Triple

T16683748
Position Surface form Disambiguated ID Type / Status
Subject Kristy Swanson E405404 entity
Predicate notableWork P4 FINISHED
Object Higher Learning (1995 film)
Higher Learning (1995 film) is a 1995 drama directed by John Singleton that explores race, identity, and social tensions on a fictional college campus through the intersecting lives of diverse students.
E1228294 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 (1995 film) | Statement: [Kristy Swanson, notableWork, Higher Learning (1995 film)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Higher Learning (1995 film)
Context triple: [Kristy Swanson, notableWork, Higher Learning (1995 film)]
  • A. The Faculty
    The Faculty is a 1998 science fiction horror film about high school students who discover their teachers are being taken over by alien parasites.
  • B. The Real University
    The Real University is an independent hip-hop record label associated with 2 Chainz, known for releasing his music and supporting affiliated artists.
  • C. American Educator
    American Educator is a quarterly professional journal published by the American Federation of Teachers that features research-based articles and commentary on education practice and policy.
  • D. Stand and Deliver
    Stand and Deliver is a 1988 drama film based on the true story of math teacher Jaime Escalante, who inspires underprivileged students in East Los Angeles to excel in calculus.
  • E. Stand and Deliver
    "Stand and Deliver" is a bluegrass album by the Steep Canyon Rangers showcasing their contemporary take on traditional string-band music.
  • 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 (1995 film)
Triple: [Kristy Swanson, notableWork, Higher Learning (1995 film)]
Generated description
Higher Learning (1995 film) is a 1995 drama directed by John Singleton that explores race, identity, and social tensions on a fictional college campus through the intersecting lives of diverse students.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Higher Learning (1995 film)
Target entity description: Higher Learning (1995 film) is a 1995 drama directed by John Singleton that explores race, identity, and social tensions on a fictional college campus through the intersecting lives of diverse students.
  • A. The Faculty
    The Faculty is a 1998 science fiction horror film about high school students who discover their teachers are being taken over by alien parasites.
  • B. The Real University
    The Real University is an independent hip-hop record label associated with 2 Chainz, known for releasing his music and supporting affiliated artists.
  • C. American Educator
    American Educator is a quarterly professional journal published by the American Federation of Teachers that features research-based articles and commentary on education practice and policy.
  • D. Stand and Deliver
    "Stand and Deliver" is a bluegrass album by the Steep Canyon Rangers showcasing their contemporary take on traditional string-band music.
  • E. Stand and Deliver
    Stand and Deliver is a 1988 drama film based on the true story of math teacher Jaime Escalante, who inspires underprivileged students in East Los Angeles to excel in calculus.
  • 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_69d8838c28748190b3f5967c743940ab completed April 10, 2026, 4:58 a.m.
NER Named-entity recognition batch_69e37d70d3f8819087d1bd700c94a83f completed April 18, 2026, 12:47 p.m.
NED1 Entity disambiguation (via context triple) batch_6a008a422f8c8190873fd7089df8fbd4 completed May 10, 2026, 1:38 p.m.
NEDg Description generation batch_6a008b41a1648190bd1c2268c8a80ee2 completed May 10, 2026, 1:42 p.m.
NED2 Entity disambiguation (via description) batch_6a008c2bcac48190801ba34fde104a8a completed May 10, 2026, 1:46 p.m.
Created at: April 10, 2026, 5:19 a.m.