Triple

T5019132
Position Surface form Disambiguated ID Type / Status
Subject Will Byers E112805 entity
Predicate associatedWith P37 FINISHED
Object Hawkins Middle School AV Club
Hawkins Middle School AV Club is the small group of nerdy, Dungeons & Dragons–loving friends in Stranger Things who bond over science, technology, and supernatural adventures in the town of Hawkins.
E486706 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: Hawkins Middle School AV Club | Statement: [Will Byers, associatedWith, Hawkins Middle School AV Club]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hawkins Middle School AV Club
Context triple: [Will Byers, associatedWith, Hawkins Middle School AV Club]
  • A. Mill Middle School
    Mill Middle School is a public middle school serving students in the Williamsville Central School District in Williamsville, New York.
  • B. Hazelbrook Middle School
    Hazelbrook Middle School is a public middle school serving students in the Tualatin area of Oregon.
  • C. Afterschool
    Afterschool is a 2008 independent drama film that follows a troubled prep-school student who inadvertently records his classmates’ fatal drug overdose, exploring themes of media, alienation, and voyeurism.
  • D. Bigelow Middle School
    Bigelow Middle School is a public middle school in Newton, Massachusetts, serving students in the Newton Public Schools district.
  • E. Hopewell Middle School
    Hopewell Middle School is a public middle school serving students in the Milton, Georgia area.
  • 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: Hawkins Middle School AV Club
Triple: [Will Byers, associatedWith, Hawkins Middle School AV Club]
Generated description
Hawkins Middle School AV Club is the small group of nerdy, Dungeons & Dragons–loving friends in Stranger Things who bond over science, technology, and supernatural adventures in the town of Hawkins.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hawkins Middle School AV Club
Target entity description: Hawkins Middle School AV Club is the small group of nerdy, Dungeons & Dragons–loving friends in Stranger Things who bond over science, technology, and supernatural adventures in the town of Hawkins.
  • A. Mill Middle School
    Mill Middle School is a public middle school serving students in the Williamsville Central School District in Williamsville, New York.
  • B. Hazelbrook Middle School
    Hazelbrook Middle School is a public middle school serving students in the Tualatin area of Oregon.
  • C. Afterschool
    Afterschool is a 2008 independent drama film that follows a troubled prep-school student who inadvertently records his classmates’ fatal drug overdose, exploring themes of media, alienation, and voyeurism.
  • D. Bigelow Middle School
    Bigelow Middle School is a public middle school in Newton, Massachusetts, serving students in the Newton Public Schools district.
  • E. Hopewell Middle School
    Hopewell Middle School is a public middle school serving students in the Milton, Georgia area.
  • 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_69bd4435c2f48190be593158cbfcf8a3 completed March 20, 2026, 12:57 p.m.
NER Named-entity recognition batch_69bd7342c62881909acb35849da8761c completed March 20, 2026, 4:18 p.m.
NED1 Entity disambiguation (via context triple) batch_69be927bdfa481908a5face7b4fd7058 completed March 21, 2026, 12:43 p.m.
NEDg Description generation batch_69be93e00fc08190a0706dd7375020f5 completed March 21, 2026, 12:49 p.m.
NED2 Entity disambiguation (via description) batch_69be94a7e15481908f17feafb593b97b completed March 21, 2026, 12:52 p.m.
Created at: March 20, 2026, 1:35 p.m.