Dangling entity detection
WebMar 9, 2024 · The dangling entity set is unavailable in most real-world scenarios, and manually mining the entity pairs that consist of entities with the same meaning is labor-consuming. In this paper, we... WebJun 4, 2024 · We propose three techniques for dangling entity detection that are based on the distribution of nearest-neighbor distances, i.e., nearest neighbor classification, marginal ranking and background ...
Dangling entity detection
Did you know?
WebWe propose three techniques for dangling entity detection that are based on the distribution of nearest-neighbor distances, i.e., nearest neighbor classification, marginal ranking and background ranking. WebMay 4, 2024 · T able 1: Dangling entity detection results on DBP2.0. MR refers to marginal ranking and BR refers to the back-ground ranking. The base alignment model is MTransE. More results based on AliNet are ...
WebDangling Entity Detection Several recent studies emphasize the problem of dangling entities in EA tasks.Zhao et al.(2024) andZeng et al.(2024) introduce threshold-based methods to identify dangling entities according to the distance between a source entity and its closest target entity. These two methods identify dangling Web071 high-order proximity for dangling entity detection. 072 Despite a fairly high cosine similarity, the source 073 entity 4 is not the nearest neighbor of target entity 074 B, indicating that 4 is likely to be dangling. In con-075 trast, 1 and A are mutual nearest neighbors even 076 with a relatively low similarity, indicating that 1 is
WebMar 11, 2024 · In the experimental part, we first show the superiority of SoTead on a commonly-used entity alignment dataset. Besides, to analyze the ability for dangling entity detection with other baselines, we construct a medical cross-lingual knowledge graph dataset, MedED, where our SoTead also reaches state-of-the-art performance. READ … WebDangling vulnerability Edit Edit source History Talk (0) Definition [] A dangling vulnerability is “ a set of properties about the internal environment for which there is no corresponding …
WebApr 7, 2024 · The dangling entity set is unavailable in most real-world scenarios, and manually mining the entity pairs that consist of entities with the same meaning is labor …
WebMar 10, 2024 · The dangling entity set is unavailable in most real-world scenarios, and manually mining the entity pairs that consist of entities with the same meaning is labor … campers for sale near aiken scfirst tech smsf guideWebentity alignment with dangling cases, as illustrated inFig. 2. It has two jointly optimized modules, i.e., entity alignment and dangling entity detection. The entity alignment … campers for sale near champaign ilWebMay 5, 2024 · We propose a framework using mixed high-order proximities on dangling-aware entity alignment. Our framework utilizes both the local high-order proximity in a nearest neighbor subgraph and the global high-order proximity in an embedding space for both dangling detection and entity alignment. Extensive experiments with two … campers for sale nashville tnWebMar 11, 2024 · To improve EA with dangling entities, we propose an unsupervised method called Semi-constraint Optimal Transport for Entity Alignment in Dangling cases (SoTead). Our main idea is to model the entity alignment between two KGs as an optimal transport problem from one KG's entities to the others. campers for sale nappanee inWebJun 28, 2024 · DBP2.0 DBP2.0 is a dataset for entity alignment with dangling cases, proposed by the ACL-2024 paper "Knowing the No-match: Entity Alignment with Dangling Cases". Browse Search Explore more content DBP2.0.zip(46.46 MB) File infoDownload file Fullscreen DBP2.0 CiteDownload(46.46 MB)ShareEmbed dataset first tech shopWebWe further discover that the dangling entity detection module can, in turn, improve alignment learning and the final performance. The contributed resource is publicly available to foster further research. This paper studies a new problem setting of entity alignment for knowledge graphs (KGs). Since KGs possess different sets of entities, there ... first tech solutions