 most common tokens were provided as vocabulary during the training. The model can also ...
Leto: 2019 Vir: CLARIN.si
ELMo embeddings models for seven languages
Matej Ulčar
Raziskovalni podatki
Oznake: ELMo;contextual embeddings;word embeddings
ELMo language model (https://github.com/allenai/bilm-tf) used to produce contextual word embeddings, trained on large monolingual corpora for 7 languages: Slovenian, Croatian, Finnish, Estonian, Latvian, Lithuanian and Swedish. Each language's model was trained for approximately 10 epochs. Corpora ...
Leto: 2019 Vir: CLARIN.si
CroSloEngual BERT
Matej Ulčar, Marko Robnik-Šikonja
Raziskovalni podatki
Oznake: word embeddings;multilingual;contextual embeddings;BERT;language model
Trilingual BERT (Bidirectional Encoder Representations from Transformers) model, trained on Croatian, Slovenian, and English data. State of the art tool representing words/tokens as contextually dependent word embeddings, used for various NLP classification tasks by finetuning the model end-to-end. ...
Leto: 2020 Vir: CLARIN.si
CroSloEngual BERT 1.1
Matej Ulčar, Marko Robnik-Šikonja
Raziskovalni podatki
Oznake: word embeddings;multilingual;contextual embeddings;BERT;language model
Trilingual BERT (Bidirectional Encoder Representations from Transformers) model, trained on Croatian, Slovenian, and English data. State of the art tool representing words/tokens as contextually dependent word embeddings, used for various NLP classification tasks by finetuning the model end-to-end. ...
Leto: 2020 Vir: CLARIN.si
Razpoznavanje slovenskega govora z metodami globokih nevronskih mrež
Matej Ulčar, Marko Robnik Šikonja, Simon Dobrišek
Magistrsko delo
Oznake: strojno učenje;globoke nevronske mreže;razpoznavanje govora;
Ročno zapisovanje govora je počasen proces, ki ga čedalje bolj nadomešča avtomatsko razpoznavanje govora. Slednje se lahko uporablja tudi za glasovno upravljanje programov in naprav. V magistrski nalogi smo kot osnovo za razpoznavanje govorjene slovenščine uporabili uveljavljene metode GMM-HMM za ak ...
Leto: 2018 Vir: Fakulteta za računalništvo in informatiko (UL FRI)
A Resource for Evaluating Graded Word Similarity in Context: CoSimLex
Carlos Armendariz, Purver Matthew, Matej Ulčar, Senja Pollak, Nikola Ljubešić, Marko Robnik-Šikonja, Mark Granroth-Wilding, Kristiina Vaik
Raziskovalni podatki
Oznake: similarity;contextual embeddings;evaluation;context
The dataset contains human similarity ratings for pairs of words. The annotators were presented with contexts that contained both of the words in the pair and the dataset features two different contexts per pair. The words were sourced from the English, Croatian, Finnish and Slovenian versions of th ...
Leto: 2020 Vir: CLARIN.si
Št. zadetkov: 6
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