concept

trustworthiness

Facts (11)

Sources
A Survey on the Theory and Mechanism of Large Language Models arxiv.org arXiv Mar 12, 2026 3 facts
referenceThe paper 'Trustllm: trustworthiness in large language models' is an arXiv preprint, identified as arXiv:2401.05561.
referenceQian et al. (2024) found that concepts related to trustworthiness become linearly separable early in the pre-training phase of Large Language Models, as revealed by applying linear probing techniques to intermediate checkpoints.
referenceComprehensive surveys on LLM safety and trustworthiness include: safety (Shi et al., 2024), trustworthiness (Huang et al., 2024a; d; Liu et al., 2023c), fairness (Li et al., 2023b; Gallegos et al., 2024; Chu et al., 2024), and privacy (Yao et al., 2024b; Yan et al., 2024; Das et al., 2025).
Construction of Knowledge Graphs: State and Challenges - arXiv arxiv.org arXiv 2 facts
claimTrustworthiness in knowledge graphs indicates confidence and reliability, which depends on source selection and construction methods, and is strongly related to completeness, accuracy, and timeliness.
referenceWang et al. identified six main quality dimensions for Knowledge Graph evaluation: accuracy, consistency, timeliness, completeness, trustworthiness, and availability.
The Role of Epistemic Communities and Expert Testimonies in ... academia.edu Academia.edu 1 fact
claimTestimonial beliefs are generally justified unless there is evidence to doubt the trustworthiness of the source.
Practices, opportunities and challenges in the fusion of knowledge ... frontiersin.org Frontiers 1 fact
claimCollaborative Knowledge Graph and Large Language Model systems operating in interactive environments require explainability, trustworthiness, cognitive alignment, and traceability.
Social Epistemology - Open Encyclopedia of Cognitive Science oecs.mit.edu MIT Press Jul 24, 2024 1 fact
claimDavid Hume argued for the trustworthiness of scholarship through expert scrutiny.
The Epistemology of Collective Testimony - Journal of Social Ontology journalofsocialontology.org Journal of Social Ontology Mar 1, 2022 1 fact
claimThe third view of collective testimony epistemology claims that the epistemic credentials of collective testimony derive from the group undertaking a collective commitment to trustworthiness, which makes the group susceptible to rebuke and blame if its testimony is not trustworthy.
Epistemological Problems of Testimony plato.stanford.edu Stanford Encyclopedia of Philosophy Apr 1, 2021 1 fact
claimKeith Lehrer discussed testimony and trustworthiness in a 2006 chapter published in the book 'Testimony and Trustworthiness'.
Open source software best practices and supply chain risk ... - GOV.UK gov.uk Department for Science, Innovation and Technology Mar 3, 2025 1 fact
claimThe absence of a formal process for evaluating the trustworthiness of open-source software is a significant oversight in current best practices literature, especially given the increasing reliance on OSS and the rising number of vulnerabilities.