Triple

T1248578
Position Surface form Disambiguated ID Type / Status
Subject Stafford Act E26822 entity
Predicate establishes P986 FINISHED
Object Public Assistance programs
Public Assistance programs are federally funded disaster relief initiatives that provide financial and technical support to state, local, tribal, and territorial governments, as well as certain nonprofits, to repair, restore, and protect public infrastructure and facilities after major emergencies.
E141878 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: Public Assistance programs | Statement: [Stafford Act, establishes, Public Assistance programs]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Public Assistance programs
Context triple: [Stafford Act, establishes, Public Assistance programs]
  • A. 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.
  • B. Disaster Loan Program
    The Disaster Loan Program is a U.S. Small Business Administration initiative that provides low-interest loans to businesses, homeowners, and renters to help them recover from declared disasters.
  • C. Supplemental Nutrition Assistance Program
    The Supplemental Nutrition Assistance Program (SNAP) is a U.S. federal assistance program that provides low-income individuals and families with monthly benefits to purchase food and improve their nutritional security.
  • D. Commodity Supplemental Food Program
    The Commodity Supplemental Food Program is a U.S. Department of Agriculture nutrition assistance program that provides monthly packages of nutritious USDA foods to low-income older adults.
  • 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: Public Assistance programs
Triple: [Stafford Act, establishes, Public Assistance programs]
Generated description
Public Assistance programs are federally funded disaster relief initiatives that provide financial and technical support to state, local, tribal, and territorial governments, as well as certain nonprofits, to repair, restore, and protect public infrastructure and facilities after major emergencies.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Public Assistance programs
Target entity description: Public Assistance programs are federally funded disaster relief initiatives that provide financial and technical support to state, local, tribal, and territorial governments, as well as certain nonprofits, to repair, restore, and protect public infrastructure and facilities after major emergencies.
  • A. 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.
  • B. Disaster Loan Program
    The Disaster Loan Program is a U.S. Small Business Administration initiative that provides low-interest loans to businesses, homeowners, and renters to help them recover from declared disasters.
  • C. Supplemental Nutrition Assistance Program
    The Supplemental Nutrition Assistance Program (SNAP) is a U.S. federal assistance program that provides low-income individuals and families with monthly benefits to purchase food and improve their nutritional security.
  • D. Commodity Supplemental Food Program
    The Commodity Supplemental Food Program is a U.S. Department of Agriculture nutrition assistance program that provides monthly packages of nutritious USDA foods to low-income older adults.
  • 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_69a49487a9c48190ba9b05348fd1b53f completed March 1, 2026, 7:33 p.m.
NER Named-entity recognition batch_69a4bf827e088190a16d845cea14f2c9 completed March 1, 2026, 10:36 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac8f7f59148190a9f1cbd4af8a115e completed March 7, 2026, 8:50 p.m.
NEDg Description generation batch_69ac8ff7ae0c81908ca8ace1f4159383 completed March 7, 2026, 8:52 p.m.
NED2 Entity disambiguation (via description) batch_69ac905e121c819093c9d960b53a45b7 completed March 7, 2026, 8:53 p.m.
Created at: March 1, 2026, 7:47 p.m.