Triple
T6167177
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Direct Consolidation Loan |
E137596
|
entity |
| Predicate | eligibleLoanType |
P9377
|
FINISHED |
| Object |
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.
|
E576117
|
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: Subsidized Federal Stafford Loan | Statement: [Direct Consolidation Loan, eligibleLoanType, Subsidized Federal Stafford Loan]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Subsidized Federal Stafford Loan Context triple: [Direct Consolidation Loan, eligibleLoanType, Subsidized Federal Stafford 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.
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.
-
C.
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.
-
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.
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: Subsidized Federal Stafford Loan Triple: [Direct Consolidation Loan, eligibleLoanType, Subsidized Federal Stafford Loan]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Subsidized Federal Stafford Loan Target entity description: 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.
-
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.
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.
-
C.
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.
-
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.
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
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_69c008a68c508190a8d78245c865960e |
completed | March 22, 2026, 3:20 p.m. |
| NER | Named-entity recognition | batch_69c060fca4cc8190bf95231cd2a594c1 |
completed | March 22, 2026, 9:37 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c16ee26ed8819084a5cfd84ba9564e |
completed | March 23, 2026, 4:48 p.m. |
| NEDg | Description generation | batch_69c1f5a1374481909117f2d8582ef195 |
completed | March 24, 2026, 2:23 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c1f60573a481909440f2ba7ef01f79 |
completed | March 24, 2026, 2:25 a.m. |
Created at: March 22, 2026, 4:17 p.m.