Knowledge Tree
consistency
Facts (16)
Sources
Construction of Knowledge Graphs: State and Challenges - arXiv arxiv.org 3 facts
claimCorrectness in a knowledge graph implies the validity of information (accuracy) and consistency, meaning each entity, concept, relation, and property is canonicalized with a unique identifier and included exactly once.
claimConsistency in knowledge graphs ensures coherency and uniformity of data by following logical rules, avoiding contradictions, and maintaining coherence among entities, relationships, and attributes.
referenceWang et al. identified six main quality dimensions for Knowledge Graph evaluation: accuracy, consistency, timeliness, completeness, trustworthiness, and availability.
RAG Hallucinations: Retrieval Success ≠ Generation Accuracy linkedin.com Feb 6, 2026 2 facts
perspectiveOptimizing for nuance, cost, and consistency simultaneously is impossible in RAG systems, making evaluation a design tradeoff rather than a single metric decision.
perspectiveEvaluation in Retrieval-Augmented Generation (RAG) systems is a design tradeoff between nuance, cost, and consistency rather than a single metric decision.
Building Trustworthy NeuroSymbolic AI Systems - arXiv arxiv.org 2 facts
claimThe authors propose the CREST framework for achieving trustworthiness in Large Language Models, which stands for Consistency, Reliability, user-level Explainability, and Safety.
claimThe authors of the paper 'Building Trustworthy NeuroSymbolic AI Systems' argue that NeuroSymbolic AI is better suited for creating trusted AI systems than statistical or symbolic AI methods used in isolation, because trust requires consistency, reliability, explainability, and safety.
Practices, opportunities and challenges in the fusion of knowledge ... frontiersin.org 1 fact
referenceThe book 'Improving Data Quality: Consistency and Accuracy' discusses methods and principles for enhancing data quality, specifically focusing on consistency and accuracy.
Track: Poster Session 3 - aistats 2026 virtual.aistats.org 1 fact
claimLearning-augmented algorithms must exhibit three key properties: consistency, robustness, and smoothness.
Investigating the impact of sleep quality on cognitive functions ... frontiersin.org 1 fact
claimThe study investigates the relationship between specific dimensions of sleep quality (duration, consistency, and disturbances) and cognitive performance (memory retention, attention span, problem-solving abilities, and executive functioning) among university students in Tokyo and London.
Applying Large Language Models in Knowledge Graph-based ... arxiv.org Jan 7, 2025 1 fact
claimCamara et al. found that ChatGPT-based software modeling has limitations in terms of syntax, semantics, consistency, and scalability, especially when compared to code generation.
Building trustworthy NeuroSymbolic AI Systems: Consistency ... onlinelibrary.wiley.com Feb 14, 2024 1 fact
referenceThe CREST framework, introduced in the paper 'Building trustworthy NeuroSymbolic AI Systems: Consistency...', demonstrates how Consistency, Reliability, user-level Explainability, and Safety are built on NeuroSymbolic methods.
Consciousness in Artificial Intelligence? A Framework for Classifying ... arxiv.org Nov 20, 2025 1 fact
claimKurt Gödel's incompleteness theorems demonstrate that no sufficiently expressive formal system can prove its own consistency, yet humans can intuit the consistency of such systems, meaning humans can know truths about a system that the system cannot prove about itself.
A Comprehensive Review of Neuro-symbolic AI for Robustness ... link.springer.com Dec 9, 2025 1 fact
referenceGaur, M. and Sheth, A. outlined the requirements for building trustworthy neuro-symbolic AI systems, specifically focusing on consistency, reliability, explainability, and safety.
Recent breakthroughs in the valorization of lignocellulosic biomass ... pubs.rsc.org Jun 7, 2025 1 fact
referenceXu et al. (2024) studied the printability of 3D printing carbon fiber reinforced eco-friendly concrete, characterizing it by fluidity and consistency.
(PDF) Levels of consciousness and self-awareness - Academia.edu academia.edu 1 fact
referenceR.G. Turner (1978a) examined the relationship between consistency, self-consciousness, and the predictive validity of typical and maximal personality measures.