Triple

T1140853
Position Surface form Disambiguated ID Type / Status
Subject FINRA Arbitration Forum E23445 entity
Predicate relatedTo P37 FINISHED
Object FINRA Dispute Resolution Services
FINRA Dispute Resolution Services is the forum operated by the Financial Industry Regulatory Authority that administers arbitration and mediation for resolving disputes between investors, brokers, and brokerage firms in the U.S. financial industry.
E23445 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: FINRA Dispute Resolution Services | Statement: [FINRA Arbitration Forum, relatedTo, FINRA Dispute Resolution Services]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: FINRA Dispute Resolution Services
Context triple: [FINRA Arbitration Forum, relatedTo, FINRA Dispute Resolution Services]
  • A. FINRA Arbitration Forum
    The FINRA Arbitration Forum is a dispute resolution venue where investors and financial firms resolve securities-related conflicts through arbitration and mediation overseen by the Financial Industry Regulatory Authority.
  • B. FINRA Code of Arbitration Procedure
    The FINRA Code of Arbitration Procedure is a set of rules established by the Financial Industry Regulatory Authority that governs how disputes between investors, brokers, and brokerage firms are resolved through arbitration.
  • C. FINRA
    FINRA is a U.S. self-regulatory organization that oversees brokerage firms and exchange markets to protect investors and maintain market integrity.
  • D. FINRA Technology Department
    The FINRA Technology Department is the internal technology organization of the Financial Industry Regulatory Authority responsible for developing, operating, and supporting its regulatory and compliance systems and infrastructure.
  • E. Division of Trading and Markets of the SEC
    The Division of Trading and Markets of the SEC is the unit responsible for overseeing and regulating U.S. securities markets, broker-dealers, and key market infrastructure to ensure fair, orderly, and efficient trading.
  • 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: FINRA Dispute Resolution Services
Triple: [FINRA Arbitration Forum, relatedTo, FINRA Dispute Resolution Services]
Generated description
FINRA Dispute Resolution Services is the forum operated by the Financial Industry Regulatory Authority that administers arbitration and mediation for resolving disputes between investors, brokers, and brokerage firms in the U.S. financial industry.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: FINRA Dispute Resolution Services
Target entity description: FINRA Dispute Resolution Services is the forum operated by the Financial Industry Regulatory Authority that administers arbitration and mediation for resolving disputes between investors, brokers, and brokerage firms in the U.S. financial industry.
  • A. FINRA Arbitration Forum chosen
    The FINRA Arbitration Forum is a dispute resolution venue where investors and financial firms resolve securities-related conflicts through arbitration and mediation overseen by the Financial Industry Regulatory Authority.
  • B. FINRA Code of Arbitration Procedure
    The FINRA Code of Arbitration Procedure is a set of rules established by the Financial Industry Regulatory Authority that governs how disputes between investors, brokers, and brokerage firms are resolved through arbitration.
  • C. FINRA
    FINRA is a U.S. self-regulatory organization that oversees brokerage firms and exchange markets to protect investors and maintain market integrity.
  • D. FINRA Technology Department
    The FINRA Technology Department is the internal technology organization of the Financial Industry Regulatory Authority responsible for developing, operating, and supporting its regulatory and compliance systems and infrastructure.
  • E. Division of Trading and Markets of the SEC
    The Division of Trading and Markets of the SEC is the unit responsible for overseeing and regulating U.S. securities markets, broker-dealers, and key market infrastructure to ensure fair, orderly, and efficient trading.
  • F. None of above.

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_69a493ef399c8190b04b9146d2314f59 completed March 1, 2026, 7:30 p.m.
NER Named-entity recognition batch_69a4bc290ae08190afbf7e7ea2100d9e completed March 1, 2026, 10:22 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac5eaf952c81908c45b511f0231340 completed March 7, 2026, 5:21 p.m.
NEDg Description generation batch_69ac5f15c2808190905e40c6db9d957c completed March 7, 2026, 5:23 p.m.
NED2 Entity disambiguation (via description) batch_69ac633749008190bae63644d5ee7cea completed March 7, 2026, 5:41 p.m.
Created at: March 1, 2026, 7:44 p.m.