Triple

T5256608
Position Surface form Disambiguated ID Type / Status
Subject California Department of Social Services E118715 entity
Predicate administers P123 FINISHED
Object Refugee Cash Assistance program
The Refugee Cash Assistance program is a public assistance initiative that provides temporary financial support to eligible refugees and certain other humanitarian immigrants who are not yet eligible for mainstream cash aid programs.
E507009 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: Refugee Cash Assistance program | Statement: [California Department of Social Services, administers, Refugee Cash Assistance program]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Refugee Cash Assistance program
Context triple: [California Department of Social Services, administers, Refugee Cash Assistance program]
  • 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. 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.
  • C. 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.
  • D. 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.
  • E. Lifeline program
    The Lifeline program is a U.S. federal initiative that provides discounted phone and broadband services to low-income consumers to help ensure affordable access to communications.
  • 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: Refugee Cash Assistance program
Triple: [California Department of Social Services, administers, Refugee Cash Assistance program]
Generated description
The Refugee Cash Assistance program is a public assistance initiative that provides temporary financial support to eligible refugees and certain other humanitarian immigrants who are not yet eligible for mainstream cash aid programs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Refugee Cash Assistance program
Target entity description: The Refugee Cash Assistance program is a public assistance initiative that provides temporary financial support to eligible refugees and certain other humanitarian immigrants who are not yet eligible for mainstream cash aid 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. 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.
  • C. 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.
  • D. 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.
  • E. Lifeline program
    The Lifeline program is a U.S. federal initiative that provides discounted phone and broadband services to low-income consumers to help ensure affordable access to communications.
  • 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_69bd446978108190bb5f9c5c23d93f88 completed March 20, 2026, 12:58 p.m.
NER Named-entity recognition batch_69bd7ba4ecd88190800b5e4eea3abed5 completed March 20, 2026, 4:53 p.m.
NED1 Entity disambiguation (via context triple) batch_69befe7ded18819094f86cfff458953c completed March 21, 2026, 8:24 p.m.
NEDg Description generation batch_69beff0dda548190831d34282afa9b8e completed March 21, 2026, 8:26 p.m.
NED2 Entity disambiguation (via description) batch_69beff6890f4819088cb053bcdb4f8a1 completed March 21, 2026, 8:28 p.m.
Created at: March 20, 2026, 1:50 p.m.