Triple
T2435908
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | PRWORA |
E52958
|
entity |
| Predicate | containsTitle |
P3254
|
FINISHED |
| Object |
Title IV – Restricting Welfare and Public Benefits for Aliens
Title IV – Restricting Welfare and Public Benefits for Aliens is a section of U.S. welfare reform law that limits non-citizens’ eligibility for federal, state, and local public assistance programs.
|
E266515
|
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: Title IV – Restricting Welfare and Public Benefits for Aliens | Statement: [PRWORA, containsTitle, Title IV – Restricting Welfare and Public Benefits for Aliens]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Title IV – Restricting Welfare and Public Benefits for Aliens Context triple: [PRWORA, containsTitle, Title IV – Restricting Welfare and Public Benefits for Aliens]
-
A.
Title IV – Protecting the Border
Title IV – Protecting the Border is a section of the USA PATRIOT Act that strengthens U.S. border security through enhanced immigration controls, information sharing, and measures to prevent terrorist entry.
-
B.
Title IV
Title IV is a section of U.S. federal education law that provides funding and guidelines to support student enrichment, safety, and access to well-rounded educational opportunities in elementary and secondary schools.
-
C.
Title IV
Title IV is a section of the Superfund Amendments and Reauthorization Act of 1986 that establishes specific provisions and requirements related to emergency planning and community right-to-know about hazardous chemicals.
-
D.
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.
-
E.
Refugee Act of 1980
The Refugee Act of 1980 is a landmark U.S. law that created a permanent, standardized system for admitting and resettling refugees in accordance with international humanitarian principles.
- 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: Title IV – Restricting Welfare and Public Benefits for Aliens Triple: [PRWORA, containsTitle, Title IV – Restricting Welfare and Public Benefits for Aliens]
Generated description
Title IV – Restricting Welfare and Public Benefits for Aliens is a section of U.S. welfare reform law that limits non-citizens’ eligibility for federal, state, and local public assistance programs.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Title IV – Restricting Welfare and Public Benefits for Aliens Target entity description: Title IV – Restricting Welfare and Public Benefits for Aliens is a section of U.S. welfare reform law that limits non-citizens’ eligibility for federal, state, and local public assistance programs.
-
A.
Title IV – Protecting the Border
Title IV – Protecting the Border is a section of the USA PATRIOT Act that strengthens U.S. border security through enhanced immigration controls, information sharing, and measures to prevent terrorist entry.
-
B.
Title IV
Title IV is a section of U.S. federal education law that provides funding and guidelines to support student enrichment, safety, and access to well-rounded educational opportunities in elementary and secondary schools.
-
C.
Title IV
Title IV is a section of the Superfund Amendments and Reauthorization Act of 1986 that establishes specific provisions and requirements related to emergency planning and community right-to-know about hazardous chemicals.
-
D.
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.
-
E.
Refugee Act of 1980
The Refugee Act of 1980 is a landmark U.S. law that created a permanent, standardized system for admitting and resettling refugees in accordance with international humanitarian principles.
- 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_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.