Triple

T1205064
Position Surface form Disambiguated ID Type / Status
Subject Federal Direct Student Loan Program E25868 entity
Predicate needBased P25544 FINISHED
Object Direct Subsidized Loans
Direct Subsidized Loans are federal student loans for eligible undergraduates with financial need, where the government pays the interest while the student is in school and during certain deferment periods.
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 Subsidized Loans | Statement: [Federal Direct Student Loan Program, needBased, Direct Subsidized Loans]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Direct Subsidized Loans
Context triple: [Federal Direct Student Loan Program, needBased, Direct Subsidized 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. Federal Pell Grant Program
    The Federal Pell Grant Program is a U.S. federal financial aid initiative that provides need-based grants to low-income undergraduate students to help pay for college expenses.
  • 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. 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.
  • 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 Subsidized Loans
Triple: [Federal Direct Student Loan Program, needBased, Direct Subsidized Loans]
Generated description
Direct Subsidized Loans are federal student loans for eligible undergraduates with financial need, where the government pays the interest while the student is in school and during certain deferment periods.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Direct Subsidized Loans
Target entity description: Direct Subsidized Loans are federal student loans for eligible undergraduates with financial need, where the government pays the interest while the student is in school and during certain deferment periods.
  • 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. Federal Pell Grant Program
    The Federal Pell Grant Program is a U.S. federal financial aid initiative that provides need-based grants to low-income undergraduate students to help pay for college expenses.
  • 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. 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.
  • F. None of above.
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: needBased
Context triple: [Federal Direct Student Loan Program, needBased, Direct Subsidized Loans]
  • A. recognizedNeedFor
    Indicates that one entity has identified or acknowledged the necessity or requirement for another entity or condition.
  • B. requires
    Indicates that one entity must exist, occur, or be satisfied before another entity can exist, occur, or be carried out.
  • C. requiredBy
    Indicates that one entity depends on or cannot function properly without another entity being present, completed, or satisfied.
  • D. requiresCare
    Indicates that one entity depends on another to provide care, attention, or maintenance for its proper functioning or well-being.
  • E. requiresFinding
    Indicates that one entity’s validity, execution, or completion is contingent upon a specific finding or determination being made about another entity.
  • 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_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_69ac99775ca081909e4d8c81c40c277b completed March 7, 2026, 9:32 p.m.
NEDg Description generation batch_69ac9f0cc1708190877966c6cfdbd2ba completed March 7, 2026, 9:56 p.m.
NED2 Entity disambiguation (via description) batch_69ac9f40269081909f45266cfa371888 completed March 7, 2026, 9:57 p.m.
PD Predicate disambiguation batch_69a4bb5ed2b88190aab992913957e1cf completed March 1, 2026, 10:19 p.m.
PDg Predicate description generation batch_69a4bcc82e38819081c3615e1cc7a66f completed March 1, 2026, 10:25 p.m.
Created at: March 1, 2026, 7:46 p.m.