Triple

T1205065
Position Surface form Disambiguated ID Type / Status
Subject Federal Direct Student Loan Program E25868 entity
Predicate notNeedBased P6844 FINISHED
Object Direct Unsubsidized Loans
Direct Unsubsidized Loans are federal student loans that allow eligible undergraduate and graduate students to borrow for education costs regardless of financial need, with interest accruing from the time the loan is disbursed.
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: Direct Unsubsidized Loans | Statement: [Federal Direct Student Loan Program, notNeedBased, Direct Unsubsidized Loans]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Direct Unsubsidized Loans
Context triple: [Federal Direct Student Loan Program, notNeedBased, Direct Unsubsidized Loans]
  • A. 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.
  • B. Federal Family Education Loan Program
    The Federal Family Education Loan Program was a U.S. government-backed student loan system in which private lenders issued education loans that were guaranteed and subsidized by the federal government.
  • C. 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.
  • D. Federal Student Aid
    Federal Student Aid is a U.S. government office that provides and manages financial assistance programs to help students pay for postsecondary education.
  • E. Student Loans Company
    The Student Loans Company is a UK government-owned organization that administers and manages student finance, including loans and grants, for higher and further education students.
  • 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: Direct Unsubsidized Loans
Triple: [Federal Direct Student Loan Program, notNeedBased, Direct Unsubsidized Loans]
Generated description
Direct Unsubsidized Loans are federal student loans that allow eligible undergraduate and graduate students to borrow for education costs regardless of financial need, with interest accruing from the time the loan is disbursed.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Direct Unsubsidized Loans
Target entity description: Direct Unsubsidized Loans are federal student loans that allow eligible undergraduate and graduate students to borrow for education costs regardless of financial need, with interest accruing from the time the loan is disbursed.
  • A. 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.
  • B. Federal Family Education Loan Program
    The Federal Family Education Loan Program was a U.S. government-backed student loan system in which private lenders issued education loans that were guaranteed and subsidized by the federal government.
  • C. 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.
  • D. Federal Student Aid
    Federal Student Aid is a U.S. government office that provides and manages financial assistance programs to help students pay for postsecondary education.
  • E. Student Loans Company
    The Student Loans Company is a UK government-owned organization that administers and manages student finance, including loans and grants, for higher and further education students.
  • F. None of above.
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: notNeedBased
Context triple: [Federal Direct Student Loan Program, notNeedBased, Direct Unsubsidized Loans]
  • A. doesNot
    Indicates that a specified entity lacks, refrains from, or fails to perform a particular action or exhibit a particular property in relation to another entity or context.
  • B. isNotRequiredFor chosen
    Indicates that one entity is not necessary or mandatory for the existence, occurrence, validity, or completion of another entity or process.
  • C. recognizedNeedFor
    Indicates that one entity has identified or acknowledged the necessity or requirement for another entity or condition.
  • D. notRecommendedBy
    Indicates that one entity explicitly advises against or does not endorse another entity.
  • E. notAdjustedFor
    Indicates that a value, measure, or result has not been modified or corrected to account for certain factors, conditions, or variables.
  • 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_69aca2e7d28c8190acf5ae2237e6d4e0 completed March 7, 2026, 10:12 p.m.
NEDg Description generation batch_69aca3752a3c81908bd6d9744ad5f5a2 completed March 7, 2026, 10:15 p.m.
NED2 Entity disambiguation (via description) batch_69aca3e44bf481908c5726adddc4b428 completed March 7, 2026, 10:17 p.m.
PD Predicate disambiguation batch_69a4bb5ed2b88190aab992913957e1cf completed March 1, 2026, 10:19 p.m.
Created at: March 1, 2026, 7:46 p.m.