Triple

T19520078
Position Surface form Disambiguated ID Type / Status
Subject Transformers: Animated E488379 entity
Predicate developer P73 FINISHED
Object Marty Isenberg
Marty Isenberg is an American television writer and producer best known for his work on animated series, particularly within the Transformers franchise.
 E1512432 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: Marty Isenberg | Statement: [Transformers: Animated, developer, Marty Isenberg]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Marty Isenberg
Context triple: [Transformers: Animated, developer, Marty Isenberg]
  • A. Marty Katz
    Marty Katz is a film producer known for his work on movies such as the World War II drama "The Great Raid."
  • B. Marty Adelstein
    Marty Adelstein is an American television producer and executive known for developing and producing numerous popular TV series.
  • C. Marty Cohen
    Marty Cohen is a political scientist known for his co-authorship of the influential book "The Party Decides," which analyzes the role of party elites in U.S. presidential nominations.
  • D. Marty Dorfman
    Marty Dorfman is a character in Woody Allen's 2016 romantic comedy film "Café Society," set in 1930s Hollywood and New York.
  • E. Steven Fierberg
    Steven Fierberg is an American cinematographer known for his work on feature films and television series, including the romantic drama "Love & Other Drugs."
  • 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: Marty Isenberg
Triple: [Transformers: Animated, developer, Marty Isenberg]
Generated description
Marty Isenberg is an American television writer and producer best known for his work on animated series, particularly within the Transformers franchise.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Marty Isenberg
Target entity description: Marty Isenberg is an American television writer and producer best known for his work on animated series, particularly within the Transformers franchise.
  • A. Marty Katz
    Marty Katz is a film producer known for his work on movies such as the World War II drama "The Great Raid."
  • B. Marty Adelstein
    Marty Adelstein is an American television producer and executive known for developing and producing numerous popular TV series.
  • C. Marty Cohen
    Marty Cohen is a political scientist known for his co-authorship of the influential book "The Party Decides," which analyzes the role of party elites in U.S. presidential nominations.
  • D. Marty Dorfman
    Marty Dorfman is a character in Woody Allen's 2016 romantic comedy film "Café Society," set in 1930s Hollywood and New York.
  • E. Steven Fierberg
    Steven Fierberg is an American cinematographer known for his work on feature films and television series, including the romantic drama "Love & Other Drugs."
  • 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_69d8e8da8bec819081f400199491ccc3 completed April 10, 2026, 12:11 p.m.
NER Named-entity recognition batch_69e6359feb808190ba94563831adc720 completed April 20, 2026, 2:18 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0a6d6015e081909fea513c07e31ac4 completed May 18, 2026, 1:37 a.m.
NEDg Description generation batch_6a0a6ebd63888190a21c3d4907b5c38a completed May 18, 2026, 1:43 a.m.
NED2 Entity disambiguation (via description) batch_6a0a6f3de2e88190824c9cc266c7ee8c completed May 18, 2026, 1:45 a.m.
Created at: April 10, 2026, 1:40 p.m.