Citcom – Citation Recommendation
| dc.contributor.author | Meyer, Melina | |
| dc.contributor.author | Frey, Jenny | |
| dc.contributor.author | Laub, Tamino | |
| dc.contributor.author | Wrzalik, Marco | |
| dc.contributor.author | Krechel, Dirk | |
| dc.contributor.editor | Reussner, Ralf H. | |
| dc.contributor.editor | Koziolek, Anne | |
| dc.contributor.editor | Heinrich, Robert | |
| dc.date.accessioned | 2021-01-27T13:34:29Z | |
| dc.date.available | 2021-01-27T13:34:29Z | |
| dc.date.issued | 2021 | |
| dc.description.abstract | Citation recommendation aims to predict references based on a given text. In this paper, we focus on predicting references using small passages instead of a whole document. Besides using a search engine as baseline, we introduce two further more advanced approaches that are based on neural networks. The first one aims to learn an alignment between a passage encoder and reference embeddings while using a feature engineering approach including a simple feed forward network. The second model takes advantage of BERT, a state-of-the-art language representation model, to generate context-sensitive passage embeddings. The predictions of the second model are based on inter-passage similarities between the given text and indexed sentences, each associated with a set of references. For training and evaluation of our models, we prepare a large dataset consisting of English papers from various scientific disciplines. | en |
| dc.identifier.doi | 10.18420/inf2020_82 | |
| dc.identifier.isbn | 978-3-88579-701-2 | |
| dc.identifier.pissn | 1617-5468 | |
| dc.identifier.uri | https://dl.gi.de/handle/20.500.12116/34795 | |
| dc.language.iso | en | |
| dc.publisher | Gesellschaft für Informatik, Bonn | |
| dc.relation.ispartof | INFORMATIK 2020 | |
| dc.relation.ispartofseries | Lecture Notes in Informatics (LNI) - Proceedings, Volume P-307 | |
| dc.subject | citation recommendation | |
| dc.subject | natural language processing | |
| dc.subject | representation learning | |
| dc.title | Citcom – Citation Recommendation | en |
| gi.citation.endPage | 914 | |
| gi.citation.startPage | 907 | |
| gi.conference.date | 28. September - 2. Oktober 2020 | |
| gi.conference.location | Karlsruhe | |
| gi.conference.sessiontitle | 3rd Workshop on Smart Systems for Better Living Environments |
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