Triple

T1205050
Position Surface form Disambiguated ID Type / Status
Subject Federal Direct Student Loan Program E25868 entity
Predicate hasRepaymentPlan P10988 FINISHED
Object Extended Repayment Plan
The Extended Repayment Plan is a federal student loan repayment option that lowers monthly payments by stretching repayment over a longer period, typically up to 25 years, for borrowers with higher loan balances.
E137597 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: Extended Repayment Plan | Statement: [Federal Direct Student Loan Program, hasRepaymentPlan, Extended Repayment Plan]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Extended Repayment Plan
Context triple: [Federal Direct Student Loan Program, hasRepaymentPlan, Extended Repayment Plan]
  • A. Affirm
    Affirm is a U.S.-based financial technology company that provides buy now, pay later and installment loan services for consumers at the point of sale.
  • 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. Special Enrollment Period
    The Special Enrollment Period is a limited time window outside of initial or general enrollment when eligible individuals can sign up for Medicare Part B without facing a late enrollment penalty, typically triggered by specific life or coverage changes.
  • D. Hold On Longer
    "Hold On Longer" is a song by John Legend from his 2013 R&B/soul album *Love in the Future*.
  • E. Guaranteed Rate
    Guaranteed Rate is a U.S.-based mortgage lending company known for providing home loans and related financial services nationwide.
  • 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: Extended Repayment Plan
Triple: [Federal Direct Student Loan Program, hasRepaymentPlan, Extended Repayment Plan]
Generated description
The Extended Repayment Plan is a federal student loan repayment option that lowers monthly payments by stretching repayment over a longer period, typically up to 25 years, for borrowers with higher loan balances.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Extended Repayment Plan
Target entity description: The Extended Repayment Plan is a federal student loan repayment option that lowers monthly payments by stretching repayment over a longer period, typically up to 25 years, for borrowers with higher loan balances.
  • A. Affirm
    Affirm is a U.S.-based financial technology company that provides buy now, pay later and installment loan services for consumers at the point of sale.
  • 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. Special Enrollment Period
    The Special Enrollment Period is a limited time window outside of initial or general enrollment when eligible individuals can sign up for Medicare Part B without facing a late enrollment penalty, typically triggered by specific life or coverage changes.
  • D. Hold On Longer
    "Hold On Longer" is a song by John Legend from his 2013 R&B/soul album *Love in the Future*.
  • E. Guaranteed Rate
    Guaranteed Rate is a U.S.-based mortgage lending company known for providing home loans and related financial services nationwide.
  • 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_69a4942b30f08190a91c60573e16b5ef completed March 1, 2026, 7:31 p.m.
NER Named-entity recognition batch_69a4bf15423481909cb3e661e58d3d94 completed March 1, 2026, 10:35 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.
Created at: March 1, 2026, 7:46 p.m.