Triple

T6245744
Position Surface form Disambiguated ID Type / Status
Subject Federal Family Education Loan Program E139716 entity
Predicate loanTypeOffered P9377 FINISHED
Object PLUS Loan
A PLUS Loan is a federal student loan that allows graduate students and parents of dependent undergraduates to borrow funds to help pay for education costs not covered by other financial aid.
 E576951 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: PLUS Loan | Statement: [Federal Family Education Loan Program, loanTypeOffered, PLUS Loan]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: PLUS Loan
Context triple: [Federal Family Education Loan Program, loanTypeOffered, PLUS Loan]
  • A. Direct Unsubsidized Loan
    A Direct Unsubsidized Loan is a federal student loan that accrues interest from disbursement and is available to eligible undergraduate, graduate, and professional students regardless of financial need.
  • B. Subsidized Federal Stafford Loan
    A Subsidized Federal Stafford Loan is a need-based federal student loan for undergraduates where the government pays the interest while the borrower is in school at least half-time, during the grace period, and during authorized deferment.
  • C. Federal Perkins Loan
    A Federal Perkins Loan is a former U.S. federal student loan program that provided low-interest, campus-based loans to undergraduate and graduate students with exceptional financial need.
  • D. 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.
  • E. Native American Direct Loan program
    The Native American Direct Loan program is a U.S. Department of Veterans Affairs home loan benefit that provides direct mortgage loans to eligible Native American veterans for housing on federal trust land.
  • 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: PLUS Loan
Triple: [Federal Family Education Loan Program, loanTypeOffered, PLUS Loan]
Generated description
A PLUS Loan is a federal student loan that allows graduate students and parents of dependent undergraduates to borrow funds to help pay for education costs not covered by other financial aid.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: PLUS Loan
Target entity description: A PLUS Loan is a federal student loan that allows graduate students and parents of dependent undergraduates to borrow funds to help pay for education costs not covered by other financial aid.
  • A. Direct Unsubsidized Loan
    A Direct Unsubsidized Loan is a federal student loan that accrues interest from disbursement and is available to eligible undergraduate, graduate, and professional students regardless of financial need.
  • B. Subsidized Federal Stafford Loan
    A Subsidized Federal Stafford Loan is a need-based federal student loan for undergraduates where the government pays the interest while the borrower is in school at least half-time, during the grace period, and during authorized deferment.
  • C. Federal Perkins Loan
    A Federal Perkins Loan is a former U.S. federal student loan program that provided low-interest, campus-based loans to undergraduate and graduate students with exceptional financial need.
  • D. 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.
  • E. Native American Direct Loan program
    The Native American Direct Loan program is a U.S. Department of Veterans Affairs home loan benefit that provides direct mortgage loans to eligible Native American veterans for housing on federal trust land.
  • 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_69c008b1c5088190ae6de2555fc05ad8 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c0631d9e648190a59ab4001f506424 completed March 22, 2026, 9:46 p.m.
NED1 Entity disambiguation (via context triple) batch_69c20e15e7e48190b8a79178243b01f6 completed March 24, 2026, 4:07 a.m.
NEDg Description generation batch_69c211a2fb3481909539519465fa5ce7 completed March 24, 2026, 4:22 a.m.
NED2 Entity disambiguation (via description) batch_69c211fdc42081908f5fb9e31ee08237 completed March 24, 2026, 4:24 a.m.
Created at: March 22, 2026, 4:23 p.m.