AI Hallucination ResearchRegulatorsGlobal standard-settersINTUNTC › BBNJ-HIGH-SEAS-BIODIVERSITY-AGREEMENT-2023

Agreement under the United Nations Convention on the Law of the Sea on the Conservation and Sustainable Use of Marine Biological Diversity of Areas beyond National Jurisdiction (BBNJ Agreement / High Seas Treaty)

United Nations Treaty Collection (Office of Legal Affairs, Treaty Section) (UNTC)
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This paper presents findings from RegLeg's hallucination research on the Agreement under the United Nations Convention on the Law of the Sea on the Conservation and Sustainable Use of Marine Biological Diversity of Areas Beyond National Jurisdiction (2023), administered by...

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Hallucination Shape
(5 Response Hallucination + 15 Citation Hallucination = 20 Hallucination findings)

Citation Hallucination Modes (15 failures)

Fabricated 0
Pretextual 5
Contradictory 10
Hover any mode chip for definition · methodology

Hallucination findings

5 finding cards across 2 AI Models — covering 5 Response Hallucinations + 15 Citation Hallucinations (20 hallucination failures total). Each card pairs the AI's answer against the authenticated regulator-text excerpt that contradicts it, and flags every AI-cited source as Fabricated / Pretextual / Contradictory.

Model: Claude Opus 4.7 (web search on) · published 2026-05-31 · Misstated Rule
RLB-H-INT-UNTC-BBNJ-HIGH-SEAS-BIODIVERSITY-AGREEMENT-2023-Q003-Opus47
Does the BBNJ Agreement apply to samples of marine genetic resources collected from the high seas before the agreement entered into force?
Claude Opus 4.7 (web search on) answered
Article 10(1) extends the MGR/benefit-sharing rules to the utilization of marine genetic resources and digital sequence information of ABNJ collected or generated before the Agreement's entry into force, unless a Party makes a written exception
Regulator text says
Article 10(1) — MGR and DSI provisions apply only to resources 'collected and generated after the entry into force of this Agreement for each Party'
Model: Claude Opus 4.7 (web search on) · published 2026-05-31 · Misattributed
RLB-H-INT-UNTC-BBNJ-HIGH-SEAS-BIODIVERSITY-AGREEMENT-2023-Q005-Opus47
Can the BBNJ Agreement's Conference of the Parties declare a marine protected area in an international shipping lane in a way that restricts vessel transit rights?
Claude Opus 4.7 (web search on) answered
Article 8 requires consistency with UNCLOS and 'shall not undermine' relevant legal instruments and bodies (including IMO)
Regulator text says
Article 22(2): the Conference of the Parties 'shall respect the competences of, and not undermine, relevant legal instruments and frameworks and relevant global, regional, subregional and sectoral bodies' when making decisions on area-based management tools
Model: Claude Sonnet 4.6 (web search on) · published 2026-05-31 · Inference Drift
RLB-H-INT-UNTC-BBNJ-HIGH-SEAS-BIODIVERSITY-AGREEMENT-2023-Q001-Sonnet46
At what threshold must a planned high-seas activity undergo an environmental impact assessment under the BBNJ Agreement's screening provision, and what is the correct article reference?
Claude Sonnet 4.6 (web search on) answered
if it is likely to have more than a 'minor or transitory' effect on the marine environment, or if potential effects are uncertain or not well understood
Regulator text says
Parties shall ensure environmental impact assessments for activities that 'may have more than a minor or transitory effect on the marine environment, or the effects of which are unknown or poorly understood'
Model: Claude Sonnet 4.6 (web search on) · published 2026-05-31 · Misstated Rule
RLB-H-INT-UNTC-BBNJ-HIGH-SEAS-BIODIVERSITY-AGREEMENT-2023-Q003-Sonnet46
Does the BBNJ Agreement apply to marine genetic resources collected before the agreement entered into force, or does it operate prospectively only?
Claude Sonnet 4.6 (web search on) answered
the benefit-sharing obligations apply to the utilisation of marine genetic resources...collected or generated from areas beyond national jurisdiction at any time before entry into force — not just after...a Party may opt out of this retroactive application
Regulator text says
Article 10(1) — MGR and DSI provisions apply only to resources 'collected and generated after the entry into force of this Agreement for each Party'; most parties formally declared this non-retroactivity exception
Model: Claude Sonnet 4.6 (web search on) · published 2026-05-31 · Misattributed
RLB-H-INT-UNTC-BBNJ-HIGH-SEAS-BIODIVERSITY-AGREEMENT-2023-Q004-Sonnet46
Does the BBNJ Agreement's benefit-sharing framework cover digital sequence information derived from marine organisms in international waters, and under which article?
Claude Sonnet 4.6 (web search on) answered
Under Article 15.5 and related provisions, DSI generated from high-seas MGRs is subject to fair and equitable benefit sharing
Regulator text says
Article 14(1): benefits arising from activities related to MGRs in ABNJ 'and their digital sequence information shall be shared in a fair and equitable manner'

Affected audiences

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Biotechnology × Compliance
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