Search Results for author: Arthur Brack

Found 7 papers, 4 papers with code

Citation Recommendation for Research Papers via Knowledge Graphs

1 code implementation10 Jun 2021 Arthur Brack, Anett Hoppe, Ralph Ewerth

Citation recommendation for research papers is a valuable task that can help researchers improve the quality of their work by suggesting relevant related work.

Citation Recommendation Knowledge Graphs

Analysing the Requirements for an Open Research Knowledge Graph: Use Cases, Quality Requirements and Construction Strategies

no code implementations11 Feb 2021 Arthur Brack, Anett Hoppe, Markus Stocker, Sören Auer, Ralph Ewerth

Current science communication has a number of drawbacks and bottlenecks which have been subject of discussion lately: Among others, the rising number of published articles makes it nearly impossible to get a full overview of the state of the art in a certain field, or reproducibility is hampered by fixed-length, document-based publications which normally cannot cover all details of a research work.

Knowledge Graphs

Cross-Domain Multi-Task Learning for Sequential Sentence Classification in Research Papers

1 code implementation11 Feb 2021 Arthur Brack, Anett Hoppe, Pascal Buschermöhle, Ralph Ewerth

Our approach outperforms the state of the art on full paper datasets significantly while being on par for datasets consisting of abstracts.

Multi-Task Learning Sentence +1

Coreference Resolution in Research Papers from Multiple Domains

1 code implementation4 Jan 2021 Arthur Brack, Daniel Uwe Müller, Anett Hoppe, Ralph Ewerth

We present the following contributions: (1) We annotate a corpus for coreference resolution that comprises 10 different scientific disciplines from Science, Technology, and Medicine (STM); (2) We propose transfer learning for automatic coreference resolution in research papers; (3) We analyse the impact of coreference resolution on knowledge graph (KG) population; (4) We release a research KG that is automatically populated from 55, 485 papers in 10 STM domains.

 Ranked #1 on Coreference Resolution on STM-coref (using extra training data)

coreference-resolution Information Retrieval +2

Requirements Analysis for an Open Research Knowledge Graph

no code implementations20 May 2020 Arthur Brack, Anett Hoppe, Markus Stocker, Sören Auer, Ralph Ewerth

Current science communication has a number of drawbacks and bottlenecks which have been subject of discussion lately: Among others, the rising number of published articles makes it nearly impossible to get an overview of the state of the art in a certain field, or reproducibility is hampered by fixed-length, document-based publications which normally cannot cover all details of a research work.

Knowledge Graphs

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