Triple

T5421880
Position Surface form Disambiguated ID Type / Status
Subject Education Service E121270 entity
Predicate programTypeAdministered P2192 FINISHED
Object 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.
E521108 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: Montgomery GI Bill Selected Reserve | Statement: [Education Service, programTypeAdministered, Montgomery GI Bill Selected Reserve]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Montgomery GI Bill Selected Reserve
Context triple: [Education Service, programTypeAdministered, Montgomery GI Bill Selected Reserve]
  • 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. 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.
  • C. Active Guard and Reserve
    Active Guard and Reserve is a full-time support program in the U.S. Air Force Reserve in which reservists serve on active duty to organize, administer, recruit, instruct, or train reserve units.
  • D. 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.
  • E. 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.
  • 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: Montgomery GI Bill Selected Reserve
Triple: [Education Service, programTypeAdministered, Montgomery GI Bill Selected Reserve]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Montgomery GI Bill Selected Reserve
Target entity description: 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.
  • 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. 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.
  • C. Active Guard and Reserve
    Active Guard and Reserve is a full-time support program in the U.S. Air Force Reserve in which reservists serve on active duty to organize, administer, recruit, instruct, or train reserve units.
  • D. 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.
  • E. 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.
  • 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_69bf4123bab881908379e7612d5b39b9 completed March 22, 2026, 1:08 a.m.
NEDg Description generation batch_69bf41efb7748190acefa796eb4e4bed completed March 22, 2026, 1:12 a.m.
NED2 Entity disambiguation (via description) batch_69bf42654a108190b271f78616eea25a completed March 22, 2026, 1:14 a.m.
Created at: March 20, 2026, 2:06 p.m.