Triple
T23193859
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | FFELP |
E579820
|
entity |
| Predicate | relatedTo |
P37
|
FINISHED |
| Object | Higher Education Act Title IV programs |
—
|
NE NERFINISHED |
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: Higher Education Act Title IV programs | Statement: [FFELP, relatedTo, Higher Education Act Title IV programs]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Higher Education Act Title IV programs Context triple: [FFELP, relatedTo, Higher Education Act Title IV programs]
-
A.
Title IV of the Higher Education Act of 1965
chosen
Title IV of the Higher Education Act of 1965 is the section of U.S. federal law that establishes and regulates most federal student financial aid programs for higher education, including grants, loans, and work-study.
-
B.
Title III of the Higher Education Act
Title III of the Higher Education Act is a federal law provision that provides funding and support to strengthen and expand capacity at minority-serving institutions, including Tribal Colleges and Universities.
-
C.
Title VII of the Higher Education Act
Title VII of the Higher Education Act is a section of U.S. federal law that authorizes and governs various innovative and improvement-focused higher education programs, including those funded through the Fund for the Improvement of Postsecondary Education (FIPSE).
-
D.
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.
-
E.
United States Code provisions implementing the Higher Education Act of 1965
The United States Code provisions implementing the Higher Education Act of 1965 are the codified federal statutes that govern U.S. higher education policy, including student financial aid, institutional support, and various educational programs.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (2 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_69e24600eed08190bd7e5295653a1503 |
completed | April 17, 2026, 2:38 p.m. |
| NER | Named-entity recognition | batch_69f18fd971d08190a132d24094e0c37b |
completed | April 29, 2026, 4:58 a.m. |
Created at: April 17, 2026, 4:06 p.m.