Triple
T2435839
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Personal Responsibility and Work Opportunity Reconciliation Act of 1996 |
E52957
|
entity |
| Predicate | replacedProgram |
P24986
|
FINISHED |
| Object |
Aid to Families with Dependent Children
Aid to Families with Dependent Children was a U.S. federal assistance program, established by the Social Security Act of 1935, that provided cash welfare benefits to low-income families with children until it was replaced in 1996.
|
E1715
|
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: Aid to Families with Dependent Children | Statement: [Personal Responsibility and Work Opportunity Reconciliation Act of 1996, 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: [Personal Responsibility and Work Opportunity Reconciliation Act of 1996, 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
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.
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.
-
D.
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.
-
E.
Public Welfare Amendments of 1962
The Public Welfare Amendments of 1962 were a major U.S. federal law that reformed and expanded social welfare programs, particularly Aid to Families with Dependent Children, to emphasize social services and rehabilitation for recipients.
- 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: Aid to Families with Dependent Children Triple: [Personal Responsibility and Work Opportunity Reconciliation Act of 1996, replacedProgram, Aid to Families with Dependent Children]
Generated description
Aid to Families with Dependent Children was a U.S. federal assistance program, established by the Social Security Act of 1935, that provided cash welfare benefits to low-income families with children until it was replaced in 1996.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Aid to Families with Dependent Children Target entity description: Aid to Families with Dependent Children was a U.S. federal assistance program, established by the Social Security Act of 1935, that provided cash welfare benefits to low-income families with children until it was replaced in 1996.
-
A.
Aid to Dependent Children
chosen
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
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.
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.
-
D.
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.
-
E.
Public Welfare Amendments of 1962
The Public Welfare Amendments of 1962 were a major U.S. federal law that reformed and expanded social welfare programs, particularly Aid to Families with Dependent Children, to emphasize social services and rehabilitation for recipients.
- 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_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_69aebf6e23088190b0ce2feaa3eddda4 |
completed | March 9, 2026, 12:39 p.m. |
| NEDg | Description generation | batch_69aec7eb422c8190a568a8e1e98cbca8 |
completed | March 9, 2026, 1:15 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69aecc1438588190a87c15cbfe48ba7f |
completed | March 9, 2026, 1:33 p.m. |
Created at: March 6, 2026, 9:43 p.m.