Ethical constraint evidence on open-weight AI models decays with a half-life of 1.31 derivation steps on Hugging Face, creating a governance horizon at seven generations where 80% of models lack traceable information.
Feder Cooper, and James Grimmelmann
4 Pith papers cite this work. Polarity classification is still indexing.
citation-role summary
citation-polarity summary
roles
background 1polarities
background 1representative citing papers
Book-level memorization varies sharply across LLMs: most books escape most models, yet Llama 3.1 70B can reproduce Harry Potter almost entirely from a six-token seed prompt.
The paper identifies seven asymmetries in access to AI evidence and proposes a three-part test for courts to resolve disclosure disputes using proportionality and reasonable alternatives.
Taxation of AI activities can correct externalities, redistribute costs and gains, and support regulation, though instruments like corporate taxes, consumption taxes, and excises vary in feasibility, measurement challenges, and effects on innovation.
citing papers explorer
-
A governance horizon for ethical-use constraints in open-weight AI models
Ethical constraint evidence on open-weight AI models decays with a half-life of 1.31 derivation steps on Hugging Face, creating a governance horizon at seven generations where 80% of models lack traceable information.
-
Extracting memorized pieces of (copyrighted) books from open-weight language models
Book-level memorization varies sharply across LLMs: most books escape most models, yet Llama 3.1 70B can reproduce Harry Potter almost entirely from a six-token seed prompt.
-
Barriers to Evidence in AI-Related Cases and the Privatization of Proof
The paper identifies seven asymmetries in access to AI evidence and proposes a three-part test for courts to resolve disclosure disputes using proportionality and reasonable alternatives.
-
Taxing Artificial Intelligence
Taxation of AI activities can correct externalities, redistribute costs and gains, and support regulation, though instruments like corporate taxes, consumption taxes, and excises vary in feasibility, measurement challenges, and effects on innovation.