Triple

T2047755
Position Surface form Disambiguated ID Type / Status
Subject The Hangover Part II E45492 entity
Predicate writer P1360 FINISHED
Object Scot Armstrong
Scot Armstrong is an American screenwriter and producer known for his work on hit comedy films such as "Old School," "Road Trip," and "The Hangover Part II."
 E228235 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: Scot Armstrong | Statement: [The Hangover Part II, writer, Scot Armstrong]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Scot Armstrong
Context triple: [The Hangover Part II, writer, Scot Armstrong]
  • A. Craig Armstrong
    Craig Armstrong is a Scottish composer and arranger renowned for his emotive film scores and orchestral works, including music for major films such as "Love Actually," "Moulin Rouge!" and "The Great Gatsby."
  • B. David Millar
    David Millar is a retired Scottish professional road cyclist known for his time-trialling prowess, Grand Tour stage wins, and outspoken advocacy against doping following his own suspension.
  • C. Tony Martin
    Tony Martin was an American pop singer and actor popular from the 1930s through the 1950s, known for his smooth baritone voice and appearances in numerous Hollywood musicals.
  • D. Colin Goudie
    Colin Goudie is a film editor known for his work on major feature films, including the fantasy action movie "King Arthur: Legend of the Sword."
  • E. Chris Hoy
    Chris Hoy is a British former track cyclist and multiple Olympic and world champion, widely regarded as one of the most successful cyclists in history.
  • 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: Scot Armstrong
Triple: [The Hangover Part II, writer, Scot Armstrong]
Generated description
Scot Armstrong is an American screenwriter and producer known for his work on hit comedy films such as "Old School," "Road Trip," and "The Hangover Part II."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Scot Armstrong
Target entity description: Scot Armstrong is an American screenwriter and producer known for his work on hit comedy films such as "Old School," "Road Trip," and "The Hangover Part II."
  • A. Craig Armstrong
    Craig Armstrong is a Scottish composer and arranger renowned for his emotive film scores and orchestral works, including music for major films such as "Love Actually," "Moulin Rouge!" and "The Great Gatsby."
  • B. David Millar
    David Millar is a retired Scottish professional road cyclist known for his time-trialling prowess, Grand Tour stage wins, and outspoken advocacy against doping following his own suspension.
  • C. Tony Martin
    Tony Martin was an American pop singer and actor popular from the 1930s through the 1950s, known for his smooth baritone voice and appearances in numerous Hollywood musicals.
  • D. Colin Goudie
    Colin Goudie is a film editor known for his work on major feature films, including the fantasy action movie "King Arthur: Legend of the Sword."
  • E. Chris Hoy
    Chris Hoy is an American politician who serves as the mayor of Salem, Oregon.
  • 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_69a8891948208190ab7898da21824c77 completed March 4, 2026, 7:33 p.m.
NER Named-entity recognition batch_69abb974e8488190887b840c2cb88b3a completed March 7, 2026, 5:36 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae2003e9488190b54ff042c91d4a62 completed March 9, 2026, 1:19 a.m.
NEDg Description generation batch_69ae209544d881909438630ca5970d84 completed March 9, 2026, 1:21 a.m.
NED2 Entity disambiguation (via description) batch_69ae210b7b888190a879effa9d1e6ac3 completed March 9, 2026, 1:23 a.m.
Created at: March 4, 2026, 7:39 p.m.