Triple

T5678407
Position Surface form Disambiguated ID Type / Status
Subject International Organization of Securities Commissions E125140 entity
Predicate hasLegalInstrument P9087 FINISHED
Object 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.
E538265 NE FINISHED

How this triple was built (4 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 Multilateral Memorandum of Understanding | Statement: [International Organization of Securities Commissions, hasLegalInstrument, IOSCO Multilateral Memorandum of Understanding]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: IOSCO Multilateral Memorandum of Understanding
Context triple: [International Organization of Securities Commissions, hasLegalInstrument, IOSCO Multilateral Memorandum of Understanding]
  • A. 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.
  • B. European Market Infrastructure Regulation
    The European Market Infrastructure Regulation is an EU legislative framework that increases transparency and reduces systemic risk in over-the-counter derivatives and other financial markets through central clearing, reporting, and risk mitigation requirements.
  • C. Markets in Financial Instruments Directive II
    Markets in Financial Instruments Directive II (MiFID II) is a comprehensive European Union regulatory framework that strengthens investor protection and transparency in financial markets by governing how investment services are provided and traded across the EU.
  • D. Principles for Financial Market Infrastructures
    Principles for Financial Market Infrastructures is an international standard that sets out risk-management and operational guidelines for systemically important payment, clearing, and settlement systems to promote the safety and efficiency of global financial markets.
  • E. Joint Committee of the European Supervisory Authorities
    The Joint Committee of the European Supervisory Authorities is a forum that brings together the EU’s three financial supervisory authorities to coordinate cross-sectoral regulation and supervision across banking, securities, and insurance/pensions.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: IOSCO Multilateral Memorandum of Understanding
Triple: [International Organization of Securities Commissions, hasLegalInstrument, IOSCO Multilateral Memorandum of Understanding]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: IOSCO Multilateral Memorandum of Understanding
Target entity description: 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.
  • A. 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.
  • B. European Market Infrastructure Regulation
    The European Market Infrastructure Regulation is an EU legislative framework that increases transparency and reduces systemic risk in over-the-counter derivatives and other financial markets through central clearing, reporting, and risk mitigation requirements.
  • C. Markets in Financial Instruments Directive II
    Markets in Financial Instruments Directive II (MiFID II) is a comprehensive European Union regulatory framework that strengthens investor protection and transparency in financial markets by governing how investment services are provided and traded across the EU.
  • D. Principles for Financial Market Infrastructures
    Principles for Financial Market Infrastructures is an international standard that sets out risk-management and operational guidelines for systemically important payment, clearing, and settlement systems to promote the safety and efficiency of global financial markets.
  • E. Joint Committee of the European Supervisory Authorities
    The Joint Committee of the European Supervisory Authorities is a forum that brings together the EU’s three financial supervisory authorities to coordinate cross-sectoral regulation and supervision across banking, securities, and insurance/pensions.
  • F. None of above. chosen

Provenance (5 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_69c008295c808190acfe78915e7d656a completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c0239437108190ad6a5a14636b4597 completed March 22, 2026, 5:15 p.m.
NED1 Entity disambiguation (via context triple) batch_69c04dbbbe9081908d1915b898722c18 completed March 22, 2026, 8:14 p.m.
NEDg Description generation batch_69c04ee0ee6c81908f5959bdba54a7ec completed March 22, 2026, 8:19 p.m.
NED2 Entity disambiguation (via description) batch_69c04fb8ddfc8190a95b86972e659403 completed March 22, 2026, 8:23 p.m.
Created at: March 22, 2026, 3:44 p.m.