Triple

T9967059
Position Surface form Disambiguated ID Type / Status
Subject John Turturro E195708 entity
Predicate playedCharacter P1507 FINISHED
Object Herb Stempel
Herb Stempel was a real-life quiz show contestant and whistleblower whose exposure of rigged television game shows in the 1950s helped spark a major national scandal.
E836667 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: Herb Stempel | Statement: [John Turturro, playedCharacter, Herb Stempel]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Herb Stempel
Context triple: [John Turturro, playedCharacter, Herb Stempel]
  • A. Herb Streicher
    Herb Streicher, better known by his stage name Harry Reems, was a prominent American adult film actor most famous for his role in the 1972 pornographic film "Deep Throat."
  • B. Harold Huber
    Harold Huber was an American character actor known for his prolific work in 1930s and 1940s Hollywood films, often portraying suave or villainous supporting roles.
  • C. Wilm Hosenfeld
    Wilm Hosenfeld was a German Wehrmacht officer known for secretly helping and ultimately saving Polish Jews, most famously the pianist Władysław Szpilman, during World War II.
  • D. George Boemler
    George Boemler was a film editor known for his work on classic Hollywood productions, including the musical comedy "High Society."
  • E. Vern Schillinger
    Vern Schillinger is a fictional white supremacist prison leader and one of the primary antagonists on the HBO series "Oz," portrayed by actor J.K. Simmons.
  • 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: Herb Stempel
Triple: [John Turturro, playedCharacter, Herb Stempel]
Generated description
Herb Stempel was a real-life quiz show contestant and whistleblower whose exposure of rigged television game shows in the 1950s helped spark a major national scandal.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Herb Stempel
Target entity description: Herb Stempel was a real-life quiz show contestant and whistleblower whose exposure of rigged television game shows in the 1950s helped spark a major national scandal.
  • A. Herb Streicher
    Herb Streicher, better known by his stage name Harry Reems, was a prominent American adult film actor most famous for his role in the 1972 pornographic film "Deep Throat."
  • B. Harold Huber
    Harold Huber was an American character actor known for his prolific work in 1930s and 1940s Hollywood films, often portraying suave or villainous supporting roles.
  • C. Wilm Hosenfeld
    Wilm Hosenfeld was a German Wehrmacht officer known for secretly helping and ultimately saving Polish Jews, most famously the pianist Władysław Szpilman, during World War II.
  • D. George Boemler
    George Boemler was a film editor known for his work on classic Hollywood productions, including the musical comedy "High Society."
  • E. Vern Schillinger
    Vern Schillinger is a fictional white supremacist prison leader and one of the primary antagonists on the HBO series "Oz," portrayed by actor J.K. Simmons.
  • 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_69ca82ebd1288190912f9e4482d1fa35 completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cdb71dc50081909329722dc087c9f6 completed April 2, 2026, 12:23 a.m.
NED1 Entity disambiguation (via context triple) batch_69d281e1eb848190b898e36ec9821228 completed April 5, 2026, 3:38 p.m.
NEDg Description generation batch_69d282fd10248190a1a0b4573b2065ae completed April 5, 2026, 3:42 p.m.
NED2 Entity disambiguation (via description) batch_69d283d0e1748190a0c65bbaa8e8348e completed April 5, 2026, 3:46 p.m.
Created at: March 30, 2026, 8:47 p.m.