Knowledge Tree
provenance
Also known as: provenance information
Facts (11)
Sources
Construction of Knowledge Graphs: State and Challenges - arXiv arxiv.org 6 facts
claimDBpedia supports deep provenance by linking each extracted value to the revision ID of the source article and the specific extractor used.
claimA knowledge graph construction pipeline tool should integrate different tools, manage intermediate results, and handle common metadata such as provenance.
claimThe term 'provenance' in the context of knowledge graphs is often used vaguely, primarily referring to tracking the source of facts and the processes involved in their generation.
claimA comparative analysis of current knowledge graph-specific pipelines and toolsets, as presented in 'Construction of Knowledge Graphs: State and Challenges', reveals significant differences in input data structure, construction methods, ontology management, the ability to integrate new information, and the tracking of provenance.
claimThe FlexiFusion tool allows users to apply specific fusion functions, leverages provenance information, and performs stable identifier assignment for entity and property clusters.
claimMost knowledge graph construction solutions produce a final knowledge graph that contains a union of all extracted values, either with or without provenance, leaving the final consolidation or selection of entity identifiers and values to the targeted applications.
bureado/awesome-software-supply-chain-security - GitHub github.com 1 fact
referenceThe sigstore/model-transparency project provides signing and verification for machine learning model integrity and provenance, extending supply chain security to machine learning artifacts.
Practices, opportunities and challenges in the fusion of knowledge ... frontiersin.org 1 fact
claimPrompt-based methods for knowledge graph completion, such as ProLINK and TAGREAL, cannot fully resolve the fundamental ambiguity between factual recall and genuine inference, which is a significant limitation in healthcare applications where provenance is critical.
Context Graph vs Knowledge Graph: Key Differences for AI - Atlan atlan.com Jan 27, 2026 1 fact
claimThe context graph attaches provenance to data responses, including lineage from the ERP system, the last refresh timestamp, and the data quality score.
Construction of intelligent decision support systems through ... - Nature nature.com Oct 10, 2025 1 fact
claimExpert-in-the-Loop validation workflows in the Integrated Knowledge-Enhanced Decision Support framework utilize domain expertise during critical alignment decision-making while preserving provenance information for review and refinement.
Large Language Models Meet Knowledge Graphs for Question ... arxiv.org Sep 22, 2025 1 fact
referenceEXPLAIGNN (Christmann et al., 2023) constructs a heterogeneous graph from retrieved knowledge and user explanations to trace provenance and improve answer explainability, generating explanatory evidence using a graph neural network (GNN) with question-level attention.