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.