Triple
T418443
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Temporary Assistance for Needy Families |
E8045
|
entity |
| Predicate | createdBy |
P806
|
FINISHED |
| Object |
PRWORA
PRWORA (the Personal Responsibility and Work Opportunity Reconciliation Act of 1996) is a landmark U.S. welfare reform law that overhauled federal assistance programs by emphasizing work requirements, time-limited benefits, and greater state control.
|
E52958
|
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: PRWORA | Statement: [Temporary Assistance for Needy Families, createdBy, PRWORA]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: PRWORA Context triple: [Temporary Assistance for Needy Families, createdBy, PRWORA]
-
A.
Trafficking Victims Protection Act
The Trafficking Victims Protection Act is a key U.S. federal law that defines and criminalizes human trafficking, enhances penalties for traffickers, and provides protections and assistance for trafficking victims.
-
B.
Immigration Reform and Control Act of 1986
The Immigration Reform and Control Act of 1986 is a landmark U.S. law that combined employer sanctions for hiring unauthorized immigrants with a large-scale legalization program for certain undocumented residents.
-
C.
Public Law 107-56
Public Law 107-56 is the formal designation of the USA PATRIOT Act, a 2001 U.S. federal law that significantly expanded government surveillance and counterterrorism powers following the September 11 attacks.
-
D.
Religious Freedom Restoration Act
The Religious Freedom Restoration Act is a 1993 U.S. federal law that aims to protect individuals’ religious practices from substantial government burdens unless justified by a compelling governmental interest pursued through the least restrictive means.
-
E.
Public Law 107-204
Public Law 107-204 is the formal designation of the Sarbanes–Oxley Act of 2002, a landmark U.S. federal law that overhauled corporate governance and financial reporting standards to combat accounting fraud.
- 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: PRWORA Triple: [Temporary Assistance for Needy Families, createdBy, PRWORA]
Generated description
PRWORA (the Personal Responsibility and Work Opportunity Reconciliation Act of 1996) is a landmark U.S. welfare reform law that overhauled federal assistance programs by emphasizing work requirements, time-limited benefits, and greater state control.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: PRWORA Target entity description: PRWORA (the Personal Responsibility and Work Opportunity Reconciliation Act of 1996) is a landmark U.S. welfare reform law that overhauled federal assistance programs by emphasizing work requirements, time-limited benefits, and greater state control.
-
A.
Trafficking Victims Protection Act
The Trafficking Victims Protection Act is a key U.S. federal law that defines and criminalizes human trafficking, enhances penalties for traffickers, and provides protections and assistance for trafficking victims.
-
B.
Immigration Reform and Control Act of 1986
The Immigration Reform and Control Act of 1986 is a landmark U.S. law that combined employer sanctions for hiring unauthorized immigrants with a large-scale legalization program for certain undocumented residents.
-
C.
Public Law 107-56
Public Law 107-56 is the formal designation of the USA PATRIOT Act, a 2001 U.S. federal law that significantly expanded government surveillance and counterterrorism powers following the September 11 attacks.
-
D.
Religious Freedom Restoration Act
The Religious Freedom Restoration Act is a 1993 U.S. federal law that aims to protect individuals’ religious practices from substantial government burdens unless justified by a compelling governmental interest pursued through the least restrictive means.
-
E.
Public Law 107-204
Public Law 107-204 is the formal designation of the Sarbanes–Oxley Act of 2002, a landmark U.S. federal law that overhauled corporate governance and financial reporting standards to combat accounting fraud.
- 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_69a2e7f1d1bc81909cf2dc9754a3c334 |
completed | Feb. 28, 2026, 1:04 p.m. |
| NER | Named-entity recognition | batch_69a2ee917de48190965fba455efd2320 |
completed | Feb. 28, 2026, 1:33 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a423a4debc819098e13855b550a72e |
completed | March 1, 2026, 11:31 a.m. |
| NEDg | Description generation | batch_69a42418a28c81909ee31dfb1819b87f |
completed | March 1, 2026, 11:33 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69a42488226c81908c9c81567fed0efa |
completed | March 1, 2026, 11:35 a.m. |
Created at: Feb. 28, 2026, 1:11 p.m.