Triple
T1205047
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Federal Direct Student Loan Program |
E25868
|
entity |
| Predicate | abbreviation |
P43
|
FINISHED |
| Object | Direct Loans |
E25868
|
NE FINISHED |
How this triple was built (2 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 Loans | Statement: [Federal Direct Student Loan Program, abbreviation, Direct Loans]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Direct Loans Context triple: [Federal Direct Student Loan Program, abbreviation, Direct Loans]
-
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.
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.
-
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.
Student Loans Company
The Student Loans Company is a UK government-owned organization that administers and manages student finance, including loans and grants, for higher and further education students.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69ac8f6ff3048190a420ee6c92fc9c71 |
completed | March 7, 2026, 8:49 p.m. |
Created at: March 1, 2026, 7:46 p.m.