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Understanding what kinds of factual knowledge large language models (LLMs) memorize is essential for evaluating their reliability and limitations. Entity-based QA is a common framework for analyzing non-verbatim memorization, but typical…

计算与语言 · 计算机科学 2026-04-24 Yuto Nishida , Naoki Shikoda , Yosuke Kishinami , Ryo Fujii , Makoto Morishita , Hidetaka Kamigaito , Taro Watanabe

Entity alignment (EA) plays an important role in automatically integrating knowledge graphs (KGs) from multiple sources. Recent approaches based on Graph Neural Network (GNN) obtain entity representation from relation information and have…

计算与语言 · 计算机科学 2021-10-26 Xueyuan Lin , Haihong E , Wenyu Song , Haoran Luo

Entity linking is an important step towards constructing knowledge graphs that facilitate advanced question answering over scientific documents, including the retrieval of relevant information included in tables within these documents. This…

信息检索 · 计算机科学 2023-06-21 Varish Mulwad , Tim Finin , Vijay S. Kumar , Jenny Weisenberg Williams , Sharad Dixit , Anupam Joshi

Recently, word embedding algorithms have been applied to map the entities of recommender systems, such as users and items, to new feature spaces using textual element-context relations among them. Unlike many other domains, this approach…

信息检索 · 计算机科学 2018-11-06 Arash Khoeini , Bita Shams , Saman Haratizadeh

Large Language Models (LLMs) are poised to play an increasingly important role in our lives, providing assistance across a wide array of tasks. In the geospatial domain, LLMs have demonstrated the ability to answer generic questions, such…

计算与语言 · 计算机科学 2024-11-13 Pasquale Balsebre , Weiming Huang , Gao Cong

Large language models (LLMs) are being used in data science code generation tasks, but they often struggle with complex sequential tasks, leading to logical errors. Their application to geospatial data processing is particularly challenging…

计算机与社会 · 计算机科学 2024-10-28 Yuxing Chen , Weijie Wang , Sylvain Lobry , Camille Kurtz

Named Entity Recognition (NER) is an important subtask of information extraction that seeks to locate and recognise named entities. Despite recent achievements, we still face limitations in correctly detecting and classifying entities,…

信息检索 · 计算机科学 2018-09-07 Diego Esteves

Planet-scale photo geolocalization is the complex task of estimating the location depicted in an image solely based on its visual content. Due to the success of convolutional neural networks (CNNs), current approaches achieve super-human…

计算机视觉与模式识别 · 计算机科学 2021-10-22 Jonas Theiner , Eric Mueller-Budack , Ralph Ewerth

Modern society habitually uses online social media services to publicly share observations, thoughts, opinions, and beliefs at any time and from any location. These geotagged social media posts may provide aggregate insights into people's…

社会与信息网络 · 计算机科学 2014-11-25 Derek Doran , Swapna Gokhale , Aldo Dagnino

The vast amount of geo-tagged social images has attracted great attention in research of predicting location using the plentiful content of images, such as visual content and textual description. Most of the existing researches use the…

信息检索 · 计算机科学 2015-05-18 Xiaoming Zhang , Zhoujun Li , Senzhang Wang , Yang Yang , Xueqiang Lv

Predicting user behaviour on a website is a difficult task, which requires the integration of multiple sources of information, such as geo-location, user profile or web surfing history. In this paper we tackle the problem of predicting the…

计算与语言 · 计算机科学 2018-12-19 Mihai Cristian Pîrvu , Alexandra Anghel , Ciprian Borodescu , Alexandru Constantin

Entity resolution, which involves identifying and merging records that refer to the same real-world entity, is a crucial task in areas like Web data integration. This importance is underscored by the presence of numerous duplicated and…

数据库 · 计算机科学 2024-03-12 Huahang Li , Shuangyin Li , Fei Hao , Chen Jason Zhang , Yuanfeng Song , Lei Chen

Entity matching is the task of deciding whether two entity descriptions refer to the same real-world entity. Entity matching is a central step in most data integration pipelines. Many state-of-the-art entity matching methods rely on…

计算与语言 · 计算机科学 2024-10-21 Ralph Peeters , Aaron Steiner , Christian Bizer

Geo-textual objects, i.e., objects with both spatial and textual attributes, such as points-of-interest or web documents with location tags, are prevalent and fuel a range of location-based services. Existing spatial keyword querying…

数据库 · 计算机科学 2025-03-07 Zesong Zhang , Jianzhong Qi , Xin Cao , Christian S. Jensen

We make decisions by reacting to changes in the real world, in particular, the emergence and disappearance of impermanent entities such as events, restaurants, and services. Because we want to avoid missing out on opportunities or making…

计算与语言 · 计算机科学 2022-10-17 Satoshi Akasaki , Naoki Yoshinaga , Masashi Toyoda

People from different parts of the globe describe objects and concepts in distinct manners. Visual appearance can thus vary across different geographic locations, which makes location a relevant contextual information when analysing visual…

计算机视觉与模式识别 · 计算机科学 2020-07-08 Raul Gomez , Jaume Gibert , Lluis Gomez , Dimosthenis Karatzas

The task of textual geolocation - retrieving the coordinates of a place based on a free-form language description - calls for not only grounding but also natural language understanding and geospatial reasoning. Even though there are quite a…

计算与语言 · 计算机科学 2023-07-04 Tzuf Paz-Argaman , Tal Bauman , Itai Mondshine , Itzhak Omer , Sagi Dalyot , Reut Tsarfaty

Generalizable cross-view geo-localization aims to match the same location across views in unseen regions and conditions without GPS supervision. Its core difficulty lies in severe semantic inconsistency caused by viewpoint variation and…

计算机视觉与模式识别 · 计算机科学 2026-04-17 Hongyang Zhang , Yinhao Liu , Haitao Zhang , Zhongyi Wen , Zhenyu Kuang , Shuxian Liang , Xiansheng Hua

When reading a text, it is common to become stuck on unfamiliar words and phrases, such as polysemous words with novel senses, rarely used idioms, internet slang, or emerging entities. If we humans cannot figure out the meaning of those…

Twitter is recently being used during crises to communicate with officials and provide rescue and relief operation in real time. The geographical location information of the event, as well as users, are vitally important in such scenarios.…

机器学习 · 计算机科学 2019-01-25 Abhinav Kumar , Jyoti Prakash Singh