Triple
T2435888
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | PRWORA |
E52958
|
entity |
| Predicate | replacedProgram |
P24986
|
FINISHED |
| Object | Aid to Families with Dependent Children |
E8045
|
NE FINISHED |
How this triple was built (2 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: Aid to Families with Dependent Children | Statement: [PRWORA, replacedProgram, Aid to Families with Dependent Children]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Aid to Families with Dependent Children Context triple: [PRWORA, replacedProgram, Aid to Families with Dependent 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.
Temporary Assistance for Needy Families
chosen
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.
-
C.
Special Supplemental Nutrition Program for Women, Infants, and Children
The Special Supplemental Nutrition Program for Women, Infants, and Children (WIC) is a U.S. federal assistance program that provides nutritious foods, nutrition education, and health care referrals to low-income pregnant and postpartum women, infants, and young children at nutritional risk.
-
D.
Hartz II
Hartz II is a German labor market reform package introduced in the early 2000s that, among other measures, created new forms of marginal employment such as “Mini-jobs” and “Midi-jobs” to increase labor market flexibility.
-
E.
Food Stamp Act of 1964
The Food Stamp Act of 1964 is a landmark U.S. federal law that established a permanent national food assistance program to help low-income individuals and families afford nutritious food.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69ab4959bcc0819083246f9fb10439e3 |
completed | March 6, 2026, 9:38 p.m. |
| NER | Named-entity recognition | batch_69abc9cd49b48190bff10a5ab7cef483 |
completed | March 7, 2026, 6:46 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69aef0ad31b8819084813b65b46bc9fc |
completed | March 9, 2026, 4:09 p.m. |
Created at: March 6, 2026, 9:43 p.m.