Triple

T1956587
Position Surface form Disambiguated ID Type / Status
Subject Saudi Vision 2030 E42282 entity
Predicate includesProgram P1393 FINISHED
Object Financial Sector Development Program
The Financial Sector Development Program is a key Saudi initiative aimed at modernizing and expanding the Kingdom’s financial system to support economic diversification and private-sector growth.
E218495 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: Financial Sector Development Program | Statement: [Saudi Vision 2030, includesProgram, Financial Sector Development Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Financial Sector Development Program
Context triple: [Saudi Vision 2030, includesProgram, Financial Sector Development Program]
  • A. Project-Based Voucher Program
    The Project-Based Voucher Program is a federal housing assistance initiative in which rental subsidies are attached to specific privately owned units to provide long-term affordable housing for low-income households.
  • B. Community Development Financial Institutions Fund
    The Community Development Financial Institutions Fund is a U.S. government program that promotes economic revitalization and community development by providing financial and technical assistance to mission-driven lenders serving low-income and underserved communities.
  • C. Worker Training Program
    The Worker Training Program is a National Institute of Environmental Health Sciences initiative that provides health and safety training to workers involved in hazardous materials handling, emergency response, and environmental cleanup.
  • D. School of Finance
    The School of Finance is an academic unit of Zhongnan University of Economics and Law specializing in education and research in finance and related economic disciplines.
  • E. Financial Industry Regulatory Authority
    The Financial Industry Regulatory Authority (FINRA) is a U.S. self-regulatory organization that oversees brokerage firms and their registered representatives to protect investors and maintain fair, orderly securities 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: Financial Sector Development Program
Triple: [Saudi Vision 2030, includesProgram, Financial Sector Development Program]
Generated description
The Financial Sector Development Program is a key Saudi initiative aimed at modernizing and expanding the Kingdom’s financial system to support economic diversification and private-sector growth.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Financial Sector Development Program
Target entity description: The Financial Sector Development Program is a key Saudi initiative aimed at modernizing and expanding the Kingdom’s financial system to support economic diversification and private-sector growth.
  • A. Project-Based Voucher Program
    The Project-Based Voucher Program is a federal housing assistance initiative in which rental subsidies are attached to specific privately owned units to provide long-term affordable housing for low-income households.
  • B. Community Development Financial Institutions Fund
    The Community Development Financial Institutions Fund is a U.S. government program that promotes economic revitalization and community development by providing financial and technical assistance to mission-driven lenders serving low-income and underserved communities.
  • C. Worker Training Program
    The Worker Training Program is a National Institute of Environmental Health Sciences initiative that provides health and safety training to workers involved in hazardous materials handling, emergency response, and environmental cleanup.
  • D. School of Finance
    The School of Finance is an academic unit of Zhongnan University of Economics and Law specializing in education and research in finance and related economic disciplines.
  • E. Financial Industry Regulatory Authority
    The Financial Industry Regulatory Authority (FINRA) is a U.S. self-regulatory organization that oversees brokerage firms and their registered representatives to protect investors and maintain fair, orderly securities 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_69a8870eea088190a38781990812a9bc completed March 4, 2026, 7:25 p.m.
NER Named-entity recognition batch_69abb37b4a38819099f98be92be91ade completed March 7, 2026, 5:11 a.m.
NED1 Entity disambiguation (via context triple) batch_69adfbca5a7081908f3fa8eaa8f5aa3d completed March 8, 2026, 10:44 p.m.
NEDg Description generation batch_69adfc6bd8e08190a065a89ab3412126 completed March 8, 2026, 10:47 p.m.
NED2 Entity disambiguation (via description) batch_69adfcee414c8190b1a0574f6bd55602 completed March 8, 2026, 10:49 p.m.
Created at: March 4, 2026, 7:36 p.m.