Triple

T6153124
Position Surface form Disambiguated ID Type / Status
Subject Once and Again E137253 entity
Predicate executiveProducer P7225 FINISHED
Object Edward Z. Milstein
Edward Z. Milstein is a television producer best known for his executive production work on the drama series "Once and Again."
E649802 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: Edward Z. Milstein | Statement: [Once and Again, executiveProducer, Edward Z. Milstein]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Edward Z. Milstein
Context triple: [Once and Again, executiveProducer, Edward Z. Milstein]
  • A. Irving Brecher
    Irving Brecher was an American screenwriter best known for his work on Marx Brothers comedies and classic Hollywood films of the 1930s and 1940s.
  • B. Donald Rosenfeld
    Donald Rosenfeld is an American film producer known for his work on acclaimed independent and art-house films, including collaborations with prominent directors and projects like "Effie Gray."
  • C. Sidney B. Kramer
    Sidney B. Kramer was an American publisher best known as a co-founder of the mass-market paperback company Bantam Books.
  • D. Fred Hellerman
    Fred Hellerman was an American folk singer, guitarist, songwriter, and producer best known as a founding member of the influential folk group The Weavers.
  • E. M. Edgar Rosenblum
    M. Edgar Rosenblum was a prominent American theater producer and arts administrator best known for his leadership in regional theater development.
  • 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: Edward Z. Milstein
Triple: [Once and Again, executiveProducer, Edward Z. Milstein]
Generated description
Edward Z. Milstein is a television producer best known for his executive production work on the drama series "Once and Again."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Edward Z. Milstein
Target entity description: Edward Z. Milstein is a television producer best known for his executive production work on the drama series "Once and Again."
  • A. Irving Brecher
    Irving Brecher was an American screenwriter best known for his work on Marx Brothers comedies and classic Hollywood films of the 1930s and 1940s.
  • B. Donald Rosenfeld
    Donald Rosenfeld is an American film producer known for his work on acclaimed independent and art-house films, including collaborations with prominent directors and projects like "Effie Gray."
  • C. Sidney B. Kramer
    Sidney B. Kramer was an American publisher best known as a co-founder of the mass-market paperback company Bantam Books.
  • D. Fred Hellerman
    Fred Hellerman was an American folk singer, guitarist, songwriter, and producer best known as a founding member of the influential folk group The Weavers.
  • E. M. Edgar Rosenblum
    M. Edgar Rosenblum was a prominent American theater producer and arts administrator best known for his leadership in regional theater development.
  • 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_69c008a45d008190832a9e19f5d63406 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c05cfe20408190b5ec9b987e1a4206 completed March 22, 2026, 9:19 p.m.
NED1 Entity disambiguation (via context triple) batch_69c7cb9f421081908b9df22decae8923 completed March 28, 2026, 12:37 p.m.
NEDg Description generation batch_69c7ccafd63c81908e5eab61ed615180 completed March 28, 2026, 12:42 p.m.
NED2 Entity disambiguation (via description) batch_69c7cd9966e481909eb3c23bb59777d9 completed March 28, 2026, 12:46 p.m.
Created at: March 22, 2026, 4:16 p.m.