Triple

T12807202
Position Surface form Disambiguated ID Type / Status
Subject Michael Rapaport E306175 entity
Predicate notableWork P4 FINISHED
Object Higher Learning
Higher Learning is a 1995 drama film written and directed by John Singleton that explores race, identity, and violence on a college campus.
 E1003941 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: Higher Learning | Statement: [Michael Rapaport, notableWork, Higher Learning]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Higher Learning
Context triple: [Michael Rapaport, notableWork, 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 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.
  • C. 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.
  • D. 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.
  • E. Graduate School
    The Graduate School at Southeastern Oklahoma State University oversees the institution’s advanced degree programs, supporting graduate education, research, and professional development for postgraduate students.
  • 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: Higher Learning
Triple: [Michael Rapaport, notableWork, Higher Learning]
Generated description
Higher Learning is a 1995 drama film written and directed by John Singleton that explores race, identity, and violence on a college campus.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Higher Learning
Target entity description: Higher Learning is a 1995 drama film written and directed by John Singleton that explores race, identity, and violence on a college campus.
  • 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 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.
  • C. 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.
  • D. 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.
  • E. Graduate School
    The Graduate School at Southeastern Oklahoma State University oversees the institution’s advanced degree programs, supporting graduate education, research, and professional development for postgraduate students.
  • 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_69d7bdf46c448190b1faa55aaacb6317 completed April 9, 2026, 2:55 p.m.
NER Named-entity recognition batch_69d96e808130819080f404b3a7462c2e completed April 10, 2026, 9:41 p.m.
NED1 Entity disambiguation (via context triple) batch_69f68ec6556081909375fada79ddcb8c completed May 2, 2026, 11:54 p.m.
NEDg Description generation batch_69f68f8d2ca08190a385635fb6130a9f completed May 2, 2026, 11:58 p.m.
NED2 Entity disambiguation (via description) batch_69f69033a66481908bf4ae23fced5983 completed May 3, 2026, midnight
Created at: April 9, 2026, 5:31 p.m.