Triple

T7394036
Position Surface form Disambiguated ID Type / Status
Subject Code for America E170575 entity
Predicate notableProgram P4 FINISHED
Object GetCalFresh
GetCalFresh is an online service created by Code for America that streamlines and simplifies the process of applying for food assistance benefits in California.
E662026 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: GetCalFresh | Statement: [Code for America, notableProgram, GetCalFresh]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: GetCalFresh
Context triple: [Code for America, notableProgram, GetCalFresh]
  • A. EBT card
    An EBT card is a government-issued electronic payment card used by eligible individuals to access and spend their Supplemental Nutrition Assistance Program (SNAP) food benefits.
  • B. California Food Assistance Program
    The California Food Assistance Program is a state-funded nutrition assistance program that provides food benefits to certain low-income residents of California who are ineligible for federal SNAP benefits.
  • C. LIHEAP
    LIHEAP is a U.S. federal program that helps low-income households afford home heating and cooling costs.
  • D. DOCCS
    DOCCS is the New York State agency responsible for operating state prisons and overseeing community supervision such as parole.
  • E. 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.
  • 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: GetCalFresh
Triple: [Code for America, notableProgram, GetCalFresh]
Generated description
GetCalFresh is an online service created by Code for America that streamlines and simplifies the process of applying for food assistance benefits in California.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: GetCalFresh
Target entity description: GetCalFresh is an online service created by Code for America that streamlines and simplifies the process of applying for food assistance benefits in California.
  • A. EBT card
    An EBT card is a government-issued electronic payment card used by eligible individuals to access and spend their Supplemental Nutrition Assistance Program (SNAP) food benefits.
  • B. California Food Assistance Program
    The California Food Assistance Program is a state-funded nutrition assistance program that provides food benefits to certain low-income residents of California who are ineligible for federal SNAP benefits.
  • C. LIHEAP
    LIHEAP is a U.S. federal program that helps low-income households afford home heating and cooling costs.
  • D. DOCCS
    DOCCS is the New York State agency responsible for operating state prisons and overseeing community supervision such as parole.
  • E. 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.
  • 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_69c68a5f04188190ac266569c9280347 completed March 27, 2026, 1:47 p.m.
NER Named-entity recognition batch_69c6f2263b48819089319a2a2f0d3357 completed March 27, 2026, 9:09 p.m.
NED1 Entity disambiguation (via context triple) batch_69c810f82ba08190919924b0994a2eee completed March 28, 2026, 5:33 p.m.
NEDg Description generation batch_69c811f1fe3c8190a591186b19044b5f completed March 28, 2026, 5:37 p.m.
NED2 Entity disambiguation (via description) batch_69c812c1e9d08190b0e7f052d87011b9 completed March 28, 2026, 5:41 p.m.
Created at: March 27, 2026, 3:09 p.m.