Triple
T1205031
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Federal Direct Student Loan Program |
E25868
|
entity |
| Predicate | loanType |
P9377
|
FINISHED |
| Object |
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.
|
E137596
|
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: Direct Consolidation Loan | Statement: [Federal Direct Student Loan Program, loanType, Direct Consolidation Loan]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Direct Consolidation Loan Context triple: [Federal Direct Student Loan Program, loanType, Direct Consolidation Loan]
-
A.
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.
-
B.
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.
-
C.
loanDepot
loanDepot is a U.S.-based nonbank mortgage lender that provides home purchase and refinancing loans through both online and retail channels.
-
D.
Loan Guaranty Service
The Loan Guaranty Service is a division of the U.S. Department of Veterans Affairs that administers home loan benefits and related housing assistance programs for eligible veterans, service members, and their families.
-
E.
Omni-Path
Omni-Path is a high-performance computing interconnect technology developed by Intel as an alternative to InfiniBand for low-latency, high-bandwidth data transfer in supercomputing and data center environments.
- 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: Direct Consolidation Loan Triple: [Federal Direct Student Loan Program, loanType, Direct Consolidation Loan]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Direct Consolidation Loan Target entity description: 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.
-
A.
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.
-
B.
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.
-
C.
loanDepot
loanDepot is a U.S.-based nonbank mortgage lender that provides home purchase and refinancing loans through both online and retail channels.
-
D.
Loan Guaranty Service
The Loan Guaranty Service is a division of the U.S. Department of Veterans Affairs that administers home loan benefits and related housing assistance programs for eligible veterans, service members, and their families.
-
E.
Omni-Path
Omni-Path is a high-performance computing interconnect technology developed by Intel as an alternative to InfiniBand for low-latency, high-bandwidth data transfer in supercomputing and data center environments.
- 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_69a4bdc0f8d08190b340012a9eb26275 |
completed | March 1, 2026, 10:29 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ac7f3caed481908e9e4b6b9daa544d |
completed | March 7, 2026, 7:40 p.m. |
| NEDg | Description generation | batch_69ac7fa9c970819081c78963e136535e |
completed | March 7, 2026, 7:42 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ac7ff8a6008190a07ce0631ca06109 |
completed | March 7, 2026, 7:43 p.m. |
Created at: March 1, 2026, 7:46 p.m.