Triple

T23467957
Position Surface form Disambiguated ID Type / Status
Subject Life After Beth E569146 entity
Predicate character P662 FINISHED
Object Zach Orfman
Zach Orfman is the grieving boyfriend protagonist in the horror-comedy film "Life After Beth," who struggles to cope when his recently deceased girlfriend mysteriously returns from the dead.
E1589879 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: Zach Orfman | Statement: [Life After Beth, character, Zach Orfman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Zach Orfman
Context triple: [Life After Beth, character, Zach Orfman]
  • A. Zach Katz
    Zach Katz is a music industry executive and producer known for his work with major artists and leadership roles at prominent record and publishing companies.
  • B. Zack Sekoff
    Zack Sekoff is an American producer and musician known for his experimental, genre-blending work in contemporary hip-hop and electronic music.
  • C. Zachary Sklar
    Zachary Sklar is an American screenwriter and journalist best known for co-writing Oliver Stone’s political thriller film "JFK."
  • D. Spencer Laudiero
    Spencer Laudiero is an American animation director and storyboard artist known for his work on television series such as "Family Guy" and "The Orville."
  • E. Zackary Drucker
    Zackary Drucker is an American transgender artist, producer, and activist known for her work exploring gender, identity, and representation in contemporary media and art.
  • 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: Zach Orfman
Triple: [Life After Beth, character, Zach Orfman]
Generated description
Zach Orfman is the grieving boyfriend protagonist in the horror-comedy film "Life After Beth," who struggles to cope when his recently deceased girlfriend mysteriously returns from the dead.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Zach Orfman
Target entity description: Zach Orfman is the grieving boyfriend protagonist in the horror-comedy film "Life After Beth," who struggles to cope when his recently deceased girlfriend mysteriously returns from the dead.
  • A. Zach Katz
    Zach Katz is a music industry executive and producer known for his work with major artists and leadership roles at prominent record and publishing companies.
  • B. Zack Sekoff
    Zack Sekoff is an American producer and musician known for his experimental, genre-blending work in contemporary hip-hop and electronic music.
  • C. Zachary Sklar
    Zachary Sklar is an American screenwriter and journalist best known for co-writing Oliver Stone’s political thriller film "JFK."
  • D. Spencer Laudiero
    Spencer Laudiero is an American animation director and storyboard artist known for his work on television series such as "Family Guy" and "The Orville."
  • E. Zackary Drucker
    Zackary Drucker is an American transgender artist, producer, and activist known for her work exploring gender, identity, and representation in contemporary media and art.
  • 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_69e2458ebd808190b3298163132cfb0b completed April 17, 2026, 2:37 p.m.
NER Named-entity recognition batch_69f1a6fd280c81908aae05f0851466eb completed April 29, 2026, 6:36 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0c8256ede08190a95e0074245e9eff completed May 19, 2026, 3:31 p.m.
NEDg Description generation batch_6a0ca6efb0d88190bf15b18cc3f12482 completed May 19, 2026, 6:07 p.m.
NED2 Entity disambiguation (via description) batch_6a0ca819f6dc8190852bb3c06768ac5a completed May 19, 2026, 6:12 p.m.
Created at: April 17, 2026, 5:54 p.m.