Search Results for author: Maria Maleshkova

Found 9 papers, 6 papers with code

Contrastive Representation Learning for Conversational Question Answering over Knowledge Graphs

1 code implementation9 Oct 2022 Endri Kacupaj, Kuldeep Singh, Maria Maleshkova, Jens Lehmann

The majority of existing ConvQA methods rely on full supervision signals with a strict assumption of the availability of gold logical forms of queries to extract answers from the KG.

Conversational Question Answering Information Retrieval +3

VOGUE: Answer Verbalization through Multi-Task Learning

3 code implementations24 Jun 2021 Endri Kacupaj, Shyamnath Premnadh, Kuldeep Singh, Jens Lehmann, Maria Maleshkova

The VOGUE framework attempts to generate a verbalized answer using a hybrid approach through a multi-task learning paradigm.

Answer Generation Knowledge Graphs +2

Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical Records

1 code implementation22 Mar 2021 Aynur Guluzade, Endri Kacupaj, Maria Maleshkova

We evaluate DARLING through link prediction for treatments and medicines, on a medical KG constructed from EMR data, and illustrate its superior performance compared to existing KG embedding models.

Knowledge Graph Embeddings Knowledge Graphs +1

MLM: A Benchmark Dataset for Multitask Learning with Multiple Languages and Modalities

1 code implementation14 Aug 2020 Jason Armitage, Endri Kacupaj, Golsa Tahmasebzadeh, Swati, Maria Maleshkova, Ralph Ewerth, Jens Lehmann

We demonstrate the value of the resource in developing novel applications in the digital humanities with a motivating use case and specify a benchmark set of tasks to retrieve modalities and locate entities in the dataset.

Representation Learning Scene Understanding

The Semantic Asset Administration Shell

no code implementations2 Sep 2019 Sebastian R. Bader, Maria Maleshkova

The disruptive potential of the upcoming digital transformations for the industrial manufacturing domain have led to several reference frameworks and numerous standardization approaches.

Virtual Representations for Iterative IoT Deployment

1 code implementation2 Mar 2019 Sebastian R. Bader, Maria Maleshkova

A central vision of the Internet of Things is the representation of the physical world in a consistent virtual environment.

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