Triple

T9741119
Position Surface form Disambiguated ID Type / Status
Subject What Happens in Vegas E236186 entity
Predicate producer P490 FINISHED
Object Dean Georgaris
Dean Georgaris is an American screenwriter and film producer known for writing and producing major Hollywood films and television series.
 E818802 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: Dean Georgaris | Statement: [What Happens in Vegas, producer, Dean Georgaris]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Dean Georgaris
Context triple: [What Happens in Vegas, producer, Dean Georgaris]
  • A. Andrew Vassiliadis
    Andrew Vassiliadis is an American businessman and sports executive best known for owning and leading the USL Championship soccer club San Diego Loyal SC.
  • B. George Maharis
    George Maharis was an American actor best known for his role as Buz Murdock on the 1960s television series "Route 66."
  • C. John Kapelos
    John Kapelos is a Canadian character actor best known for his roles in films like The Breakfast Club and numerous television series.
  • D. Charles C. Kokoros
    Charles C. Kokoros is an American local politician serving as the mayor of Braintree, Massachusetts.
  • E. Tosh Angelos
    Tosh Angelos was the first husband of writer and civil rights activist Maya Angelou, with whom she had her only child.
  • 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: Dean Georgaris
Triple: [What Happens in Vegas, producer, Dean Georgaris]
Generated description
Dean Georgaris is an American screenwriter and film producer known for writing and producing major Hollywood films and television series.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Dean Georgaris
Target entity description: Dean Georgaris is an American screenwriter and film producer known for writing and producing major Hollywood films and television series.
  • A. Andrew Vassiliadis
    Andrew Vassiliadis is an American businessman and sports executive best known for owning and leading the USL Championship soccer club San Diego Loyal SC.
  • B. George Maharis
    George Maharis was an American actor best known for his role as Buz Murdock on the 1960s television series "Route 66."
  • C. John Kapelos
    John Kapelos is a Canadian character actor best known for his roles in films like The Breakfast Club and numerous television series.
  • D. Charles C. Kokoros
    Charles C. Kokoros is an American local politician serving as the mayor of Braintree, Massachusetts.
  • E. Tosh Angelos
    Tosh Angelos was the first husband of writer and civil rights activist Maya Angelou, with whom she had her only child.
  • 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_69ca84d3e24481908a476e2231123cf9 completed March 30, 2026, 2:12 p.m.
NER Named-entity recognition batch_69cd9f2af3e48190b83a442cd0e84062 completed April 1, 2026, 10:41 p.m.
NED1 Entity disambiguation (via context triple) batch_69d1afe974608190874e2aba2189de80 completed April 5, 2026, 12:42 a.m.
NEDg Description generation batch_69d1b08ba1f48190830852f9d60e3368 completed April 5, 2026, 12:44 a.m.
NED2 Entity disambiguation (via description) batch_69d1b124659481909e7a2ecaf01d8a50 completed April 5, 2026, 12:47 a.m.
Created at: March 30, 2026, 8:23 p.m.