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.