Triple
T6169121
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | FAFSA |
E137645
|
entity |
| Predicate | output |
P490
|
FINISHED |
| Object |
Expected Family Contribution (EFC) (historical)
Expected Family Contribution (EFC) (historical) was a numerical index used in U.S. federal student aid to estimate how much a student’s family could afford to pay for college, helping determine eligibility for need-based financial aid.
|
E573116
|
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: Expected Family Contribution (EFC) (historical) | Statement: [FAFSA, output, Expected Family Contribution (EFC) (historical)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Expected Family Contribution (EFC) (historical) Context triple: [FAFSA, output, Expected Family Contribution (EFC) (historical)]
-
A.
FAFSA
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 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.
BigFuture college planning platform
BigFuture college planning platform is an online tool from the College Board that helps students explore colleges, careers, and financial aid options to plan for life after high school.
-
E.
EFD
EFD is the abbreviation for Switzerland’s Federal Department of Finance, the federal ministry responsible for national financial and budgetary policy.
- 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: Expected Family Contribution (EFC) (historical) Triple: [FAFSA, output, Expected Family Contribution (EFC) (historical)]
Generated description
Expected Family Contribution (EFC) (historical) was a numerical index used in U.S. federal student aid to estimate how much a student’s family could afford to pay for college, helping determine eligibility for need-based financial aid.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Expected Family Contribution (EFC) (historical) Target entity description: Expected Family Contribution (EFC) (historical) was a numerical index used in U.S. federal student aid to estimate how much a student’s family could afford to pay for college, helping determine eligibility for need-based financial aid.
-
A.
FAFSA
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 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.
BigFuture college planning platform
BigFuture college planning platform is an online tool from the College Board that helps students explore colleges, careers, and financial aid options to plan for life after high school.
-
E.
EFD
EFD is the abbreviation for Switzerland’s Federal Department of Finance, the federal ministry responsible for national financial and budgetary policy.
- 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_69c05d8de56481909583104c70a52616 |
completed | March 22, 2026, 9:22 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c141a947808190ac68e6f00858a573 |
completed | March 23, 2026, 1:35 p.m. |
| NEDg | Description generation | batch_69c1458171588190a074797c3b51f1e7 |
completed | March 23, 2026, 1:52 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69c145f2290c819093f787a4f9a6a832 |
completed | March 23, 2026, 1:53 p.m. |
Created at: March 22, 2026, 4:18 p.m.