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Voice in the Machine: Ethical Considerations for Language-Capable Robots

Ethical considerations for language-capable robotsAcademicdocument

Assessment outcome

total 1/4 (actionability 1 + authority 0); currency unscored, so pro-rated to 1.5/6

Total1/6
Actionability1/2
Authority0/2
Currency—

Authorship & scope

Attribution (G4 evidence)

The text identifies multiple named academic authors standing behind the article.

Issuer authority (evidence)

Level 0: Authored by individual academic practitioners/professors rather than an official standard, binding regulation, or peer-reviewed journal article.

Issuers, who it governs, legal force and content are on the full record.

Eligibility gates

G1 · Retrievablepass

HTTP 200, 2688 words of full text extracted

G2 · AI nexuspass

The source is entirely about ethical concerns and design considerations for language-capable robots.

G3 · Governance nexuspass

The text addresses oversight, transparency, risks, and governance policy recommendations for robotic systems.

G4 · Attributablepass

The text identifies multiple named academic authors standing behind the article.

G5 · In forcepass

There is no indication on the page that this article has been superseded or retracted.

Scored criteria

Actionability

1/2

Level 1: Provides principles and direction regarding language-capable robots, but outlines no binding steps. [quote matched fuzzy, not verbatim]

First, robotics researchers should avoid the use of large language models for robotic Natural Language Generation.

Authority

0/2

Level 0: Authored by individual academic practitioners/professors rather than an official standard, binding regulation, or peer-reviewed journal article.

Tom Williams (twilliams@mines.edu) is an associate professor of computer science at the Colorado School of Mines

Currency

—

computed: no publish/modified date found on the page (never guessed)

Classification

Coverage topicEthical considerations for language-capable robots
PerspectiveAcademic
Lifecycle stage1 Plan & design
Layerboth
Granularitydocument
Voice in the Machine: Ethical Considerations for Language-Capable Robots · CEI AI Governance Database