Triple

T6167190
Position Surface form Disambiguated ID Type / Status
Subject Direct Consolidation Loan E137596 entity
Predicate repaymentPlanEligibility P69173 FINISHED
Object Standard Repayment Plan
The Standard Repayment Plan is a federal student loan repayment option that requires fixed monthly payments over a set term, typically resulting in less interest paid over time compared with extended or income-driven plans.
E572502 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: [Direct Consolidation Loan, repaymentPlanEligibility, Standard Repayment Plan]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Standard Repayment Plan
Context triple: [Direct Consolidation Loan, repaymentPlanEligibility, Standard Repayment Plan]
  • A. Graduated Repayment Plan
    The Graduated Repayment Plan is a federal student loan repayment option where payments start low and increase at set intervals, typically every two years, to help borrowers whose income is expected to rise over time.
  • B. 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.
  • C. Guaranteed Rate
    Guaranteed Rate is a U.S.-based mortgage lending company known for providing home loans and related financial services nationwide.
  • D. Direct Consolidation Loan
    A Direct Consolidation Loan is a U.S. federal student loan that combines multiple eligible federal education loans into a single new loan with one servicer and a fixed interest rate.
  • E. Basic Payment Scheme
    The Basic Payment Scheme was the European Union’s main system of direct income support payments to farmers, providing subsidies linked to land area and basic environmental standards.
  • 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: [Direct Consolidation Loan, repaymentPlanEligibility, Standard Repayment Plan]
Generated description
The Standard Repayment Plan is a federal student loan repayment option that requires fixed monthly payments over a set term, typically resulting in less interest paid over time compared with extended or income-driven plans.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Standard Repayment Plan
Target entity description: The Standard Repayment Plan is a federal student loan repayment option that requires fixed monthly payments over a set term, typically resulting in less interest paid over time compared with extended or income-driven plans.
  • A. Graduated Repayment Plan
    The Graduated Repayment Plan is a federal student loan repayment option where payments start low and increase at set intervals, typically every two years, to help borrowers whose income is expected to rise over time.
  • B. 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.
  • C. Guaranteed Rate
    Guaranteed Rate is a U.S.-based mortgage lending company known for providing home loans and related financial services nationwide.
  • D. Direct Consolidation Loan
    A Direct Consolidation Loan is a U.S. federal student loan that combines multiple eligible federal education loans into a single new loan with one servicer and a fixed interest rate.
  • E. Basic Payment Scheme
    The Basic Payment Scheme was the European Union’s main system of direct income support payments to farmers, providing subsidies linked to land area and basic environmental standards.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: repaymentPlanEligibility
Context triple: [Direct Consolidation Loan, repaymentPlanEligibility, Standard Repayment Plan]
  • A. eligibleBorrower
    Indicates that an entity meets the required conditions to be allowed to borrow (e.g., money, items, or resources) under a given set of rules or policies.
  • B. repaymentTrigger
    Indicates that a specific event or condition causes a repayment obligation to become due or activated.
  • C. repaymentOutcome
    Indicates the result or status of a repayment action, such as whether it was completed, failed, or partially fulfilled.
  • D. canPayFor
    Indicates that one entity has the ability or sufficient resources to cover the cost or expense of another entity.
  • E. positionEligible
    Indicates that an entity is qualified or permitted to hold or be assigned to a particular position or role.
  • F. None of above. chosen

Provenance (7 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_69c008a68c508190a8d78245c865960e completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c05d647ae48190a1db07b4f4a06e67 completed March 22, 2026, 9:21 p.m.
NED1 Entity disambiguation (via context triple) batch_69c141a3ea6c81908847998960c9d0eb completed March 23, 2026, 1:35 p.m.
NEDg Description generation batch_69c143d8090081909ec2759a7025bcfb completed March 23, 2026, 1:44 p.m.
NED2 Entity disambiguation (via description) batch_69c1444a09ac8190acfee8a878652d16 completed March 23, 2026, 1:46 p.m.
PD Predicate disambiguation batch_69c055f5b81481908819515cdc334ae6 completed March 22, 2026, 8:49 p.m.
PDg Predicate description generation batch_69c056df95ac8190bc5efe050d3af864 completed March 22, 2026, 8:53 p.m.
Created at: March 22, 2026, 4:17 p.m.