Triple
T12605876
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | United States federal programs |
E300976
|
entity |
| Predicate | notableExample |
P1503
|
FINISHED |
| Object | GI Bill education benefits |
E174208
|
NE FINISHED |
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: GI Bill education benefits | Statement: [United States federal programs, notableExample, GI Bill education benefits]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: GI Bill education benefits Context triple: [United States federal programs, notableExample, GI Bill education benefits]
-
A.
GI Bill
chosen
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.
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.
-
C.
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.
-
D.
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.
-
E.
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.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69d7bdea2ca881908f379526c13b1145 |
completed | April 9, 2026, 2:55 p.m. |
| NER | Named-entity recognition | batch_69d954e7f2dc8190a42cab7a0e5ea7f3 |
completed | April 10, 2026, 7:52 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f65ecd1b748190bd961497b30e1ae5 |
completed | May 2, 2026, 8:30 p.m. |
Created at: April 9, 2026, 5:10 p.m.