Triple

T21802058
Position Surface form Disambiguated ID Type / Status
Subject IOSCO Principles of Securities Regulation E538260 entity
Predicate hasComponent P35 FINISHED
Object Principle 23
Principle 23 is a core standard within the IOSCO Principles of Securities Regulation that sets expectations for how securities regulators should oversee and regulate market intermediaries to ensure fair, efficient, and sound markets.
E1505231 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: Principle 23 | Statement: [IOSCO Principles of Securities Regulation, hasComponent, Principle 23]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Principle 23
Context triple: [IOSCO Principles of Securities Regulation, hasComponent, Principle 23]
  • A. Principle 21
    Principle 21 is an IOSCO securities regulation standard that sets expectations for regulators’ oversight of market intermediaries, including their licensing, conduct, and ongoing supervision to protect investors and market integrity.
  • B. Principle 19
    Principle 19 is an IOSCO securities regulation standard that focuses on ensuring robust, transparent, and fair processes for the regulation and oversight of market intermediaries.
  • C. Principle 32
    Principle 32 is a core standard within the IOSCO Principles of Securities Regulation that sets expectations for the effective regulation and oversight of collective investment schemes to protect investors and promote fair, efficient markets.
  • D. Principle 30
    Principle 30 is a core standard within the IOSCO Principles of Securities Regulation that sets expectations for the regulation and oversight of collective investment schemes to ensure investor protection and market integrity.
  • E. Principle 13
    Principle 13 is a core standard within the IOSCO Principles of Securities Regulation that sets requirements for the regulation and oversight of collective investment schemes to protect investors and ensure fair, efficient markets.
  • 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: Principle 23
Triple: [IOSCO Principles of Securities Regulation, hasComponent, Principle 23]
Generated description
Principle 23 is a core standard within the IOSCO Principles of Securities Regulation that sets expectations for how securities regulators should oversee and regulate market intermediaries to ensure fair, efficient, and sound markets.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Principle 23
Target entity description: Principle 23 is a core standard within the IOSCO Principles of Securities Regulation that sets expectations for how securities regulators should oversee and regulate market intermediaries to ensure fair, efficient, and sound markets.
  • A. Principle 21
    Principle 21 is an IOSCO securities regulation standard that sets expectations for regulators’ oversight of market intermediaries, including their licensing, conduct, and ongoing supervision to protect investors and market integrity.
  • B. Principle 19
    Principle 19 is an IOSCO securities regulation standard that focuses on ensuring robust, transparent, and fair processes for the regulation and oversight of market intermediaries.
  • C. Principle 32
    Principle 32 is a core standard within the IOSCO Principles of Securities Regulation that sets expectations for the effective regulation and oversight of collective investment schemes to protect investors and promote fair, efficient markets.
  • D. Principle 30
    Principle 30 is a core standard within the IOSCO Principles of Securities Regulation that sets expectations for the regulation and oversight of collective investment schemes to ensure investor protection and market integrity.
  • E. Principle 13
    Principle 13 is a core standard within the IOSCO Principles of Securities Regulation that sets requirements for the regulation and oversight of collective investment schemes to protect investors and ensure fair, efficient markets.
  • 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_69e0c4733f4081909a86622e7e6d15d2 completed April 16, 2026, 11:13 a.m.
NER Named-entity recognition batch_69f0780062688190a6c3a2a0364f0f77 completed April 28, 2026, 9:04 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0a4bbe705c8190bea217252ffc9932 completed May 17, 2026, 11:14 p.m.
NEDg Description generation batch_6a0a4d6907d881909a93309f31dd4858 completed May 17, 2026, 11:21 p.m.
NED2 Entity disambiguation (via description) batch_6a0a4e1bc7c08190b7102b978313cf90 completed May 17, 2026, 11:24 p.m.
Created at: April 16, 2026, 6:53 p.m.