Triple

T1956588
Position Surface form Disambiguated ID Type / Status
Subject Saudi Vision 2030 E42282 entity
Predicate includesProgram P1393 FINISHED
Object Housing Program
The Housing Program is a Saudi government initiative under Vision 2030 aimed at increasing homeownership, improving housing quality, and developing a sustainable, accessible residential real estate sector.
 E218496 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: Housing Program | Statement: [Saudi Vision 2030, includesProgram, Housing Program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Housing Program
Context triple: [Saudi Vision 2030, includesProgram, Housing Program]
  • A. Housing Trust Fund
    The Housing Trust Fund is a federal affordable housing program that provides grants to states to produce, preserve, and rehabilitate housing for extremely low- and very low-income households.
  • B. Section 8 Housing Choice Voucher Program
    The Section 8 Housing Choice Voucher Program is a federal rental assistance initiative that helps low-income families, the elderly, and people with disabilities afford safe, decent housing in the private market.
  • C. HOPE for Homeowners program
    The HOPE for Homeowners program was a federal initiative designed to help struggling U.S. homeowners avoid foreclosure by refinancing into more affordable, government-insured mortgages.
  • D. Housing Bureau
    The Housing Bureau is a specialized division of the New York City Police Department responsible for policing and ensuring safety within the city's public housing developments.
  • E. Office of Housing
    The Office of Housing is a major division within the U.S. Department of Housing and Urban Development responsible for federal housing programs, including mortgage insurance, multifamily housing, and regulatory oversight of housing-related activities.
  • 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: Housing Program
Triple: [Saudi Vision 2030, includesProgram, Housing Program]
Generated description
The Housing Program is a Saudi government initiative under Vision 2030 aimed at increasing homeownership, improving housing quality, and developing a sustainable, accessible residential real estate sector.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Housing Program
Target entity description: The Housing Program is a Saudi government initiative under Vision 2030 aimed at increasing homeownership, improving housing quality, and developing a sustainable, accessible residential real estate sector.
  • A. Housing Trust Fund
    The Housing Trust Fund is a federal affordable housing program that provides grants to states to produce, preserve, and rehabilitate housing for extremely low- and very low-income households.
  • B. Section 8 Housing Choice Voucher Program
    The Section 8 Housing Choice Voucher Program is a federal rental assistance initiative that helps low-income families, the elderly, and people with disabilities afford safe, decent housing in the private market.
  • C. HOPE for Homeowners program
    The HOPE for Homeowners program was a federal initiative designed to help struggling U.S. homeowners avoid foreclosure by refinancing into more affordable, government-insured mortgages.
  • D. Housing Bureau
    The Housing Bureau is a specialized division of the New York City Police Department responsible for policing and ensuring safety within the city's public housing developments.
  • E. Office of Housing
    The Office of Housing is a major division within the U.S. Department of Housing and Urban Development responsible for federal housing programs, including mortgage insurance, multifamily housing, and regulatory oversight of housing-related activities.
  • 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.