Triple

T1205048
Position Surface form Disambiguated ID Type / Status
Subject Federal Direct Student Loan Program E25868 entity
Predicate hasRepaymentPlan P10988 FINISHED
Object Standard Repayment Plan
The Standard Repayment Plan is the default federal student loan repayment option that requires fixed monthly payments over a set term, typically 10 years, to fully pay off the loan.
E25868 NE FINISHED

How this triple was built (5 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: Standard Repayment Plan | Statement: [Federal Direct Student Loan Program, hasRepaymentPlan, Standard Repayment Plan]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Standard Repayment Plan
Context triple: [Federal Direct Student Loan Program, hasRepaymentPlan, Standard Repayment Plan]
  • A. Guaranteed Rate
    Guaranteed Rate is a U.S.-based mortgage lending company known for providing home loans and related financial services nationwide.
  • B. Billing and Settlement Plan
    The Billing and Settlement Plan is a global financial system used in the airline industry to streamline and centralize the selling, reporting, and remittance of airline tickets between travel agents and airlines.
  • C. Microloan Program
    The Microloan Program is a U.S. Small Business Administration initiative that provides small, short-term loans to startups and small businesses that may not qualify for traditional financing.
  • D. loanDepot
    loanDepot is a U.S.-based nonbank mortgage lender that provides home purchase and refinancing loans through both online and retail channels.
  • E. Federal Direct Student Loan Program
    The Federal Direct Student Loan Program is a U.S. government initiative that provides low-interest loans directly to students and parents to help pay for 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: Standard Repayment Plan
Triple: [Federal Direct Student Loan Program, hasRepaymentPlan, Standard Repayment Plan]
Generated description
The Standard Repayment Plan is the default federal student loan repayment option that requires fixed monthly payments over a set term, typically 10 years, to fully pay off the loan.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Standard Repayment Plan
Target entity description: The Standard Repayment Plan is the default federal student loan repayment option that requires fixed monthly payments over a set term, typically 10 years, to fully pay off the loan.
  • A. Guaranteed Rate
    Guaranteed Rate is a U.S.-based mortgage lending company known for providing home loans and related financial services nationwide.
  • B. Billing and Settlement Plan
    The Billing and Settlement Plan is a global financial system used in the airline industry to streamline and centralize the selling, reporting, and remittance of airline tickets between travel agents and airlines.
  • C. Microloan Program
    The Microloan Program is a U.S. Small Business Administration initiative that provides small, short-term loans to startups and small businesses that may not qualify for traditional financing.
  • D. loanDepot
    loanDepot is a U.S.-based nonbank mortgage lender that provides home purchase and refinancing loans through both online and retail channels.
  • E. Federal Direct Student Loan Program chosen
    The Federal Direct Student Loan Program is a U.S. government initiative that provides low-interest loans directly to students and parents to help pay for higher education.
  • F. None of above.
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: hasRepaymentPlan
Context triple: [Federal Direct Student Loan Program, hasRepaymentPlan, Standard Repayment Plan]
  • A. hasPlan chosen
    Indicates that an entity possesses or is associated with a specific plan or course of action.
  • B. repaymentTrigger
    Indicates that a specific event or condition causes a repayment obligation to become due or activated.
  • C. hasPaymentModel
    Indicates that an entity uses, is associated with, or operates under a particular payment model or pricing scheme.
  • D. creditSchedule
    Indicates a planned or agreed-upon timetable for extending, using, or repaying credit between parties.
  • E. isFinalInstallmentOf
    Indicates that one work or item is the concluding or last part in a series, sequence, or collection of related works.
  • F. None of above.

Provenance (6 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_69a4942b30f08190a91c60573e16b5ef completed March 1, 2026, 7:31 p.m.
NER Named-entity recognition batch_69a4bdc0f8d08190b340012a9eb26275 completed March 1, 2026, 10:29 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac7f3caed481908e9e4b6b9daa544d completed March 7, 2026, 7:40 p.m.
NEDg Description generation batch_69ac7fa9c970819081c78963e136535e completed March 7, 2026, 7:42 p.m.
NED2 Entity disambiguation (via description) batch_69ac7ff8a6008190a07ce0631ca06109 completed March 7, 2026, 7:43 p.m.
PD Predicate disambiguation batch_69a4bb5ed2b88190aab992913957e1cf completed March 1, 2026, 10:19 p.m.
Created at: March 1, 2026, 7:46 p.m.