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.