Triple

T11861260
Position Surface form Disambiguated ID Type / Status
Subject HUD 4000.1 Single Family Housing Policy Handbook E282162 entity
Predicate appliesTo P1129 FINISHED
Object FHA Title II forward mortgages
FHA Title II forward mortgages are government-insured home loans for purchasing or refinancing one- to four-family residences, designed to expand access to affordable mortgage credit for eligible borrowers.
E7194 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: FHA Title II forward mortgages | Statement: [HUD 4000.1 Single Family Housing Policy Handbook, appliesTo, FHA Title II forward mortgages]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: FHA Title II forward mortgages
Context triple: [HUD 4000.1 Single Family Housing Policy Handbook, appliesTo, FHA Title II forward mortgages]
  • A. FHA 203(b) basic home mortgage program
    The FHA 203(b) basic home mortgage program is the Federal Housing Administration’s primary loan insurance program that helps homebuyers, particularly first-time and lower-income borrowers, obtain affordable, low–down payment mortgages for one- to four-family homes.
  • B. FHA 203(k) rehabilitation mortgage insurance program
    The FHA 203(k) rehabilitation mortgage insurance program is a U.S. government-backed loan option that allows homebuyers and homeowners to finance both the purchase (or refinance) of a property and the cost of its repairs or renovations into a single mortgage.
  • C. Section 235 homeownership assistance program
    The Section 235 homeownership assistance program was a federal initiative that subsidized mortgage interest to help low- and moderate-income families purchase homes.
  • D. Housing and Home Finance Agency
    The Housing and Home Finance Agency was a former U.S. federal agency that coordinated national housing, urban development, and home financing programs before its functions were absorbed into the Department of Housing and Urban Development (HUD).
  • E. Home Mortgage Disclosure Act
    The Home Mortgage Disclosure Act is a U.S. federal law that requires financial institutions to publicly report data on home mortgage lending to help identify discriminatory lending patterns and ensure fair access to credit.
  • 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: FHA Title II forward mortgages
Triple: [HUD 4000.1 Single Family Housing Policy Handbook, appliesTo, FHA Title II forward mortgages]
Generated description
FHA Title II forward mortgages are government-insured home loans for purchasing or refinancing one- to four-family residences, designed to expand access to affordable mortgage credit for eligible borrowers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: FHA Title II forward mortgages
Target entity description: FHA Title II forward mortgages are government-insured home loans for purchasing or refinancing one- to four-family residences, designed to expand access to affordable mortgage credit for eligible borrowers.
  • A. FHA 203(b) basic home mortgage program chosen
    The FHA 203(b) basic home mortgage program is the Federal Housing Administration’s primary loan insurance program that helps homebuyers, particularly first-time and lower-income borrowers, obtain affordable, low–down payment mortgages for one- to four-family homes.
  • B. FHA 203(k) rehabilitation mortgage insurance program
    The FHA 203(k) rehabilitation mortgage insurance program is a U.S. government-backed loan option that allows homebuyers and homeowners to finance both the purchase (or refinance) of a property and the cost of its repairs or renovations into a single mortgage.
  • C. Section 235 homeownership assistance program
    The Section 235 homeownership assistance program was a federal initiative that subsidized mortgage interest to help low- and moderate-income families purchase homes.
  • D. Housing and Home Finance Agency
    The Housing and Home Finance Agency was a former U.S. federal agency that coordinated national housing, urban development, and home financing programs before its functions were absorbed into the Department of Housing and Urban Development (HUD).
  • E. Home Mortgage Disclosure Act
    The Home Mortgage Disclosure Act is a U.S. federal law that requires financial institutions to publicly report data on home mortgage lending to help identify discriminatory lending patterns and ensure fair access to credit.
  • 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_69d6ab287ba48190a5178779fd19b9b7 completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d8a69b16bc8190999a0c1240f9ce6a completed April 10, 2026, 7:28 a.m.
NED1 Entity disambiguation (via context triple) batch_69f281745ca88190968e1f674d0e483c completed April 29, 2026, 10:08 p.m.
NEDg Description generation batch_69f28a92ac90819092eef473a49d329e completed April 29, 2026, 10:47 p.m.
NED2 Entity disambiguation (via description) batch_69f28c462d888190a43e042b00921dbe completed April 29, 2026, 10:55 p.m.
Created at: April 8, 2026, 9:43 p.m.