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We study collaboration patterns of Wikidata, one of the world's largest open source collaborative knowledge graph (KG) communities. Collaborative KG communities, play a key role in structuring machine-readable knowledge to support AI…

Social and Information Networks · Computer Science 2025-02-18 Elisavet Koutsiana , Ioannis Reklos , Kholoud Saad Alghamdi , Nitisha Jain , Albert Meroño-Peñuela , Elena Simperl

Large language models (LLMs) have demonstrated human-level performance on a vast spectrum of natural language tasks. However, it is largely unexplored whether they can better internalize knowledge from a structured data, such as a knowledge…

Computation and Language · Computer Science 2022-05-18 Fedor Moiseev , Zhe Dong , Enrique Alfonseca , Martin Jaggi

Large language models excel in question-answering (QA) yet still struggle with multi-hop reasoning and temporal questions. Query-based knowledge graph QA (KGQA) offers a modular alternative by generating executable queries instead of direct…

Computation and Language · Computer Science 2025-07-17 Artem Alekseev , Mikhail Chaichuk , Miron Butko , Alexander Panchenko , Elena Tutubalina , Oleg Somov

Answering complex questions over textual resources remains a challenge, particularly when dealing with nuanced relationships between multiple entities expressed within natural-language sentences. To this end, curated knowledge bases (KBs)…

Computation and Language · Computer Science 2023-09-08 Jingjing Xu , Maria Biryukov , Martin Theobald , Vinu Ellampallil Venugopal

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,…

Computation and Language · Computer Science 2025-10-30 Debayan Banerjee , Tilahun Abedissa Taffa , Ricardo Usbeck

We introduce WikiLingua, a large-scale, multilingual dataset for the evaluation of crosslingual abstractive summarization systems. We extract article and summary pairs in 18 languages from WikiHow, a high quality, collaborative resource of…

Computation and Language · Computer Science 2020-10-08 Faisal Ladhak , Esin Durmus , Claire Cardie , Kathleen McKeown

Named Entity Recognition and Disambiguation (NERD) systems are foundational for information retrieval, question answering, event detection, and other natural language processing (NLP) applications. We introduce TweetNERD, a dataset of 340K+…

Computation and Language · Computer Science 2022-10-18 Shubhanshu Mishra , Aman Saini , Raheleh Makki , Sneha Mehta , Aria Haghighi , Ali Mollahosseini

Wikidata is one of the most successful Semantic Web projects. Its underlying Wikibase data model departs from RDF with the inclusion of several features like qualifiers and references, built-in datatypes, etc. Those features are serialized…

Databases · Computer Science 2022-08-05 Jose Emilio Labra Gayo

Entity Linking is one of the most common Natural Language Processing tasks in practical applications, but so far efficient end-to-end solutions with multilingual coverage have been lacking, leading to complex model stacks. To fill this gap,…

Encyclopedic knowledge graphs, such as Wikidata, host an extensive repository of millions of knowledge statements. However, domain-specific knowledge from fields such as history, physics, or medicine is significantly underrepresented in…

Computation and Language · Computer Science 2024-01-17 Marcel Gohsen , Benno Stein

Linking biomedical entities is an essential aspect in biomedical natural language processing tasks, such as text mining and question answering. However, a difficulty of linking the biomedical entities using current large language models…

Computation and Language · Computer Science 2023-08-29 Xi Yan , Cedric Möller , Ricardo Usbeck

Hyperlinks constitute the backbone of the Web; they enable user navigation, information discovery, content ranking, and many other crucial services on the Internet. In particular, hyperlinks found within Wikipedia allow the readers to…

Computers and Society · Computer Science 2021-06-01 Martin Gerlach , Marshall Miller , Rita Ho , Kosta Harlan , Djellel Difallah

A backbone of knowledge graphs are their class membership relations, which assign entities to a given class. As part of the knowledge engineering process, we propose a new method for evaluating the quality of these relations by processing…

Computation and Language · Computer Science 2024-04-29 Bradley P. Allen , Paul T. Groth

Some Question Answering (QA) systems rely on knowledge bases (KBs) to provide accurate answers. Entity Linking (EL) plays a critical role in linking natural language mentions to KB entries. However, most existing EL methods are designed for…

Computation and Language · Computer Science 2026-05-22 Yajie Luo , Yihong Wu , Muzhi Li , Jia Ao Sun , Xinyu Wang , Liheng Ma , Yingxue Zhang , Jian-Yun Nie

Most of the world's data is stored in relational databases. Accessing these requires specialized knowledge of the Structured Query Language (SQL), putting them out of the reach of many people. A recent research thread in Natural Language…

Computation and Language · Computer Science 2018-11-05 Bojan Petrovski , Ignacio Aguado , Andreea Hossmann , Michael Baeriswyl , Claudiu Musat

Natural language (NL) toolkits enable visualization developers, who may not have a background in natural language processing (NLP), to create natural language interfaces (NLIs) for end-users to flexibly specify and interact with…

Human-Computer Interaction · Computer Science 2022-08-16 Rishab Mitra , Arpit Narechania , Alex Endert , John Stasko

Linking entities like people, organizations, books, music groups and their songs in text to knowledge bases (KBs) is a fundamental task for many downstream search and mining applications. Achieving high disambiguation accuracy crucially…

Information Retrieval · Computer Science 2018-10-25 Jaspreet Singh , Johannes Hoffart , Avishek Anand

State-of-the-art models for joint entity recognition and relation extraction strongly rely on external natural language processing (NLP) tools such as POS (part-of-speech) taggers and dependency parsers. Thus, the performance of such joint…

Computation and Language · Computer Science 2018-12-18 Giannis Bekoulis , Johannes Deleu , Thomas Demeester , Chris Develder

The ability to have the same experience for different user groups (i.e., accessibility) is one of the most important characteristics of Web-based systems. The same is true for Knowledge Graph Question Answering (KGQA) systems that provide…

Computation and Language · Computer Science 2022-02-08 Aleksandr Perevalov , Dennis Diefenbach , Ricardo Usbeck , Andreas Both

Knowledge Graph Construction (KGC) can be seen as an iterative process starting from a high quality nucleus that is refined by knowledge extraction approaches in a virtuous loop. Such a nucleus can be obtained from knowledge existing in an…

Artificial Intelligence · Computer Science 2023-08-17 Lucas Jarnac , Miguel Couceiro , Pierre Monnin
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