Triple

T21802300
Position Surface form Disambiguated ID Type / Status
Subject IOSCO Multilateral Memorandum of Understanding E538265 entity
Predicate relatedTo P37 FINISHED
Object IOSCO Enhanced Multilateral Memorandum of Understanding — NE NERFINISHED

How this triple was built (3 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: IOSCO Enhanced Multilateral Memorandum of Understanding | Statement: [IOSCO Multilateral Memorandum of Understanding, relatedTo, IOSCO Enhanced Multilateral Memorandum of Understanding]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: IOSCO Enhanced Multilateral Memorandum of Understanding
Context triple: [IOSCO Multilateral Memorandum of Understanding, relatedTo, IOSCO Enhanced Multilateral Memorandum of Understanding]
  • A. IOSCO Multilateral Memorandum of Understanding
    The IOSCO Multilateral Memorandum of Understanding is a global enforcement and information-sharing agreement that facilitates cross-border cooperation among securities regulators to combat securities fraud and protect investors.
  • B. IOSCO Resolutions
    IOSCO Resolutions are formal decisions and standards adopted by the International Organization of Securities Commissions that guide global securities regulation and the work of its policy committees.
  • C. IOSCO Principles of Securities Regulation
    The IOSCO Principles of Securities Regulation are a globally recognized set of core standards that guide the regulation, supervision, and oversight of securities markets to promote investor protection, market integrity, and financial stability.
  • D. IOSCO Principles for Financial Benchmarks
    IOSCO Principles for Financial Benchmarks are a globally recognized set of standards issued by the International Organization of Securities Commissions to promote the integrity, transparency, and reliability of financial benchmarks used in global markets.
  • E. International Organization of Securities Commissions
    The International Organization of Securities Commissions (IOSCO) is a global standard-setting body that brings together securities regulators from around the world to develop and promote high standards for securities markets and investor protection.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: IOSCO Enhanced Multilateral Memorandum of Understanding
Target entity description: The IOSCO Enhanced Multilateral Memorandum of Understanding is an upgraded global framework for cooperation and information-sharing among securities regulators, designed to strengthen cross-border enforcement and oversight of securities markets.
  • A. IOSCO Multilateral Memorandum of Understanding chosen
    The IOSCO Multilateral Memorandum of Understanding is a global enforcement and information-sharing agreement that facilitates cross-border cooperation among securities regulators to combat securities fraud and protect investors.
  • B. IOSCO Resolutions
    IOSCO Resolutions are formal decisions and standards adopted by the International Organization of Securities Commissions that guide global securities regulation and the work of its policy committees.
  • C. IOSCO Principles of Securities Regulation
    The IOSCO Principles of Securities Regulation are a globally recognized set of core standards that guide the regulation, supervision, and oversight of securities markets to promote investor protection, market integrity, and financial stability.
  • D. IOSCO Principles for Financial Benchmarks
    IOSCO Principles for Financial Benchmarks are a globally recognized set of standards issued by the International Organization of Securities Commissions to promote the integrity, transparency, and reliability of financial benchmarks used in global markets.
  • E. International Organization of Securities Commissions
    The International Organization of Securities Commissions (IOSCO) is a global standard-setting body that brings together securities regulators from around the world to develop and promote high standards for securities markets and investor protection.
  • F. None of above.

Provenance (2 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69e0c4733f4081909a86622e7e6d15d2 completed April 16, 2026, 11:13 a.m.
NER Named-entity recognition batch_69f0780062688190a6c3a2a0364f0f77 completed April 28, 2026, 9:04 a.m.
Created at: April 16, 2026, 6:53 p.m.