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.