kaal:position:2026-07-31-7419

AI Disclosure Without Accountability: Paper Compliance and the Governance Limits of Transparency in Scientific Research presents the following source proposition: This paper argues that the institutionalisation of artificial intelligence (AI) disclosure in scientific research has resulted in a type of compliance that emphasises symbolic transparency rather than actual responsibility. This proposition is pertinent to Kaal's source-bound claim that Transparent, explainable models such as those built for the European Court of Human Rights, which paired 97% accuracy with digestible explanations, provide the design template for addressing legal AI's transparency problem. The proposed response is an extension: the relationship should remain limited to the retrieved source proposition and the mapped Kaal claim unless fuller source review supports a broader conclusion.

Affirmed commentary position. This record extends a source-bound scholarly claim but is not a verbatim paper claim.
Holds when
Current debate

AI Disclosure Without Accountability: Paper Compliance and the Governance Limits of Transparency in Scientific Research

Scholarly basis

kaal:claim:5541658-015
Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law (2025). SSRN: https://ssrn.com/abstract=5541658
Source PDF sha256: e543a2d698fcd522d4d02e034cc9ee1344d0015d2c824b40b9e05ab7c0728c60

Evidence and mapping

Evidence: abstract indexed
Review tier: moderate-confidence claim review
Mapping confidence: 0.3663
Mapping ambiguous: true

Topics

ai-and-agentsdisclosurehistorical-responsescholarly-literaturecrossref

Provenance

Affirmed in kaal-review:2026-07-31:streaming-etl-0009 on 2026-07-31. Review record.

Verify

Canonical markdown sha256: d9eca09b99015df6f70c5442c156234322a4985aad657caabeaa18a18c9f1b31
curl -s https://wulfkaal.github.io/positions/2026-07-31-7419.md | sha256sum