Triple

T21091844
Position Surface form Disambiguated ID Type / Status
Subject Survivors’ and Dependents’ Educational Assistance E519655 entity
Predicate relatedTo P37 FINISHED
Object Montgomery GI Bill — 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: Montgomery GI Bill | Statement: [Survivors’ and Dependents’ Educational Assistance, relatedTo, Montgomery GI Bill]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Montgomery GI Bill
Context triple: [Survivors’ and Dependents’ Educational Assistance, relatedTo, Montgomery GI Bill]
  • A. Montgomery GI Bill chosen
    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.
  • B. 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.
  • C. 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.
  • D. 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.
  • E. 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.
  • 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.