Triple

T23513786
Position Surface form Disambiguated ID Type / Status
Subject Federal Perkins Loan E572501 entity
Predicate formerlyKnownAs P65 FINISHED
Object National Defense Student Loan
The National Defense Student Loan was an early U.S. federal student loan program created to expand access to higher education, particularly in fields deemed critical to national interests, and later evolved into what became known as the Federal Perkins Loan program.
E1590716 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: National Defense Student Loan | Statement: [Federal Perkins Loan, formerlyKnownAs, National Defense Student Loan]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: National Defense Student Loan
Context triple: [Federal Perkins Loan, formerlyKnownAs, National Defense Student Loan]
  • A. GI Bill
    The GI Bill is a landmark U.S. law that provided returning World War II veterans with benefits such as tuition assistance, low-cost mortgages, and unemployment support, profoundly expanding access to higher education and homeownership.
  • B. Montgomery GI Bill
    The Montgomery GI Bill is a U.S. Department of Veterans Affairs education benefit program that provides financial assistance for tuition and training to eligible service members and veterans.
  • C. Post-9/11 GI Bill
    The Post-9/11 GI Bill is a U.S. education benefit program that provides tuition assistance, housing allowances, and other support to veterans and service members who served on active duty after September 10, 2001.
  • D. Survivors’ and Dependents’ Educational Assistance
    Survivors’ and Dependents’ Educational Assistance is a U.S. Department of Veterans Affairs benefit program that provides education and training support to eligible dependents and survivors of certain veterans and service members.
  • E. Montgomery GI Bill Selected Reserve
    The Montgomery GI Bill Selected Reserve is a U.S. Department of Veterans Affairs education benefit program that provides financial assistance for training and education to eligible members of the Reserve and National Guard.
  • 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: National Defense Student Loan
Triple: [Federal Perkins Loan, formerlyKnownAs, National Defense Student Loan]
Generated description
The National Defense Student Loan was an early U.S. federal student loan program created to expand access to higher education, particularly in fields deemed critical to national interests, and later evolved into what became known as the Federal Perkins Loan program.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: National Defense Student Loan
Target entity description: The National Defense Student Loan was an early U.S. federal student loan program created to expand access to higher education, particularly in fields deemed critical to national interests, and later evolved into what became known as the Federal Perkins Loan program.
  • A. GI Bill
    The GI Bill is a landmark U.S. law that provided returning World War II veterans with benefits such as tuition assistance, low-cost mortgages, and unemployment support, profoundly expanding access to higher education and homeownership.
  • B. Montgomery GI Bill
    The Montgomery GI Bill is a U.S. Department of Veterans Affairs education benefit program that provides financial assistance for tuition and training to eligible service members and veterans.
  • C. Post-9/11 GI Bill
    The Post-9/11 GI Bill is a U.S. education benefit program that provides tuition assistance, housing allowances, and other support to veterans and service members who served on active duty after September 10, 2001.
  • D. Survivors’ and Dependents’ Educational Assistance
    Survivors’ and Dependents’ Educational Assistance is a U.S. Department of Veterans Affairs benefit program that provides education and training support to eligible dependents and survivors of certain veterans and service members.
  • E. Montgomery GI Bill Selected Reserve
    The Montgomery GI Bill Selected Reserve is a U.S. Department of Veterans Affairs education benefit program that provides financial assistance for training and education to eligible members of the Reserve and National Guard.
  • 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_69e245b5e4208190bac8a6509867e394 completed April 17, 2026, 2:37 p.m.
NER Named-entity recognition batch_69f1aa80174c819088c9c19fdcf2a133 completed April 29, 2026, 6:51 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0cdf48ac808190afe97f9f2b9fe8ae completed May 19, 2026, 10:08 p.m.
NEDg Description generation batch_6a0ce0ffc8c08190a9ef8f8bbdec55b5 completed May 19, 2026, 10:15 p.m.
NED2 Entity disambiguation (via description) batch_6a0ce22ac5ac8190b708bb201fdf3af8 completed May 19, 2026, 10:20 p.m.
Created at: April 17, 2026, 6:08 p.m.