Triple

T21092017
Position Surface form Disambiguated ID Type / Status
Subject VA Home Loan Guaranty Program E519659 entity
Predicate loanType P9377 FINISHED
Object Native American Direct Loan (for eligible Native American veterans on trust land) — NE NERFINISHED

How this triple was built (2 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 (for eligible Native American veterans on trust land) | Statement: [VA Home Loan Guaranty Program, loanType, Native American Direct Loan (for eligible Native American veterans on trust land)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Native American Direct Loan (for eligible Native American veterans on trust land)
Context triple: [VA Home Loan Guaranty Program, loanType, Native American Direct Loan (for eligible Native American veterans on trust land)]
  • A. Native American Direct Loan program chosen
    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.
  • B. 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.
  • C. Military Lending Act
    The Military Lending Act is a U.S. federal law that provides special consumer credit protections and interest rate caps for active-duty servicemembers and their dependents.
  • D. Direct Unsubsidized Loan
    A Direct Unsubsidized Loan is a federal student loan that accrues interest from disbursement and is available to eligible undergraduate, graduate, and professional students regardless of financial need.
  • E. PLUS Loan
    A PLUS Loan is a federal student loan that allows graduate students and parents of dependent undergraduates to borrow funds to help pay for education costs not covered by other financial aid.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (2 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_69e0b507dd9081908fb8bfcbef4c8b46 completed April 16, 2026, 10:08 a.m.
NER Named-entity recognition batch_69e7094f6ebc8190a90b014755a9d4a6 completed April 21, 2026, 5:21 a.m.
Created at: April 16, 2026, 2:51 p.m.