Triple

T4687907
Position Surface form Disambiguated ID Type / Status
Subject The Act E103964 entity
Predicate executiveProducer P7225 FINISHED
Object Greg Shephard
Greg Shephard is a television producer best known for his executive production work on the true-crime drama series "The Act."
 E490834 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: Greg Shephard | Statement: [The Act, executiveProducer, Greg Shephard]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Greg Shephard
Context triple: [The Act, executiveProducer, Greg Shephard]
  • A. Rick Sheppard
    Rick Sheppard is an American singer and musician best known as a longtime member of the R&B vocal group The Drifters.
  • B. Scott Shepherd
    Scott Shepherd is an American actor known for his work in film, television, and theater, including a prominent role in the historical drama "Bridge of Spies."
  • C. Ben Shepherd
    Ben Shepherd is an American musician best known as the longtime bassist for the influential grunge band Soundgarden.
  • D. Greg Mathieson
    Greg Mathieson is an American keyboardist, composer, and producer known for his work in jazz, fusion, and pop music, collaborating with numerous prominent artists.
  • E. Jeffrey Stott
    Jeffrey Stott is a film producer best known for his work on the political comedy film "The American President."
  • 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: Greg Shephard
Triple: [The Act, executiveProducer, Greg Shephard]
Generated description
Greg Shephard is a television producer best known for his executive production work on the true-crime drama series "The Act."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Greg Shephard
Target entity description: Greg Shephard is a television producer best known for his executive production work on the true-crime drama series "The Act."
  • A. Rick Sheppard
    Rick Sheppard is an American singer and musician best known as a longtime member of the R&B vocal group The Drifters.
  • B. Scott Shepherd
    Scott Shepherd is an American actor known for his work in film, television, and theater, including a prominent role in the historical drama "Bridge of Spies."
  • C. Ben Shepherd
    Ben Shepherd is an American musician best known as the longtime bassist for the influential grunge band Soundgarden.
  • D. Greg Mathieson
    Greg Mathieson is an American keyboardist, composer, and producer known for his work in jazz, fusion, and pop music, collaborating with numerous prominent artists.
  • E. Jeffrey Stott
    Jeffrey Stott is a film producer best known for his work on the political comedy film "The American President."
  • 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_69bd43debbf08190b4bc372e286ec234 completed March 20, 2026, 12:55 p.m.
NER Named-entity recognition batch_69bd6397f6888190a9024a51d4d34f2b completed March 20, 2026, 3:11 p.m.
NED1 Entity disambiguation (via context triple) batch_69bea45f6f2481909ee7b88524fbd59e completed March 21, 2026, 1:59 p.m.
NEDg Description generation batch_69bea575fa448190b64b6d6305a8d5a6 completed March 21, 2026, 2:04 p.m.
NED2 Entity disambiguation (via description) batch_69bea60244c88190850ac256e290c190 completed March 21, 2026, 2:06 p.m.
Created at: March 20, 2026, 1:16 p.m.