Triple
T1205063
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Federal Direct Student Loan Program |
E25868
|
entity |
| Predicate | creditCheckRequiredFor |
P19985
|
FINISHED |
| Object |
Direct PLUS Loans
Direct PLUS Loans are federal student loans that allow graduate students and parents of dependent undergraduates to borrow funds to cover education costs not met by other financial aid.
|
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 PLUS Loans | Statement: [Federal Direct Student Loan Program, creditCheckRequiredFor, Direct PLUS Loans]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Direct PLUS Loans Context triple: [Federal Direct Student Loan Program, creditCheckRequiredFor, Direct PLUS 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 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.
-
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.
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.
- 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 PLUS Loans Triple: [Federal Direct Student Loan Program, creditCheckRequiredFor, Direct PLUS Loans]
Generated description
Direct PLUS Loans are federal student loans that allow graduate students and parents of dependent undergraduates to borrow funds to cover education costs not met by other financial aid.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Direct PLUS Loans Target entity description: Direct PLUS Loans are federal student loans that allow graduate students and parents of dependent undergraduates to borrow funds to cover education costs not met by other financial aid.
-
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 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.
-
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.
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.
- F. None of above.
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: creditCheckRequiredFor Context triple: [Federal Direct Student Loan Program, creditCheckRequiredFor, Direct PLUS Loans]
-
A.
creditCheckRequired
chosen
Indicates that a verification of an entity’s creditworthiness must be performed before proceeding with a related action or transaction.
-
B.
requiresPaymentOf
Indicates that one entity obligates another entity to provide a specified payment as a condition or requirement.
-
C.
hasCredit
Indicates that an entity possesses or is assigned a credit, such as financial credit, academic credit, or acknowledgment for a contribution.
-
D.
moneyBillsRestriction
Indicates a limitation or control placed on the use, amount, or handling of money bills in a given context.
-
E.
collateralRequired
Indicates that a party must provide collateral as a condition or security for an obligation, transaction, or agreement.
- 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_69ac93b9f65481908824573c225dc638 |
completed | March 7, 2026, 9:08 p.m. |
| NEDg | Description generation | batch_69ac95120ef88190b4a87e6d8a5435d3 |
completed | March 7, 2026, 9:13 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ac9597ef348190a2b33b525ca6079e |
completed | March 7, 2026, 9:16 p.m. |
| PD | Predicate disambiguation | batch_69a4bb5ed2b88190aab992913957e1cf |
completed | March 1, 2026, 10:19 p.m. |
Created at: March 1, 2026, 7:46 p.m.