Triple

T3564566
Position Surface form Disambiguated ID Type / Status
Subject Starsky & Hutch E75413 entity
Predicate producer P490 FINISHED
Object Tony Ludwig
Tony Ludwig is a film and television producer best known for his work on the action-comedy series "Starsky & Hutch."
E369324 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: Tony Ludwig | Statement: [Starsky & Hutch, producer, Tony Ludwig]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Tony Ludwig
Context triple: [Starsky & Hutch, producer, Tony Ludwig]
  • A. Alexander Luders
    Alexander Luders was a British legal scholar and editor known for his work on historical English statutes, including contributions to major compilations of the realm’s laws.
  • B. Anthony Kilhoffer
    Anthony Kilhoffer is a Grammy-winning American record producer and audio engineer known for his extensive work with artists like Kanye West and other major hip-hop and pop acts.
  • C. Tim Lippe
    Tim Lippe is the naive, small-town insurance salesman who serves as the protagonist of the comedy film "Cedar Rapids."
  • D. Donald Wolfit
    Donald Wolfit was a renowned English stage and film actor, particularly celebrated for his Shakespearean performances and his powerful, often larger-than-life acting style.
  • E. Robert Prince
    Robert Prince was an American jazz arranger and composer best known for his work in television and film scoring.
  • 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: Tony Ludwig
Triple: [Starsky & Hutch, producer, Tony Ludwig]
Generated description
Tony Ludwig is a film and television producer best known for his work on the action-comedy series "Starsky & Hutch."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Tony Ludwig
Target entity description: Tony Ludwig is a film and television producer best known for his work on the action-comedy series "Starsky & Hutch."
  • A. Alexander Luders
    Alexander Luders was a British legal scholar and editor known for his work on historical English statutes, including contributions to major compilations of the realm’s laws.
  • B. Anthony Kilhoffer
    Anthony Kilhoffer is a Grammy-winning American record producer and audio engineer known for his extensive work with artists like Kanye West and other major hip-hop and pop acts.
  • C. Tim Lippe
    Tim Lippe is the naive, small-town insurance salesman who serves as the protagonist of the comedy film "Cedar Rapids."
  • D. Donald Wolfit
    Donald Wolfit was a renowned English stage and film actor, particularly celebrated for his Shakespearean performances and his powerful, often larger-than-life acting style.
  • E. Robert Prince
    Robert Prince was an American jazz arranger and composer best known for his work in television and film scoring.
  • 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_69ad85d512708190829c8b2d3a2ccfb8 completed March 8, 2026, 2:21 p.m.
NER Named-entity recognition batch_69adc0a76c008190a2056b6d990776fe completed March 8, 2026, 6:32 p.m.
NED1 Entity disambiguation (via context triple) batch_69b3bba91d08819081a433c9f06a2c2b completed March 13, 2026, 7:24 a.m.
NEDg Description generation batch_69b3bda1e1ac819094ac613c0e55c048 completed March 13, 2026, 7:32 a.m.
NED2 Entity disambiguation (via description) batch_69b3f5adac0481908b9053585c317be0 completed March 13, 2026, 11:31 a.m.
Created at: March 8, 2026, 3:21 p.m.