DBLPLink 2.0 - An Entity Linker for the DBLP Scholarly Knowledge Graph

Publikation: Beiträge in SammelwerkenAufsätze in KonferenzbändenForschungbegutachtet

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DBLPLink 2.0 - An Entity Linker for the DBLP Scholarly Knowledge Graph. / Banerjee, Debayan; Taffa, Tilahun Abedissa; Usbeck, Ricardo.
Industry, Doctoral Consortium, Posters and Demos at ISWC 2025: Joint Proceedings of Industry, Doctoral Consortium, Posters and Demos of the 24th International Semantic Web Conference (ISWC-C 2025) Nara, Japan, November 2-6, 2025.. Hrsg. / Irene Celino; Oktie Hassanzadeh; Abraham Bernstein; Natasha Noy; Gong Cheng; Shenghui Wang; Sebastia Ferrada; Thibaut Kozaki; Hideaki Takeda; Anna Lisa Gentile. Band 4085 Aachen: Sun Site Central Europe (RWTH Aachen University), 2025. S. 435-440 (CEUR Workshop Proceedings; Band 4085).

Publikation: Beiträge in SammelwerkenAufsätze in KonferenzbändenForschungbegutachtet

Harvard

Banerjee, D, Taffa, TA & Usbeck, R 2025, DBLPLink 2.0 - An Entity Linker for the DBLP Scholarly Knowledge Graph. in I Celino, O Hassanzadeh, A Bernstein, N Noy, G Cheng, S Wang, S Ferrada, T Kozaki, H Takeda & AL Gentile (Hrsg.), Industry, Doctoral Consortium, Posters and Demos at ISWC 2025: Joint Proceedings of Industry, Doctoral Consortium, Posters and Demos of the 24th International Semantic Web Conference (ISWC-C 2025) Nara, Japan, November 2-6, 2025.. Bd. 4085, CEUR Workshop Proceedings, Bd. 4085, Sun Site Central Europe (RWTH Aachen University), Aachen, S. 435-440, 24th International Semantic Web Conference, ISWC-C 2025, Nara, Japan, 02.11.25. <https://ceur-ws.org/Vol-4085/paper73.pdf>

APA

Banerjee, D., Taffa, T. A., & Usbeck, R. (2025). DBLPLink 2.0 - An Entity Linker for the DBLP Scholarly Knowledge Graph. In I. Celino, O. Hassanzadeh, A. Bernstein, N. Noy, G. Cheng, S. Wang, S. Ferrada, T. Kozaki, H. Takeda, & A. L. Gentile (Hrsg.), Industry, Doctoral Consortium, Posters and Demos at ISWC 2025: Joint Proceedings of Industry, Doctoral Consortium, Posters and Demos of the 24th International Semantic Web Conference (ISWC-C 2025) Nara, Japan, November 2-6, 2025. (Band 4085, S. 435-440). (CEUR Workshop Proceedings; Band 4085). Sun Site Central Europe (RWTH Aachen University). https://ceur-ws.org/Vol-4085/paper73.pdf

Vancouver

Banerjee D, Taffa TA, Usbeck R. DBLPLink 2.0 - An Entity Linker for the DBLP Scholarly Knowledge Graph. in Celino I, Hassanzadeh O, Bernstein A, Noy N, Cheng G, Wang S, Ferrada S, Kozaki T, Takeda H, Gentile AL, Hrsg., Industry, Doctoral Consortium, Posters and Demos at ISWC 2025: Joint Proceedings of Industry, Doctoral Consortium, Posters and Demos of the 24th International Semantic Web Conference (ISWC-C 2025) Nara, Japan, November 2-6, 2025.. Band 4085. Aachen: Sun Site Central Europe (RWTH Aachen University). 2025. S. 435-440. (CEUR Workshop Proceedings).

Bibtex

@inbook{10c24c78acbb499ca81b27dfc2f04b7b,
title = "DBLPLink 2.0 - An Entity Linker for the DBLP Scholarly Knowledge Graph",
abstract = "In this work we present an entity linker for DBLP{\textquoteright}s 2025 version of RDF-based Knowledge Graph. Compared to the 2022 version, DBLP now considers publication venues as a new entity type called dblp:Stream. In the earlier version of DBLPLink, we trained KG-embeddings and re-rankers on a dataset to produce entity linkings. In contrast, in this work, we develop a zero-shot entity linker using LLMs using a novel method, where we re-rank candidate entities based on the log-probabilities of the {"}yes{"} token output at the penultimate layer of the LLM. The demo can be accessed at https://dblplink-2.skynet.coypu.org/.",
keywords = "DBLP, Entity Linker, Knowledge Graphs, LLM, Informatics, Business informatics",
author = "Debayan Banerjee and Taffa, {Tilahun Abedissa} and Ricardo Usbeck",
note = "Publisher Copyright: {\textcopyright} 2025 Copyright for this paper by its authors.; 24th International Semantic Web Conference, ISWC-C 2025 ; Conference date: 02-11-2025 Through 06-11-2025",
year = "2025",
month = jul,
day = "30",
language = "English",
volume = "4085",
series = "CEUR Workshop Proceedings",
publisher = "Sun Site Central Europe (RWTH Aachen University)",
pages = "435--440",
editor = "Irene Celino and Oktie Hassanzadeh and Abraham Bernstein and Natasha Noy and Gong Cheng and Shenghui Wang and Sebastia Ferrada and Thibaut Kozaki and Hideaki Takeda and Gentile, {Anna Lisa}",
booktitle = "Industry, Doctoral Consortium, Posters and Demos at ISWC 2025",
address = "Germany",

}

RIS

TY - CHAP

T1 - DBLPLink 2.0 - An Entity Linker for the DBLP Scholarly Knowledge Graph

AU - Banerjee, Debayan

AU - Taffa, Tilahun Abedissa

AU - Usbeck, Ricardo

N1 - Publisher Copyright: © 2025 Copyright for this paper by its authors.

PY - 2025/7/30

Y1 - 2025/7/30

N2 - In this work we present an entity linker for DBLP’s 2025 version of RDF-based Knowledge Graph. Compared to the 2022 version, DBLP now considers publication venues as a new entity type called dblp:Stream. In the earlier version of DBLPLink, we trained KG-embeddings and re-rankers on a dataset to produce entity linkings. In contrast, in this work, we develop a zero-shot entity linker using LLMs using a novel method, where we re-rank candidate entities based on the log-probabilities of the "yes" token output at the penultimate layer of the LLM. The demo can be accessed at https://dblplink-2.skynet.coypu.org/.

AB - In this work we present an entity linker for DBLP’s 2025 version of RDF-based Knowledge Graph. Compared to the 2022 version, DBLP now considers publication venues as a new entity type called dblp:Stream. In the earlier version of DBLPLink, we trained KG-embeddings and re-rankers on a dataset to produce entity linkings. In contrast, in this work, we develop a zero-shot entity linker using LLMs using a novel method, where we re-rank candidate entities based on the log-probabilities of the "yes" token output at the penultimate layer of the LLM. The demo can be accessed at https://dblplink-2.skynet.coypu.org/.

KW - DBLP

KW - Entity Linker

KW - Knowledge Graphs

KW - LLM

KW - Informatics

KW - Business informatics

UR - http://www.scopus.com/inward/record.url?scp=105022460834&partnerID=8YFLogxK

M3 - Article in conference proceedings

VL - 4085

T3 - CEUR Workshop Proceedings

SP - 435

EP - 440

BT - Industry, Doctoral Consortium, Posters and Demos at ISWC 2025

A2 - Celino, Irene

A2 - Hassanzadeh, Oktie

A2 - Bernstein, Abraham

A2 - Noy, Natasha

A2 - Cheng, Gong

A2 - Wang, Shenghui

A2 - Ferrada, Sebastia

A2 - Kozaki, Thibaut

A2 - Takeda, Hideaki

A2 - Gentile, Anna Lisa

PB - Sun Site Central Europe (RWTH Aachen University)

CY - Aachen

T2 - 24th International Semantic Web Conference, ISWC-C 2025

Y2 - 2 November 2025 through 6 November 2025

ER -

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