Triple
T13941188
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | John Singleton |
E335255
|
entity |
| Predicate | directorOf |
P537
|
FINISHED |
| Object | Higher Learning |
E1003941
|
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: Higher Learning | Statement: [John Singleton, directorOf, Higher Learning]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Higher Learning Context triple: [John Singleton, directorOf, Higher Learning]
-
A.
Higher Learning
Higher Learning is a critically acclaimed mixtape by rapper Fashawn that helped establish his reputation in the underground hip-hop scene.
-
B.
Higher Learning
chosen
Higher Learning is a 1995 drama film written and directed by John Singleton that explores race, identity, and violence on a college campus.
-
C.
Higher Ed
"Higher Ed" is a 2001 comedy film starring rapper and actor Pras Michel, centered on the misadventures of a young man navigating college life.
-
D.
University Studies
University Studies is an academic division at James Madison University that oversees interdisciplinary and exploratory programs for students who have not yet declared a specific major or are pursuing broad, cross-disciplinary studies.
-
E.
Graduate School
The Graduate School at Northern Illinois University is the division responsible for overseeing and supporting the university’s advanced degree programs and graduate-level academic affairs.
- 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_69d81c6081b88190b53e317c3370c8fe |
completed | April 9, 2026, 9:38 p.m. |
| NER | Named-entity recognition | batch_69de2cf6e29881908ddb8efca9a456a3 |
completed | April 14, 2026, 12:03 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fba1ca49a881909e77b5a2ae13265f |
completed | May 6, 2026, 8:17 p.m. |
Created at: April 9, 2026, 10:17 p.m.