Triple

T527085
Position Surface form Disambiguated ID Type / Status
Subject Housing and Economic Recovery Act of 2008 E10942 entity
Predicate includesProvision P1393 FINISHED
Object FHA modernization measures
FHA modernization measures are reforms aimed at updating and strengthening the Federal Housing Administration’s mortgage insurance programs to expand access to affordable homeownership and improve the agency’s financial stability.
E65832 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 modernization measures | Statement: [Housing and Economic Recovery Act of 2008, includesProvision, FHA modernization measures]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: FHA modernization measures
Context triple: [Housing and Economic Recovery Act of 2008, includesProvision, FHA modernization measures]
  • A. 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.
  • B. Cranston-Gonzalez National Affordable Housing Act
    The Cranston-Gonzalez National Affordable Housing Act is a landmark 1990 U.S. federal law that expanded and restructured housing assistance programs to increase the supply of affordable housing for low- and moderate-income households.
  • C. Riegle Community Development and Regulatory Improvement Act of 1994
    The Riegle Community Development and Regulatory Improvement Act of 1994 is a U.S. federal law aimed at promoting community development and financial services in underserved areas, notably by establishing the Community Development Financial Institutions (CDFI) Fund.
  • D. 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.
  • E. Community Reinvestment Act
    The Community Reinvestment Act is a U.S. federal law enacted in 1977 that encourages banks to help meet the credit needs of the communities in which they operate, particularly low- and moderate-income neighborhoods.
  • 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 modernization measures
Triple: [Housing and Economic Recovery Act of 2008, includesProvision, FHA modernization measures]
Generated description
FHA modernization measures are reforms aimed at updating and strengthening the Federal Housing Administration’s mortgage insurance programs to expand access to affordable homeownership and improve the agency’s financial stability.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: FHA modernization measures
Target entity description: FHA modernization measures are reforms aimed at updating and strengthening the Federal Housing Administration’s mortgage insurance programs to expand access to affordable homeownership and improve the agency’s financial stability.
  • A. 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.
  • B. Cranston-Gonzalez National Affordable Housing Act
    The Cranston-Gonzalez National Affordable Housing Act is a landmark 1990 U.S. federal law that expanded and restructured housing assistance programs to increase the supply of affordable housing for low- and moderate-income households.
  • C. Riegle Community Development and Regulatory Improvement Act of 1994
    The Riegle Community Development and Regulatory Improvement Act of 1994 is a U.S. federal law aimed at promoting community development and financial services in underserved areas, notably by establishing the Community Development Financial Institutions (CDFI) Fund.
  • D. 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.
  • E. Community Reinvestment Act
    The Community Reinvestment Act is a U.S. federal law enacted in 1977 that encourages banks to help meet the credit needs of the communities in which they operate, particularly low- and moderate-income neighborhoods.
  • 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_69a2e84b16c4819088d284c47c3a7968 completed Feb. 28, 2026, 1:06 p.m.
NER Named-entity recognition batch_69a2f1d2851c81908129f7da932ab7b3 completed Feb. 28, 2026, 1:46 p.m.
NED1 Entity disambiguation (via context triple) batch_69a4b24157608190b4c7df2cae453a1f completed March 1, 2026, 9:40 p.m.
NEDg Description generation batch_69a4b4117f60819093b6eed4e9eb4630 completed March 1, 2026, 9:48 p.m.
NED2 Entity disambiguation (via description) batch_69a4b476ecc881909ff7efbb3299ace3 completed March 1, 2026, 9:49 p.m.
Created at: Feb. 28, 2026, 1:12 p.m.