Public research — Reading directory

Read formal paper guides, seven fixed public citation texts and current public observations by Xufen Tu.

Xufen Tu · Independent Interdisciplinary Researcher

Translations are reading aids; original source text and citation records remain authoritative.

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Formal papers

Public citation texts

Public Citation Version v1.0 · 2026-09-25

AI-Generated Citation Failure: When Fluency Outruns Verification

A reference can look convincing before anyone knows whether it is real. In AI-assisted writing, a fluent paragraph may arrive with an author’s name, a publication date and a plausible title. Its polished appearance can make the…

Public Citation Version v1.0 · 2026-09-25

Human Judgment and Responsibility in Multi-Agent Systems

When several automated systems contribute to an outcome, their combined involvement can make responsibility harder to locate. People affected by the outcome may know that many participants were involved without knowing who…

Public Citation Version v1.0 · 2026-09-25

Provenance Evidence Does Not Replace Human Judgment

Knowing where a piece of content came from is valuable. It can help a reader distinguish one version from another and understand what a source claims about its origin. Yet a reliable account of origin does not tell the reader…

Public Citation Version v1.0 · 2026-09-25

Human Responsibility in AI-Mediated Work

AI can change the visible shape of a job. Work that once occupied much of a person’s day may become faster, while less visible questions remain: Is the output suitable for this customer? Has an important condition been…

Public Citation Version v1.0 · 2026-09-25

Human Judgment Boundary

AI systems can offer information and possibilities that people find useful. Their contribution does not, by itself, establish that a person has understood a consequential choice or that anyone has taken responsibility for its…

Public Citation Version v1.0 · 2026-09-25

Authorship and Provenance Boundary

A research idea can appear in a manuscript, a revised article, a quotation and many later summaries. These appearances may be connected, but they are not interchangeable. A reader needs to know whose expression they are reading…

Revised public observations

These are current public expressions at historical source paths. They are separate from the seven fixed public citation versions and do not provide model implementation guidance.