Triple

T6245825
Position Surface form Disambiguated ID Type / Status
Subject Graduated Repayment Plan E139717 entity
Predicate comparedWith P278 FINISHED
Object Saving on a Valuable Education (SAVE) Plan
The Saving on a Valuable Education (SAVE) Plan is a U.S. federal income-driven student loan repayment program that bases monthly payments on a borrower’s income and family size and offers eventual loan forgiveness after a set number of qualifying years.
E576956 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: Saving on a Valuable Education (SAVE) Plan | Statement: [Graduated Repayment Plan, comparedWith, Saving on a Valuable Education (SAVE) Plan]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Saving on a Valuable Education (SAVE) Plan
Context triple: [Graduated Repayment Plan, comparedWith, Saving on a Valuable Education (SAVE) Plan]
  • A. Oregon 529 college savings programs
    Oregon 529 college savings programs are state-sponsored, tax-advantaged investment plans that help families save and grow funds for future higher education expenses.
  • B. Gaining Early Awareness and Readiness for Undergraduate Programs (GEAR UP)
    Gaining Early Awareness and Readiness for Undergraduate Programs (GEAR UP) is a U.S. federal initiative that supports low-income and underserved students in preparing for and succeeding in postsecondary education through long-term, cohort-based services and scholarships.
  • C. SaveMoneySaveLife Foundation
    SaveMoneySaveLife Foundation is a nonprofit organization focused on social justice, community empowerment, and arts-based initiatives, particularly in Chicago.
  • D. Survivors’ and Dependents’ Educational Assistance
    Survivors’ and Dependents’ Educational Assistance is a U.S. Department of Veterans Affairs benefit program that provides education and training support to eligible dependents and survivors of certain veterans and service members.
  • E. Fund for the Improvement of Postsecondary Education
    The Fund for the Improvement of Postsecondary Education (FIPSE) is a U.S. Department of Education grant program that supports innovative projects aimed at improving access to, quality of, and completion in higher education.
  • 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: Saving on a Valuable Education (SAVE) Plan
Triple: [Graduated Repayment Plan, comparedWith, Saving on a Valuable Education (SAVE) Plan]
Generated description
The Saving on a Valuable Education (SAVE) Plan is a U.S. federal income-driven student loan repayment program that bases monthly payments on a borrower’s income and family size and offers eventual loan forgiveness after a set number of qualifying years.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Saving on a Valuable Education (SAVE) Plan
Target entity description: The Saving on a Valuable Education (SAVE) Plan is a U.S. federal income-driven student loan repayment program that bases monthly payments on a borrower’s income and family size and offers eventual loan forgiveness after a set number of qualifying years.
  • A. Oregon 529 college savings programs
    Oregon 529 college savings programs are state-sponsored, tax-advantaged investment plans that help families save and grow funds for future higher education expenses.
  • B. Gaining Early Awareness and Readiness for Undergraduate Programs (GEAR UP)
    Gaining Early Awareness and Readiness for Undergraduate Programs (GEAR UP) is a U.S. federal initiative that supports low-income and underserved students in preparing for and succeeding in postsecondary education through long-term, cohort-based services and scholarships.
  • C. SaveMoneySaveLife Foundation
    SaveMoneySaveLife Foundation is a nonprofit organization focused on social justice, community empowerment, and arts-based initiatives, particularly in Chicago.
  • D. Survivors’ and Dependents’ Educational Assistance
    Survivors’ and Dependents’ Educational Assistance is a U.S. Department of Veterans Affairs benefit program that provides education and training support to eligible dependents and survivors of certain veterans and service members.
  • E. Fund for the Improvement of Postsecondary Education
    The Fund for the Improvement of Postsecondary Education (FIPSE) is a U.S. Department of Education grant program that supports innovative projects aimed at improving access to, quality of, and completion in higher education.
  • 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_69c008b1c5088190ae6de2555fc05ad8 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c0631d9e648190a59ab4001f506424 completed March 22, 2026, 9:46 p.m.
NED1 Entity disambiguation (via context triple) batch_69c20e15e7e48190b8a79178243b01f6 completed March 24, 2026, 4:07 a.m.
NEDg Description generation batch_69c211a2fb3481909539519465fa5ce7 completed March 24, 2026, 4:22 a.m.
NED2 Entity disambiguation (via description) batch_69c211fdc42081908f5fb9e31ee08237 completed March 24, 2026, 4:24 a.m.
Created at: March 22, 2026, 4:23 p.m.