Triple

T8904845
Position Surface form Disambiguated ID Type / Status
Subject Wet Hot American Summer E212028 entity
Predicate producer P490 FINISHED
Object Howard Bernstein
Howard Bernstein is a film and television producer best known for his work on the cult comedy "Wet Hot American Summer."
E766323 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: Howard Bernstein | Statement: [Wet Hot American Summer, producer, Howard Bernstein]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Howard Bernstein
Context triple: [Wet Hot American Summer, producer, Howard Bernstein]
  • A. James Kantor
    James Kantor was a South African attorney who became notable for his controversial arrest and prosecution alongside anti-apartheid activists during the Rivonia Trial.
  • B. Mark Bomback
    Mark Bomback is an American screenwriter and producer known for his work on major studio films such as the modern Planet of the Apes series and various action and thriller movies.
  • C. Phillip Berman
    Phillip Berman is a writer best known for coauthoring the spiritual and philosophical work "Reason for Hope: A Spiritual Journey" with primatologist Jane Goodall.
  • D. Barry Weiss
    Barry Weiss is an American music industry executive best known for leading major record labels such as Jive Records and RCA/Jive Label Group and working with numerous multi-platinum artists.
  • E. Jeffrey Goldberg
    Jeffrey Goldberg is an American journalist and author known for his long-form reporting on foreign policy and national security, and for serving as editor-in-chief of The Atlantic.
  • 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: Howard Bernstein
Triple: [Wet Hot American Summer, producer, Howard Bernstein]
Generated description
Howard Bernstein is a film and television producer best known for his work on the cult comedy "Wet Hot American Summer."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Howard Bernstein
Target entity description: Howard Bernstein is a film and television producer best known for his work on the cult comedy "Wet Hot American Summer."
  • A. James Kantor
    James Kantor was a South African attorney who became notable for his controversial arrest and prosecution alongside anti-apartheid activists during the Rivonia Trial.
  • B. Mark Bomback
    Mark Bomback is an American screenwriter and producer known for his work on major studio films such as the modern Planet of the Apes series and various action and thriller movies.
  • C. Phillip Berman
    Phillip Berman is a writer best known for coauthoring the spiritual and philosophical work "Reason for Hope: A Spiritual Journey" with primatologist Jane Goodall.
  • D. Barry Weiss
    Barry Weiss is an American music industry executive best known for leading major record labels such as Jive Records and RCA/Jive Label Group and working with numerous multi-platinum artists.
  • E. Jeffrey Goldberg
    Jeffrey Goldberg is an American journalist and author known for his long-form reporting on foreign policy and national security, and for serving as editor-in-chief of The Atlantic.
  • 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_69ca839255248190b43984294abd92ae completed March 30, 2026, 2:07 p.m.
NER Named-entity recognition batch_69cc64c2509881908fb692522d348e96 completed April 1, 2026, 12:20 a.m.
NED1 Entity disambiguation (via context triple) batch_69cfba2cb5e48190813e9c08198149b0 completed April 3, 2026, 1:01 p.m.
NEDg Description generation batch_69cfbaf8aa4c8190821ace3f0f53a9b3 completed April 3, 2026, 1:04 p.m.
NED2 Entity disambiguation (via description) batch_69cfbb9585688190b3aa3d817bafba51 completed April 3, 2026, 1:07 p.m.
Created at: March 30, 2026, 6:55 p.m.