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We present a system for knowledge graph population with Language Models, evaluated on the Knowledge Base Construction from Pre-trained Language Models (LM-KBC) challenge at ISWC 2022. Our system involves task-specific pre-training to…

计算与语言 · 计算机科学 2022-09-01 Tianyi Li , Wenyu Huang , Nikos Papasarantopoulos , Pavlos Vougiouklis , Jeff Z. Pan

Relation detection is a core component for Knowledge Base Question Answering (KBQA). In this paper, we propose a KB relation detection model via multi-view matching which utilizes more useful information extracted from question and KB. The…

人工智能 · 计算机科学 2018-04-10 Yang Yu , Kazi Saidul Hasan , Mo Yu , Wei Zhang , Zhiguo Wang

The tasks of semantic web service (discovery, selection, composition, and execution) are supposed to enable seamless interoperation between systems, whereby human intervention is kept at a minimum. In the field of Web service description…

人工智能 · 计算机科学 2013-10-29 Thabet Slimani

Machine reading comprehension(MRC) has attracted significant amounts of research attention recently, due to an increase of challenging reading comprehension datasets. In this paper, we aim to improve a MRC model's ability to determine…

计算与语言 · 计算机科学 2019-10-25 Kevin Huang , Yun Tang , Jing Huang , Xiaodong He , Bowen Zhou

There is currently a gap between the natural language expression of scholarly publications and their structured semantic content modeling to enable intelligent content search. With the volume of research growing exponentially every year, a…

计算与语言 · 计算机科学 2021-10-18 Jennifer D'Souza , Sören Auer , Ted Pedersen

This paper describes Luminoso's participation in SemEval 2017 Task 2, "Multilingual and Cross-lingual Semantic Word Similarity", with a system based on ConceptNet. ConceptNet is an open, multilingual knowledge graph that focuses on general…

计算与语言 · 计算机科学 2018-12-12 Robyn Speer , Joanna Lowry-Duda

With the rapid growth of Web-based academic publications, more and more papers are being published annually, making it increasingly difficult to find relevant prior work. Citation prediction aims to automatically suggest appropriate…

Knowledge Base Question Answering (KBQA) challenges models to bridge the gap between natural language and strict knowledge graph schemas by generating executable logical forms. While Large Language Models (LLMs) have advanced this field,…

计算与语言 · 计算机科学 2026-01-12 Xin Sun , Zhongqi Chen , Xing Zheng , Qiang Liu , Shu Wu , Bowen Song , Zilei Wang , Weiqiang Wang , Liang Wang

In this paper, we propose a novel method for question answering over knowledge graphs based on graph-to-segment mapping, designed to improve the understanding of natural language questions. Our approach is grounded in semantic parsing, a…

计算与语言 · 计算机科学 2025-09-03 Sijia Wei , Wenwen Zhang , Qisong Li , Jiang Zhao

An essential requirement for a real-world Knowledge Base Question Answering (KBQA) system is the ability to detect the answerability of questions when generating logical forms. However, state-of-the-art KBQA models assume all questions to…

计算与语言 · 计算机科学 2024-11-05 Prayushi Faldu , Indrajit Bhattacharya , Mausam

We announce a shared task on UCCA parsing in English, German and French, and call for participants to submit their systems. UCCA is a cross-linguistically applicable framework for semantic representation, which builds on extensive…

计算与语言 · 计算机科学 2021-02-04 Daniel Hershcovich , Leshem Choshen , Elior Sulem , Zohar Aizenbud , Ari Rappoport , Omri Abend

While conversing with chatbots, humans typically tend to ask many questions, a significant portion of which can be answered by referring to large-scale knowledge graphs (KG). While Question Answering (QA) and dialog systems have been…

计算与语言 · 计算机科学 2018-10-05 Amrita Saha , Vardaan Pahuja , Mitesh M. Khapra , Karthik Sankaranarayanan , Sarath Chandar

In this paper, we present our submission to SemEval-2025 Task 8: Question Answering over Tabular Data. This task, evaluated on the DataBench dataset, assesses Large Language Models' (LLMs) ability to answer natural language questions over…

计算与语言 · 计算机科学 2025-08-04 Andreas Evangelatos , Giorgos Filandrianos , Maria Lymperaiou , Athanasios Voulodimos , Giorgos Stamou

Knowledge Base Question Answering (KBQA) aims to answer natural language questions with factual information such as entities and relations in KBs. However, traditional Pre-trained Language Models (PLMs) are directly pre-trained on…

计算与语言 · 计算机科学 2023-08-29 Guanting Dong , Rumei Li , Sirui Wang , Yupeng Zhang , Yunsen Xian , Weiran Xu

We describe SemEval-2022 Task 7, a shared task on rating the plausibility of clarifications in instructional texts. The dataset for this task consists of manually clarified how-to guides for which we generated alternative clarifications and…

计算与语言 · 计算机科学 2023-09-22 Michael Roth , Talita Anthonio , Anna Sauer

Multi-hop Knowledge Base Question Answering(KBQA) aims to find the answer entity in a knowledge graph (KG), which requires multiple steps of reasoning. Existing retrieval-based approaches solve this task by concentrating on the specific…

计算与语言 · 计算机科学 2023-12-20 Haowei Du , Quzhe Huang , Chen Li , Chen Zhang , Yang Li , Dongyan Zhao

Scientific question answering (SQA) is an important task aimed at answering questions based on papers. However, current SQA datasets have limited reasoning types and neglect the relevance between tables and text, creating a significant gap…

计算与语言 · 计算机科学 2024-12-17 Xuanliang Zhang , Dingzirui Wang , Baoxin Wang , Longxu Dou , Xinyuan Lu , Keyan Xu , Dayong Wu , Qingfu Zhu , Wanxiang Che

This paper describes our system developed for the SemEval-2024 Task 1: Semantic Textual Relatedness. The challenge is focused on automatically detecting the degree of relatedness between pairs of sentences for 14 languages including both…

计算与语言 · 计算机科学 2024-04-09 Udvas Basak , Rajarshi Dutta , Shivam Pandey , Ashutosh Modi

Different semantic interpretation tasks such as text entailment and question answering require the classification of semantic relations between terms or entities within text. However, in most cases it is not possible to assign a direct…

计算与语言 · 计算机科学 2018-05-18 Siamak Barzegar , Andre Freitas , Siegfried Handschuh , Brian Davis

A significant amount of information in today's world is stored in structured and semi-structured knowledge bases. Efficient and simple methods to query them are essential and must not be restricted to only those who have expertise in formal…

计算与语言 · 计算机科学 2019-05-31 Aishwarya Kamath , Rajarshi Das