arXiv Artificial Intelligence

Measuring Human Contribution in AI-Assisted Content Generation

1 hour ago 16.09.2026 07:00 👁 1 views
Measuring Human Contribution in AI-Assisted Content Generation

Quick summary

arXiv:2408.14792v4 Announce Type: replace-cross Abstract: With the growing prevalence of generative artificial intelligence (AI), an increasing amount of content is no longer exclusively generated by humans but by generative AI models with human guidance. This shift presents notable challenges for the delineation of originality due to the varying degrees of human contribution in AI-assisted works. This study raises the research question of measuring human contribution in AI-assisted content generation and introduces a framework to address this question that is grounded in information theory. B

Key takeaways

  • arXiv:2408.14792v4 Announce Type: replace-cross Abstract: With the growing prevalence of generative artificial intelligence (AI), an increasing amount of content is no longer exclusively generated by humans but by generative AI models with human guidance.
  • This shift presents notable challenges for the delineation of originality due to the varying degrees of human contribution in AI-assisted works.
  • This study raises the research question of measuring human contribution in AI-assisted content generation and introduces a framework to address this question that is grounded in information theory.

Why it matters

“Measuring Human Contribution in AI-Assisted Content Generation” highlights the need for repeatable measurement rather than a single impressive demonstration. Independent validation across datasets and clearly stated limitations determine whether a result can guide product decisions.

Kaynak sitede devamını oku: arXiv Artificial Intelligence ↗