Triple

T2435912
Position Surface form Disambiguated ID Type / Status
Subject PRWORA E52958 entity
Predicate containsTitle P3254 FINISHED
Object Title VIII – Food Stamp Provisions
Title VIII – Food Stamp Provisions is a section of the 1996 Personal Responsibility and Work Opportunity Reconciliation Act that restructured and tightened eligibility and benefit rules for the federal food stamp program.
E266518 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 VIII – Food Stamp Provisions | Statement: [PRWORA, containsTitle, Title VIII – Food Stamp Provisions]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Title VIII – Food Stamp Provisions
Context triple: [PRWORA, containsTitle, Title VIII – Food Stamp Provisions]
  • A. 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.
  • B. Title VIII
    Title VIII is the section of the Civil Rights Act of 1968 commonly known as the Fair Housing Act, which prohibits discrimination in the sale, rental, and financing of housing.
  • C. Food and Nutrition Act of 2008
    The Food and Nutrition Act of 2008 is a U.S. federal law that governs and authorizes major food assistance programs, including what is now known as the Supplemental Nutrition Assistance Program (SNAP).
  • D. Food Stamp Act of 1959 (pilot authorization)
    The Food Stamp Act of 1959 (pilot authorization) was an early federal initiative that established a limited test program for providing food-purchasing assistance to low-income Americans, laying groundwork for the modern food stamp system.
  • E. The Emergency Food Assistance Program
    The Emergency Food Assistance Program is a U.S. federal initiative that helps supplement the diets of low-income Americans by providing them with emergency food and nutrition assistance at no cost.
  • 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 VIII – Food Stamp Provisions
Triple: [PRWORA, containsTitle, Title VIII – Food Stamp Provisions]
Generated description
Title VIII – Food Stamp Provisions is a section of the 1996 Personal Responsibility and Work Opportunity Reconciliation Act that restructured and tightened eligibility and benefit rules for the federal food stamp program.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Title VIII – Food Stamp Provisions
Target entity description: Title VIII – Food Stamp Provisions is a section of the 1996 Personal Responsibility and Work Opportunity Reconciliation Act that restructured and tightened eligibility and benefit rules for the federal food stamp program.
  • A. 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.
  • B. Title VIII
    Title VIII is the section of the Civil Rights Act of 1968 commonly known as the Fair Housing Act, which prohibits discrimination in the sale, rental, and financing of housing.
  • C. Food and Nutrition Act of 2008
    The Food and Nutrition Act of 2008 is a U.S. federal law that governs and authorizes major food assistance programs, including what is now known as the Supplemental Nutrition Assistance Program (SNAP).
  • D. Food Stamp Act of 1959 (pilot authorization)
    The Food Stamp Act of 1959 (pilot authorization) was an early federal initiative that established a limited test program for providing food-purchasing assistance to low-income Americans, laying groundwork for the modern food stamp system.
  • E. The Emergency Food Assistance Program
    The Emergency Food Assistance Program is a U.S. federal initiative that helps supplement the diets of low-income Americans by providing them with emergency food and nutrition assistance at no cost.
  • 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.