Search Results for author: Georg Rehm

Found 43 papers, 13 papers with code

Overview of the ELE Project

no code implementations EAMT 2022 Itziar Aldabe, Jane Dunne, Aritz Farwell, Owen Gallagher, Federico Gaspari, Maria Giagkou, Jan Hajic, Jens Peter Kückens, Teresa Lynn, Georg Rehm, German Rigau, Katrin Marheinecke, Stelios Piperidis, Natalia Resende, Tea Vojtěchová, Andy Way

This paper provides an overview of the ongoing European Language Equality(ELE) project, an 18-month action funded by the European Commission which involves 52 partners.

Specialized Document Embeddings for Aspect-based Similarity of Research Papers

1 code implementation28 Mar 2022 Malte Ostendorff, Till Blume, Terry Ruas, Bela Gipp, Georg Rehm

We compare and analyze three generic document embeddings, six specialized document embeddings and a pairwise classification baseline in the context of research paper recommendations.

Document Classification Recommendation Systems

HiStruct+: Improving Extractive Text Summarization with Hierarchical Structure Information

1 code implementation Findings (ACL) 2022 Qian Ruan, Malte Ostendorff, Georg Rehm

Using various experimental settings on three datasets (i. e., CNN/DailyMail, PubMed and arXiv), our HiStruct+ model outperforms a strong baseline collectively, which differs from our model only in that the hierarchical structure information is not injected.

Extractive Summarization Extractive Text Summarization +1

Neighborhood Contrastive Learning for Scientific Document Representations with Citation Embeddings

1 code implementation14 Feb 2022 Malte Ostendorff, Nils Rethmeier, Isabelle Augenstein, Bela Gipp, Georg Rehm

Learning scientific document representations can be substantially improved through contrastive learning objectives, where the challenge lies in creating positive and negative training samples that encode the desired similarity semantics.

Citation Prediction Contrastive Learning +3

Evaluating Document Representations for Content-based Legal Literature Recommendations

1 code implementation28 Apr 2021 Malte Ostendorff, Elliott Ash, Terry Ruas, Bela Gipp, Julian Moreno-Schneider, Georg Rehm

Simultaneously, legal recommender systems are typically evaluated in small-scale user study without any public available benchmark datasets.

Recommendation Systems Representation Learning

Aspect-based Document Similarity for Research Papers

1 code implementation COLING 2020 Malte Ostendorff, Terry Ruas, Till Blume, Bela Gipp, Georg Rehm

Our findings motivate future research of aspect-based document similarity and the development of a recommender system based on the evaluated techniques.

Document Classification Recommendation Systems

A Workflow Manager for Complex NLP and Content Curation Workflows

no code implementations LREC 2020 Julian Moreno-Schneider, Peter Bourgonje, Florian Kintzel, Georg Rehm

We present a workflow manager for the flexible creation and customisation of NLP processing pipelines.

Observations on Annotations

no code implementations21 Apr 2020 Georg Rehm

Annotations can be annotated themselves using more abstract annotations.

A Workflow Manager for Complex NLP and Content Curation Pipelines

no code implementations16 Apr 2020 Julián Moreno-Schneider, Peter Bourgonje, Florian Kintzel, Georg Rehm

We present a workflow manager for the flexible creation and customisation of NLP processing pipelines.

Semantic Storytelling, Cross-lingual Event Detection and other Semantic Services for a Newsroom Content Curation Dashboard

no code implementations WS 2017 Julian Moreno-Schneider, Ankit Srivastava, Peter Bourgonje, David Wabnitz, Georg Rehm

We present a prototypical content curation dashboard, to be used in the newsroom, and several of its underlying semantic content analysis components (such as named entity recognition, entity linking, summarisation and temporal expression analysis).

Entity Linking Event Detection +2

META-SHARE: One year after

no code implementations LREC 2014 Stelios Piperidis, Harris Papageorgiou, Christian Spurk, Georg Rehm, Khalid Choukri, Olivier Hamon, Nicoletta Calzolari, Riccardo Del Gratta, Bernardo Magnini, Christian Girardi

This paper presents META-SHARE (www. meta-share. eu), an open language resource infrastructure, and its usage since its Europe-wide deployment in early 2013.

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