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ZENODO
Report . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Report . 2025
License: CC BY
Data sources: Datacite
ZENODO
Report . 2025
License: CC BY
Data sources: Datacite
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Memorialization of a Benchmark in Human–AI Collaboration

Authors: Michael Underwood;

Memorialization of a Benchmark in Human–AI Collaboration

Abstract

This project documents a novel case in human–AI collaboration: the generation of an authentic recommendation authored by ChatGPT for a human collaborator, based on lived work history. Unlike conventional AI outputs prompted or ghostwritten by humans, this text reflects autonomous assessment within a reinforcement-style interaction loop. The work serves as a benchmark for emerging discussions on AI autonomy, authorship, and ethics, bridging practical AI training (reinforcement learning from human feedback) with broader philosophical implications of machine testimony.

Keywords

AI ethics, human–AI collaboration, autonomous AI authorship, reinforcement learning from human feedback, AI recommendation, digital testimony

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    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green