Triple
T17994374
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Office of Financial Aid and Scholarships of UC Berkeley |
E430461
|
entity |
| Predicate | usesApplication |
P14571
|
FINISHED |
| Object | Free Application for Federal Student Aid |
—
|
NE NERFINISHED |
How this triple was built (3 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: Free Application for Federal Student Aid | Statement: [Office of Financial Aid and Scholarships of UC Berkeley, usesApplication, Free Application for Federal Student Aid]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Free Application for Federal Student Aid Context triple: [Office of Financial Aid and Scholarships of UC Berkeley, usesApplication, Free Application for Federal Student Aid]
-
A.
FAFSA
chosen
FAFSA is the Free Application for Federal Student Aid, a standardized form used by U.S. students to apply for federal financial aid for college or career school.
-
B.
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.
-
C.
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.
-
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.
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.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: usesApplication Context triple: [Office of Financial Aid and Scholarships of UC Berkeley, usesApplication, Free Application for Federal Student Aid]
-
A.
requiresApplicationOf
Indicates that performing one entity or process depends on actively applying or using another entity, method, or resource.
-
B.
usesSoftware
Indicates that one entity employs or operates a particular software application or system to perform tasks or functions.
-
C.
aplicación
Indicates that one entity is the use or implementation of another entity for a specific purpose or function.
-
D.
hasApp
chosen
Indicates that an entity possesses, provides, or is associated with a particular application.
-
E.
usedOn
Indicates that one entity is applied to, operated on, or otherwise utilized in relation to another entity.
- F. None of above.
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_69d8b90364248190a37381adea932f42 |
completed | April 10, 2026, 8:46 a.m. |
| NER | Named-entity recognition | batch_69e4b3e29490819090ff221e7d7a9ddd |
completed | April 19, 2026, 10:52 a.m. |
| PD | Predicate disambiguation | batch_69e3f90039e4819080527f860dca042e |
completed | April 18, 2026, 9:34 p.m. |
Created at: April 10, 2026, 10:23 a.m.