Triple

T5421881
Position Surface form Disambiguated ID Type / Status
Subject Education Service E121270 entity
Predicate programTypeAdministered P2192 FINISHED
Object 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.
E519655 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: Survivors’ and Dependents’ Educational Assistance | Statement: [Education Service, programTypeAdministered, Survivors’ and Dependents’ Educational Assistance]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Survivors’ and Dependents’ Educational Assistance
Context triple: [Education Service, programTypeAdministered, Survivors’ and Dependents’ Educational Assistance]
  • 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. Department of Defense Dependents Schools
    The Department of Defense Dependents Schools is a school system run by the U.S. Department of Defense to provide education for the children of American military and civilian personnel stationed overseas.
  • C. Job Corps
    Job Corps is a U.S. federal program that provides free education and vocational training to young people to help them gain employment and economic self-sufficiency.
  • D. NDEA
    NDEA is a U.S. federal law enacted in 1958 that expanded funding for education, particularly in science, mathematics, and foreign languages, in response to Cold War concerns about national security and technological competition.
  • E. Educational and Training Services Branch
    The Educational and Training Services Branch is a specialist component of the British Army responsible for delivering education, training, and learning support to service personnel.
  • 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: Survivors’ and Dependents’ Educational Assistance
Triple: [Education Service, programTypeAdministered, Survivors’ and Dependents’ Educational Assistance]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Survivors’ and Dependents’ Educational Assistance
Target entity description: 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.
  • 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. Department of Defense Dependents Schools
    The Department of Defense Dependents Schools is a school system run by the U.S. Department of Defense to provide education for the children of American military and civilian personnel stationed overseas.
  • C. Job Corps
    Job Corps is a U.S. federal program that provides free education and vocational training to young people to help them gain employment and economic self-sufficiency.
  • D. NDEA
    NDEA is a U.S. federal law enacted in 1958 that expanded funding for education, particularly in science, mathematics, and foreign languages, in response to Cold War concerns about national security and technological competition.
  • E. Educational and Training Services Branch
    The Educational and Training Services Branch is a specialist component of the British Army responsible for delivering education, training, and learning support to service personnel.
  • 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.