Triple
T5421749
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Veterans Benefits Administration |
E121267
|
entity |
| Predicate | responsibleFor |
P636
|
FINISHED |
| Object | GI Bill education programs |
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 programs | Statement: [Veterans Benefits Administration, responsibleFor, GI Bill education programs]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: GI Bill education programs Context triple: [Veterans Benefits Administration, responsibleFor, GI Bill education programs]
-
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.
United States Armed Forces education system
The United States Armed Forces education system is the network of military academies, training schools, and professional education institutions that prepare and develop officers and enlisted personnel for service in the U.S. Army, Navy, Air Force, Marine Corps, Space Force, and Coast Guard.
-
C.
National Defense Education Act
The National Defense Education Act was a landmark 1958 U.S. law that massively expanded federal funding for science, mathematics, and foreign language education in response to Cold War pressures and the Soviet launch of Sputnik.
-
D.
Federal Work-Study Program
The Federal Work-Study Program is a U.S. financial aid initiative that provides part-time jobs for eligible college and graduate students to help pay for education expenses.
-
E.
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.
- 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_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. |
Created at: March 20, 2026, 2:06 p.m.