Triple

T14853812
Position Surface form Disambiguated ID Type / Status
Subject Shades of Blue E349298 entity
Predicate character P662 FINISHED
Object Robert Stahl
Robert Stahl is a fictional character from the American crime drama television series "Shades of Blue."
E1124068 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: Robert Stahl | Statement: [Shades of Blue, character, Robert Stahl]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Robert Stahl
Context triple: [Shades of Blue, character, Robert Stahl]
  • A. Stephen Heard
    Stephen Heard was an American Revolutionary War officer and politician who served as governor of Georgia in the late 18th century.
  • B. Grant Singer
    Grant Singer is an American music video and film director known for his stylish, atmospheric work with prominent pop and alternative artists.
  • C. Michael Dorman
    Michael Dorman is an Australian actor known for his roles in television series such as "For All Mankind," "Patriot," and "The Secret Life of Us."
  • D. Ben Stahl
    Ben Stahl is a notable individual recognized for achievements significant enough to distinguish him among others sharing the surname Stahl.
  • E. David Ritz
    David Ritz is an American author and biographer best known for his collaborations on major music autobiographies, particularly with prominent soul, R&B, and blues artists.
  • 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: Robert Stahl
Triple: [Shades of Blue, character, Robert Stahl]
Generated description
Robert Stahl is a fictional character from the American crime drama television series "Shades of Blue."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Robert Stahl
Target entity description: Robert Stahl is a fictional character from the American crime drama television series "Shades of Blue."
  • A. Stephen Heard
    Stephen Heard was an American Revolutionary War officer and politician who served as governor of Georgia in the late 18th century.
  • B. Grant Singer
    Grant Singer is an American music video and film director known for his stylish, atmospheric work with prominent pop and alternative artists.
  • C. Michael Dorman
    Michael Dorman is an Australian actor known for his roles in television series such as "For All Mankind," "Patriot," and "The Secret Life of Us."
  • D. Ben Stahl
    Ben Stahl is a notable individual recognized for achievements significant enough to distinguish him among others sharing the surname Stahl.
  • E. David Ritz
    David Ritz is an American author and biographer best known for his collaborations on major music autobiographies, particularly with prominent soul, R&B, and blues artists.
  • 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_69d822ed7e1881909b90fca143ad7e34 completed April 9, 2026, 10:06 p.m.
NER Named-entity recognition batch_69ded44318f0819080b6c599f2d3474f completed April 14, 2026, 11:56 p.m.
NED1 Entity disambiguation (via context triple) batch_69fe6506ace48190819504b93f575660 completed May 8, 2026, 10:34 p.m.
NEDg Description generation batch_69fe66a5f3a88190827c6c9247323153 completed May 8, 2026, 10:41 p.m.
NED2 Entity disambiguation (via description) batch_69fe6736ff34819098524e4401a414aa completed May 8, 2026, 10:44 p.m.
Created at: April 10, 2026, 1:54 a.m.