Triple

T23340364
Position Surface form Disambiguated ID Type / Status
Subject Beginning of the End E591718 entity
Predicate screenwriter P2831 FINISHED
Object Fred Freiberger
Fred Freiberger was an American film and television writer and producer best known for his work on genre series such as Star Trek and Space: 1999.
E1581842 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: Fred Freiberger | Statement: [Beginning of the End, screenwriter, Fred Freiberger]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Fred Freiberger
Context triple: [Beginning of the End, screenwriter, Fred Freiberger]
  • A. Paul Freiberger
    Paul Freiberger is an author and journalist best known for co-writing the influential history of the personal computer revolution, "Fire in the Valley."
  • B. Fred Schuler
    Fred Schuler is a cinematographer best known for his work on films such as the 1980 comedy "Stir Crazy."
  • C. Marvin Dorfler
    Marvin Dorfler is a bumbling yet persistent bounty hunter who serves as a comic foil to Jack Walsh in the action-comedy film "Midnight Run."
  • D. Fred Bauer
    Fred Bauer was a film producer best known for his work on the 1981 fantasy-comedy movie "Under the Rainbow."
  • E. Paul Frankenburger
    Paul Frankenburger, better known as Paul Ben-Haim, was a German-born Israeli composer who became a leading figure in early Israeli classical music, blending Western traditions with Middle Eastern influences.
  • 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: Fred Freiberger
Triple: [Beginning of the End, screenwriter, Fred Freiberger]
Generated description
Fred Freiberger was an American film and television writer and producer best known for his work on genre series such as Star Trek and Space: 1999.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Fred Freiberger
Target entity description: Fred Freiberger was an American film and television writer and producer best known for his work on genre series such as Star Trek and Space: 1999.
  • A. Paul Freiberger
    Paul Freiberger is an author and journalist best known for co-writing the influential history of the personal computer revolution, "Fire in the Valley."
  • B. Fred Schuler
    Fred Schuler is a cinematographer best known for his work on films such as the 1980 comedy "Stir Crazy."
  • C. Marvin Dorfler
    Marvin Dorfler is a bumbling yet persistent bounty hunter who serves as a comic foil to Jack Walsh in the action-comedy film "Midnight Run."
  • D. Fred Bauer
    Fred Bauer was a film producer best known for his work on the 1981 fantasy-comedy movie "Under the Rainbow."
  • E. Paul Frankenburger
    Paul Frankenburger, better known as Paul Ben-Haim, was a German-born Israeli composer who became a leading figure in early Israeli classical music, blending Western traditions with Middle Eastern influences.
  • 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_69e25d20e3d08190bcede87673cafb25 completed April 17, 2026, 4:17 p.m.
NER Named-entity recognition batch_69f198329d9c8190992627afa9b54bed completed April 29, 2026, 5:33 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0c4cb61d688190970ccb33d82c0fdd completed May 19, 2026, 11:42 a.m.
NEDg Description generation batch_6a0c4e915358819097b8c0b69b2a490f completed May 19, 2026, 11:50 a.m.
NED2 Entity disambiguation (via description) batch_6a0c52a1b82c81909c27a1cde973ae44 completed May 19, 2026, 12:08 p.m.
Created at: April 17, 2026, 5:18 p.m.