Triple

T3988715
Position Surface form Disambiguated ID Type / Status
Subject Starship Troopers E86935 entity
Predicate screenwriter P2831 FINISHED
Object Edward Neumeier
Edward Neumeier is an American screenwriter and producer best known for writing the science fiction films RoboCop and Starship Troopers.
E412072 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: Edward Neumeier | Statement: [Starship Troopers, screenwriter, Edward Neumeier]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Edward Neumeier
Context triple: [Starship Troopers, screenwriter, Edward Neumeier]
  • A. Michael B. Olbrich
    Michael B. Olbrich was an American lawyer and conservationist best known for his role in creating public green spaces in Madison, Wisconsin, including the botanical gardens that bear his name.
  • B. David Kraft
    David Kraft is a member of the prominent Kraft family, known for its significant influence in the American food industry and philanthropy.
  • C. Joe Rohde
    Joe Rohde is an American creative executive and former Walt Disney Imagineer best known for leading the design of Disney’s Animal Kingdom and other highly themed, story-driven attractions.
  • D. David Eigenberg
    David Eigenberg is an American actor best known for his role as Steve Brady in the Sex and the City franchise and as Christopher Herrmann on the television series Chicago Fire.
  • E. Philip Steuer
    Philip Steuer is a film producer best known for his work on major studio projects, including the Disney drama "Saving Mr. Banks."
  • 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: Edward Neumeier
Triple: [Starship Troopers, screenwriter, Edward Neumeier]
Generated description
Edward Neumeier is an American screenwriter and producer best known for writing the science fiction films RoboCop and Starship Troopers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Edward Neumeier
Target entity description: Edward Neumeier is an American screenwriter and producer best known for writing the science fiction films RoboCop and Starship Troopers.
  • A. Michael B. Olbrich
    Michael B. Olbrich was an American lawyer and conservationist best known for his role in creating public green spaces in Madison, Wisconsin, including the botanical gardens that bear his name.
  • B. David Kraft
    David Kraft is a member of the prominent Kraft family, known for its significant influence in the American food industry and philanthropy.
  • C. Joe Rohde
    Joe Rohde is an American creative executive and former Walt Disney Imagineer best known for leading the design of Disney’s Animal Kingdom and other highly themed, story-driven attractions.
  • D. David Eigenberg
    David Eigenberg is an American actor best known for his role as Steve Brady in the Sex and the City franchise and as Christopher Herrmann on the television series Chicago Fire.
  • E. Philip Steuer
    Philip Steuer is a film producer best known for his work on major studio projects, including the Disney drama "Saving Mr. Banks."
  • 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_69aed93fd9d4819085d3b2137d2346cb completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69aefa007344819099515fda367f7016 completed March 9, 2026, 4:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69b56b4447e08190aa90dd50f304a491 completed March 14, 2026, 2:05 p.m.
NEDg Description generation batch_69b56bdcfa94819096df212e6e99937e completed March 14, 2026, 2:08 p.m.
NED2 Entity disambiguation (via description) batch_69b56c5e73e88190896176180a9e58cd completed March 14, 2026, 2:10 p.m.
Created at: March 9, 2026, 3:33 p.m.