Triple

T7356906
Position Surface form Disambiguated ID Type / Status
Subject Psych: The Movie E169648 entity
Predicate writer P1360 FINISHED
Object Andy Berman
Andy Berman is an American television writer, producer, and actor best known for his work on the comedy-drama series "Psych."
E689806 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: Andy Berman | Statement: [Psych: The Movie, writer, Andy Berman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Andy Berman
Context triple: [Psych: The Movie, writer, Andy Berman]
  • A. Andy Shernoff
    Andy Shernoff is an American musician, songwriter, and producer best known as a founding member and primary songwriter of the influential punk rock band The Dictators.
  • B. Michael Berman
    Michael Berman is a writer and contributor known for his work published in George magazine.
  • C. Steven Baigelman
    Steven Baigelman is an American screenwriter and producer known for his work on biographical and crime dramas in film and television.
  • D. Eric Lamonsoff
    Eric Lamonsoff is a bumbling yet big-hearted family man and close friend of Lenny Feder in the Grown Ups comedy film series.
  • E. Michael Leibert
    Michael Leibert was an American theater director and producer best known for establishing the influential Berkeley Repertory Theatre in California.
  • 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: Andy Berman
Triple: [Psych: The Movie, writer, Andy Berman]
Generated description
Andy Berman is an American television writer, producer, and actor best known for his work on the comedy-drama series "Psych."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Andy Berman
Target entity description: Andy Berman is an American television writer, producer, and actor best known for his work on the comedy-drama series "Psych."
  • A. Andy Shernoff
    Andy Shernoff is an American musician, songwriter, and producer best known as a founding member and primary songwriter of the influential punk rock band The Dictators.
  • B. Michael Berman
    Michael Berman is a writer and contributor known for his work published in George magazine.
  • C. Steven Baigelman
    Steven Baigelman is an American screenwriter and producer known for his work on biographical and crime dramas in film and television.
  • D. Eric Lamonsoff
    Eric Lamonsoff is a bumbling yet big-hearted family man and close friend of Lenny Feder in the Grown Ups comedy film series.
  • E. Michael Leibert
    Michael Leibert was an American theater director and producer best known for establishing the influential Berkeley Repertory Theatre in California.
  • 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_69c68a59f2288190877ca15c19b1e822 completed March 27, 2026, 1:47 p.m.
NER Named-entity recognition batch_69c6f13a62e48190a2d1781a630aa9f0 completed March 27, 2026, 9:06 p.m.
NED1 Entity disambiguation (via context triple) batch_69c911608d408190b149c7c56931a18d completed March 29, 2026, 11:47 a.m.
NEDg Description generation batch_69c911f4a0b0819099a9dbdceeeddd78 completed March 29, 2026, 11:50 a.m.
NED2 Entity disambiguation (via description) batch_69c912579c108190befbbfd5740bfd83 completed March 29, 2026, 11:51 a.m.
Created at: March 27, 2026, 3:06 p.m.