Triple

T13857837
Position Surface form Disambiguated ID Type / Status
Subject College Cost Reduction and Access Act E333109 entity
Predicate subject P450 FINISHED
Object Public Service Loan Forgiveness
Public Service Loan Forgiveness is a U.S. federal program that forgives remaining federal student loan balances for borrowers who work in qualifying public service jobs and make a required number of income-based payments.
 E1066962 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: Public Service Loan Forgiveness | Statement: [College Cost Reduction and Access Act, subject, Public Service Loan Forgiveness]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Public Service Loan Forgiveness
Context triple: [College Cost Reduction and Access Act, subject, Public Service Loan Forgiveness]
  • A. Pay As You Earn
    Pay As You Earn is a U.S. federal student loan repayment plan that caps monthly payments at a percentage of discretionary income and offers potential loan forgiveness after a set period.
  • 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. Graduate PLUS Loan
    The Graduate PLUS Loan is a federal student loan that allows graduate and professional students to borrow funds to cover education costs not met by other financial aid, typically requiring a credit check and offering flexible repayment options.
  • D. TEACH Grant Program
    The TEACH Grant Program is a federal financial aid initiative that provides grants to students who commit to teaching in high-need fields and low-income schools after completing their education.
  • E. 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.
  • 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: Public Service Loan Forgiveness
Triple: [College Cost Reduction and Access Act, subject, Public Service Loan Forgiveness]
Generated description
Public Service Loan Forgiveness is a U.S. federal program that forgives remaining federal student loan balances for borrowers who work in qualifying public service jobs and make a required number of income-based payments.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Public Service Loan Forgiveness
Target entity description: Public Service Loan Forgiveness is a U.S. federal program that forgives remaining federal student loan balances for borrowers who work in qualifying public service jobs and make a required number of income-based payments.
  • A. Pay As You Earn
    Pay As You Earn is a U.S. federal student loan repayment plan that caps monthly payments at a percentage of discretionary income and offers potential loan forgiveness after a set period.
  • 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. Graduate PLUS Loan
    The Graduate PLUS Loan is a federal student loan that allows graduate and professional students to borrow funds to cover education costs not met by other financial aid, typically requiring a credit check and offering flexible repayment options.
  • D. TEACH Grant Program
    The TEACH Grant Program is a federal financial aid initiative that provides grants to students who commit to teaching in high-need fields and low-income schools after completing their education.
  • E. 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.
  • 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_69d81c5ba13c8190839315f54768acfd completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de02dc9f488190b7181dcb7e304632 completed April 14, 2026, 9:03 a.m.
NED1 Entity disambiguation (via context triple) batch_69f7c0fb7c3c819081fc6f89aa17d6af completed May 3, 2026, 9:41 p.m.
NEDg Description generation batch_69f7c2c711948190ac614291592a7e03 completed May 3, 2026, 9:48 p.m.
NED2 Entity disambiguation (via description) batch_69f7c36f28b48190b734a9e5e7ae39b9 completed May 3, 2026, 9:51 p.m.
Created at: April 9, 2026, 10:14 p.m.