Triple
T85230
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Aid to Dependent Children |
E1715
|
entity |
| Predicate | replacedBy |
P101
|
FINISHED |
| Object |
Temporary Assistance for Needy Families
Temporary Assistance for Needy Families is a U.S. federal assistance program that provides time-limited cash aid and work support services to low-income families with children.
|
E8045
|
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: Temporary Assistance for Needy Families | Statement: [Aid to Dependent Children, replacedBy, Temporary Assistance for Needy Families]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Temporary Assistance for Needy Families Context triple: [Aid to Dependent Children, replacedBy, Temporary Assistance for Needy Families]
-
A.
Aid to Dependent Children
Aid to Dependent Children was a New Deal-era federal assistance program that provided cash support to low-income families with children, particularly single-mother households, in the United States.
-
B.
Public Housing Administration
The Public Housing Administration was a U.S. federal agency responsible for financing and overseeing the development and management of low-rent public housing projects in the mid-20th century.
-
C.
Federal Emergency Relief Administration
The Federal Emergency Relief Administration was a New Deal agency that provided direct relief and work relief to millions of unemployed Americans during the Great Depression.
-
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.
United States Department of Housing and Urban Development
The United States Department of Housing and Urban Development is a federal executive agency responsible for national policies and programs that address housing needs, fair housing laws, and urban development.
- 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: Temporary Assistance for Needy Families Triple: [Aid to Dependent Children, replacedBy, Temporary Assistance for Needy Families]
Generated description
Temporary Assistance for Needy Families is a U.S. federal assistance program that provides time-limited cash aid and work support services to low-income families with children.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Temporary Assistance for Needy Families Target entity description: Temporary Assistance for Needy Families is a U.S. federal assistance program that provides time-limited cash aid and work support services to low-income families with children.
-
A.
Aid to Dependent Children
Aid to Dependent Children was a New Deal-era federal assistance program that provided cash support to low-income families with children, particularly single-mother households, in the United States.
-
B.
Public Housing Administration
The Public Housing Administration was a U.S. federal agency responsible for financing and overseeing the development and management of low-rent public housing projects in the mid-20th century.
-
C.
Federal Emergency Relief Administration
The Federal Emergency Relief Administration was a New Deal agency that provided direct relief and work relief to millions of unemployed Americans during the Great Depression.
-
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.
United States Department of Housing and Urban Development
The United States Department of Housing and Urban Development is a federal executive agency responsible for national policies and programs that address housing needs, fair housing laws, and urban development.
- 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_69a24c8150408190910a693eb51c1f71 |
completed | Feb. 28, 2026, 2:01 a.m. |
| NER | Named-entity recognition | batch_69a24f4e73c081908d2da146226ef05e |
completed | Feb. 28, 2026, 2:13 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a26243abb881908e732c8f885cc694 |
completed | Feb. 28, 2026, 3:34 a.m. |
| NEDg | Description generation | batch_69a262b29fc88190a1562e4dbe10d438 |
completed | Feb. 28, 2026, 3:36 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a2634c236c8190b4259962acf4b5f0 |
completed | Feb. 28, 2026, 3:38 a.m. |
Created at: Feb. 28, 2026, 2:06 a.m.