Triple
T1205049
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Federal Direct Student Loan Program |
E25868
|
entity |
| Predicate | hasRepaymentPlan |
P10988
|
FINISHED |
| Object |
Graduated Repayment Plan
The Graduated Repayment Plan is a federal student loan repayment option where payments start low and increase at set intervals, typically every two years, to help borrowers whose income is expected to rise over time.
|
E139717
|
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: Graduated Repayment Plan | Statement: [Federal Direct Student Loan Program, hasRepaymentPlan, Graduated Repayment Plan]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Graduated Repayment Plan Context triple: [Federal Direct Student Loan Program, hasRepaymentPlan, Graduated Repayment Plan]
-
A.
Extended Repayment Plan
The Extended Repayment Plan is a federal student loan repayment option that lowers monthly payments by stretching repayment over a longer period, typically up to 25 years, for borrowers with higher loan balances.
-
B.
Guaranteed Rate
Guaranteed Rate is a U.S.-based mortgage lending company known for providing home loans and related financial services nationwide.
-
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.
loanDepot
loanDepot is a U.S.-based nonbank mortgage lender that provides home purchase and refinancing loans through both online and retail channels.
-
E.
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.
- 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: Graduated Repayment Plan Triple: [Federal Direct Student Loan Program, hasRepaymentPlan, Graduated Repayment Plan]
Generated description
The Graduated Repayment Plan is a federal student loan repayment option where payments start low and increase at set intervals, typically every two years, to help borrowers whose income is expected to rise over time.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Graduated Repayment Plan Target entity description: The Graduated Repayment Plan is a federal student loan repayment option where payments start low and increase at set intervals, typically every two years, to help borrowers whose income is expected to rise over time.
-
A.
Extended Repayment Plan
The Extended Repayment Plan is a federal student loan repayment option that lowers monthly payments by stretching repayment over a longer period, typically up to 25 years, for borrowers with higher loan balances.
-
B.
Guaranteed Rate
Guaranteed Rate is a U.S.-based mortgage lending company known for providing home loans and related financial services nationwide.
-
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.
loanDepot
loanDepot is a U.S.-based nonbank mortgage lender that provides home purchase and refinancing loans through both online and retail channels.
-
E.
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.
- 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_69a4942b30f08190a91c60573e16b5ef |
completed | March 1, 2026, 7:31 p.m. |
| NER | Named-entity recognition | batch_69a4bf15423481909cb3e661e58d3d94 |
completed | March 1, 2026, 10:35 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ac8319d0e88190977a4d434b209f11 |
completed | March 7, 2026, 7:57 p.m. |
| NEDg | Description generation | batch_69ac838fc3d08190aa43d7f2767fe7d2 |
completed | March 7, 2026, 7:59 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ac8425ab408190a25c0f5db40ae77f |
completed | March 7, 2026, 8:01 p.m. |
Created at: March 1, 2026, 7:46 p.m.