Search Results for author: Gerhard Wohlgenannt

Found 10 papers, 5 papers with code

Zero-Shot Cross-Lingual Transfer in Legal Domain Using Transformer Models

1 code implementation28 Nov 2021 Zein Shaheen, Gerhard Wohlgenannt, Dmitry Mouromtsev

Also, Gradual unfreezing of pre-trained model's layers during training results in relative improvement of 38-45% for French and 58-70% for German.

Language Modelling Multi Label Text Classification +4

Large Scale Legal Text Classification Using Transformer Models

1 code implementation24 Oct 2020 Zein Shaheen, Gerhard Wohlgenannt, Erwin Filtz

Large multi-label text classification is a challenging Natural Language Processing (NLP) problem that is concerned with text classification for datasets with thousands of labels.

General Classification Language Modelling +3

A Comparative Evaluation of Visual and Natural Language Question Answering Over Linked Data

no code implementations19 Jul 2019 Gerhard Wohlgenannt, Dmitry Mouromtsev, Dmitry Pavlov, Yury Emelyanov, Alexey Morozov

With the growing number and size of Linked Data datasets, it is crucial to make the data accessible and useful for users without knowledge of formal query languages.

Natural Language Queries Question Answering

Word Similarity Datasets for Thai: Construction and Evaluation

1 code implementation8 Apr 2019 Ponrudee Netisopakul, Gerhard Wohlgenannt, Aleksei Pulich

In this work, we create three Thai word similarity datasets by translating and re-rating the popular WordSim-353, SimLex-999 and SemEval-2017-Task-2 datasets.

Semantic Similarity Semantic Textual Similarity +3

Creation and Evaluation of Datasets for Distributional Semantics Tasks in the Digital Humanities Domain

no code implementations7 Mar 2019 Gerhard Wohlgenannt, Ariadna Barinova, Dmitry Ilvovsky, Ekaterina Chernyak

Among the contributions are the evaluation of various word embedding techniques on the different task types, with the findings that even embeddings trained on small corpora perform well for example on the word intrusion task.

Word Embeddings Word Similarity

Using Word Embeddings for Visual Data Exploration with Ontodia and Wikidata

no code implementations4 Mar 2019 Gerhard Wohlgenannt, Nikolay Klimov, Dmitry Mouromtsev, Daniil Razdyakonov, Dmitry Pavlov, Yury Emelyanov

One of the big challenges in Linked Data consumption is to create visual and natural language interfaces to the data usable for non-technical users.

Word Embeddings

Russian Language Datasets in the Digitial Humanities Domain and Their Evaluation with Word Embeddings

1 code implementation4 Mar 2019 Gerhard Wohlgenannt, Artemii Babushkin, Denis Romashov, Igor Ukrainets, Anton Maskaykin, Ilya Shutov

In this paper, we present Russian language datasets in the digital humanities domain for the evaluation of word embedding techniques or similar language modeling and feature learning algorithms.

Language Modelling Word Embeddings

Relation Extraction Datasets in the Digital Humanities Domain and their Evaluation with Word Embeddings

no code implementations4 Mar 2019 Gerhard Wohlgenannt, Ekaterina Chernyak, Dmitry Ilvovsky, Ariadna Barinova, Dmitry Mouromtsev

In this research, we manually create high-quality datasets in the digital humanities domain for the evaluation of language models, specifically word embedding models.

Relation Relation Extraction +1

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