Triple
T5421925
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Loan Guaranty Service |
E121271
|
entity |
| Predicate | offersProgram |
P178
|
FINISHED |
| Object |
Native American Direct Loan program
The Native American Direct Loan program is a U.S. Department of Veterans Affairs home loan benefit that provides direct mortgage loans to eligible Native American veterans for housing on federal trust land.
|
E519657
|
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: Native American Direct Loan program | Statement: [Loan Guaranty Service, offersProgram, Native American Direct Loan program]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Native American Direct Loan program Context triple: [Loan Guaranty Service, offersProgram, Native American Direct Loan program]
-
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.
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 Pell Grant Program
The Federal Pell Grant Program is a U.S. federal financial aid initiative that provides need-based grants to low-income undergraduate students to help pay for college expenses.
-
D.
Native American CDFI Assistance Program
The Native American CDFI Assistance Program is a federal initiative that provides financial and technical support to Native American community development financial institutions to promote economic development in Native communities.
-
E.
Indian Self-Determination and Education Assistance Act
The Indian Self-Determination and Education Assistance Act is a landmark U.S. federal law that empowers Native American tribes to administer their own education, health, and social service programs previously managed by federal agencies, advancing tribal self-governance and autonomy.
- 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: Native American Direct Loan program Triple: [Loan Guaranty Service, offersProgram, Native American Direct Loan program]
Generated description
The Native American Direct Loan program is a U.S. Department of Veterans Affairs home loan benefit that provides direct mortgage loans to eligible Native American veterans for housing on federal trust land.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Native American Direct Loan program Target entity description: The Native American Direct Loan program is a U.S. Department of Veterans Affairs home loan benefit that provides direct mortgage loans to eligible Native American veterans for housing on federal trust land.
-
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.
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 Pell Grant Program
The Federal Pell Grant Program is a U.S. federal financial aid initiative that provides need-based grants to low-income undergraduate students to help pay for college expenses.
-
D.
Native American CDFI Assistance Program
The Native American CDFI Assistance Program is a federal initiative that provides financial and technical support to Native American community development financial institutions to promote economic development in Native communities.
-
E.
Indian Self-Determination and Education Assistance Act
The Indian Self-Determination and Education Assistance Act is a landmark U.S. federal law that empowers Native American tribes to administer their own education, health, and social service programs previously managed by federal agencies, advancing tribal self-governance and autonomy.
- 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_69bd463b58d88190b258261573de9e91 |
completed | March 20, 2026, 1:06 p.m. |
| NER | Named-entity recognition | batch_69bd87ec45c48190a8a25bf582b02440 |
completed | March 20, 2026, 5:46 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69bf3ab7f6b481908fead172fbdafe36 |
completed | March 22, 2026, 12:41 a.m. |
| NEDg | Description generation | batch_69bf3bc4b1e08190a7574b3ec67823e4 |
completed | March 22, 2026, 12:45 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69bf3c4530288190924b4c38d7b1fb70 |
completed | March 22, 2026, 12:48 a.m. |
Created at: March 20, 2026, 2:06 p.m.