Triple

T7689485

Position	Surface form	Disambiguated ID	Type / Status
Subject	GI Bill	`E174208`	entity
Predicate	inspired	`P9`	FINISHED
Object	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.	`E680845`	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 | Statement: [GI Bill, inspired, Montgomery GI Bill]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Montgomery GI Bill
Context triple: [GI Bill, inspired, Montgomery GI Bill]

A. 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.
B. 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.
C. 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.
D. Military Lending Act
The Military Lending Act is a U.S. federal law that provides special consumer credit protections and interest rate caps for active-duty servicemembers and their dependents.
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
Triple: [GI Bill, inspired, Montgomery GI Bill]

Generated description

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.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Montgomery GI Bill
Target entity description: 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.

A. 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.
B. 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.
C. 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.
D. Military Lending Act
The Military Lending Act is a U.S. federal law that provides special consumer credit protections and interest rate caps for active-duty servicemembers and their dependents.
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_69c6995966348190939e6c37ba272c06`	completed	March 27, 2026, 2:51 p.m.
NER	Named-entity recognition	`batch_69c70240bd7c81908b7f330abf97acca`	completed	March 27, 2026, 10:18 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69c8a261019c8190b8ef53bfb611cef4`	completed	March 29, 2026, 3:54 a.m.
NEDg	Description generation	`batch_69c8a2d073b08190a056e23cfdf13983`	completed	March 29, 2026, 3:56 a.m.
NED2	Entity disambiguation (via description)	`batch_69c8a37fabe481908c7da8a5d71a3f1c`	completed	March 29, 2026, 3:58 a.m.

Created at: March 27, 2026, 4:02 p.m.