Triple

T6473352
Position Surface form Disambiguated ID Type / Status
Subject Stadler Rail E146008 entity
Predicate foundedBy P104 FINISHED
Object Peter Spuhler
Peter Spuhler is a Swiss entrepreneur and politician best known for transforming Stadler Rail into a leading international manufacturer of railway rolling stock.
E597895 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: Peter Spuhler | Statement: [Stadler Rail, foundedBy, Peter Spuhler]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Peter Spuhler
Context triple: [Stadler Rail, foundedBy, Peter Spuhler]
  • A. Dan Pfeiffer
    Dan Pfeiffer is an American political strategist and former White House communications director who served as a senior adviser to President Barack Obama.
  • B. Michael Huber
    Michael Huber is a relatively common personal name shared by multiple individuals across fields such as academia, sports, and the arts, rather than referring to one singular widely recognized figure.
  • C. Peter Herweck
    Peter Herweck is a German business executive and engineer known for leading global industrial and automation companies, including serving as CEO of Schneider Electric.
  • D. Peter Schweger
    Peter Schweger is a German architect known for designing prominent contemporary buildings, including major high-rise projects.
  • E. Fred Schuler
    Fred Schuler is a cinematographer best known for his work on films such as the 1980 comedy "Stir Crazy."
  • 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: Peter Spuhler
Triple: [Stadler Rail, foundedBy, Peter Spuhler]
Generated description
Peter Spuhler is a Swiss entrepreneur and politician best known for transforming Stadler Rail into a leading international manufacturer of railway rolling stock.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Peter Spuhler
Target entity description: Peter Spuhler is a Swiss entrepreneur and politician best known for transforming Stadler Rail into a leading international manufacturer of railway rolling stock.
  • A. Dan Pfeiffer
    Dan Pfeiffer is an American political strategist and former White House communications director who served as a senior adviser to President Barack Obama.
  • B. Michael Huber
    Michael Huber is a relatively common personal name shared by multiple individuals across fields such as academia, sports, and the arts, rather than referring to one singular widely recognized figure.
  • C. Peter Herweck
    Peter Herweck is a German business executive and engineer known for leading global industrial and automation companies, including serving as CEO of Schneider Electric.
  • D. Peter Schweger
    Peter Schweger is a German architect known for designing prominent contemporary buildings, including major high-rise projects.
  • E. Fred Schuler
    Fred Schuler is a cinematographer best known for his work on films such as the 1980 comedy "Stir Crazy."
  • 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_69c008fec7408190af7b146dc63d9750 completed March 22, 2026, 3:21 p.m.
NER Named-entity recognition batch_69c06a32c0188190bcb3c35fc1d796a6 completed March 22, 2026, 10:16 p.m.
NED1 Entity disambiguation (via context triple) batch_69c66382f9ac81908d9cb444ab596d04 completed March 27, 2026, 11:01 a.m.
NEDg Description generation batch_69c6646fa43c819085338458113e5bf9 completed March 27, 2026, 11:05 a.m.
NED2 Entity disambiguation (via description) batch_69c664d154dc81908d48056d272c56fa completed March 27, 2026, 11:06 a.m.
Created at: March 22, 2026, 4:50 p.m.