Triple

T5421879
Position Surface form Disambiguated ID Type / Status
Subject Education Service E121270 entity
Predicate programTypeAdministered P2192 FINISHED
Object Montgomery GI Bill Active Duty
The Montgomery GI Bill Active Duty 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 who served on active duty.
 E174208 NE FINISHED

Named-entity recognition

Before disambiguation, gpt-5-mini classified whether the object phrase is a named entity — the step behind the object's NE type shown above.

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: Montgomery GI Bill Active Duty | Statement: [Education Service, programTypeAdministered, Montgomery GI Bill Active Duty]

Disambiguation candidates (2 decisions)

The exact options the model was shown at each disambiguation step, with the option it chose highlighted — the evidence behind this triple's disambiguated ids.

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Montgomery GI Bill Active Duty
Context triple: [Education Service, programTypeAdministered, Montgomery GI Bill Active Duty]
  • 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. Servicemembers Civil Relief Act
    The Servicemembers Civil Relief Act is a U.S. federal law that provides legal and financial protections to active-duty military personnel, particularly in areas such as housing, loans, and civil judicial proceedings.
  • C. Veterans Choice Program
    The Veterans Choice Program was a U.S. Department of Veterans Affairs initiative that allowed eligible veterans to receive healthcare from approved community providers outside the VA system to improve access and reduce wait times.
  • D. Thrift Savings Plan
    The Thrift Savings Plan is a U.S. federal government–sponsored defined-contribution retirement savings and investment plan for federal employees and members of the uniformed services, similar to a 401(k).
  • E. Enlisted Professional Military Education
    Enlisted Professional Military Education is a structured series of progressive courses and training programs designed to develop the leadership, warfighting, and professional skills of enlisted Marines throughout their careers.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Montgomery GI Bill Active Duty
Target entity description: The Montgomery GI Bill Active Duty 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 who served on active duty.
  • A. GI Bill chosen
    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. Servicemembers Civil Relief Act
    The Servicemembers Civil Relief Act is a U.S. federal law that provides legal and financial protections to active-duty military personnel, particularly in areas such as housing, loans, and civil judicial proceedings.
  • C. Veterans Choice Program
    The Veterans Choice Program was a U.S. Department of Veterans Affairs initiative that allowed eligible veterans to receive healthcare from approved community providers outside the VA system to improve access and reduce wait times.
  • D. Thrift Savings Plan
    The Thrift Savings Plan is a U.S. federal government–sponsored defined-contribution retirement savings and investment plan for federal employees and members of the uniformed services, similar to a 401(k).
  • E. Enlisted Professional Military Education
    Enlisted Professional Military Education is a structured series of progressive courses and training programs designed to develop the leadership, warfighting, and professional skills of enlisted Marines throughout their careers.
  • F. None of above.

How the object was described

The object's one-sentence description was generated by prompting gpt-5.1 with the object name and this triple as context.

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: Montgomery GI Bill Active Duty
Triple: [Education Service, programTypeAdministered, Montgomery GI Bill Active Duty]
Generated description
The Montgomery GI Bill Active Duty 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 who served on active duty.

Provenance (5 batches)

Stage Batch ID Job type Status
creating batch_69bd463b58d88190b258261573de9e91 elicitation completed
NER batch_69bd87ec45c48190a8a25bf582b02440 ner completed
NED1 batch_69bf3ab7f6b481908fead172fbdafe36 ned_source_triple completed
NED2 batch_69bf3c4530288190924b4c38d7b1fb70 ned_description completed
NEDg batch_69bf3bc4b1e08190a7574b3ec67823e4 nedg completed
Created at: March 20, 2026, 2:06 p.m.