Triple

T23142595
Position Surface form Disambiguated ID Type / Status
Subject chaos theory E577499 entity
Predicate hasPioneer P111402 FINISHED
Object Mitchell Feigenbaum
Mitchell Feigenbaum was an American mathematical physicist best known for discovering the Feigenbaum constants and fundamentally advancing the quantitative understanding of chaos and nonlinear systems.
E1574161 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: Mitchell Feigenbaum | Statement: [chaos theory, hasPioneer, Mitchell Feigenbaum]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Mitchell Feigenbaum
Context triple: [chaos theory, hasPioneer, Mitchell Feigenbaum]
  • A. John Guckenheimer
    John Guckenheimer is an American mathematician and dynamical systems theorist known for his influential work in nonlinear dynamics and bifurcation theory.
  • B. Michael Brin
    Michael Brin is a mathematician known for his work in dynamical systems and as the father of Google co-founder Sergey Brin.
  • C. Martin Gutzwiller
    Martin Gutzwiller was a Swiss-American physicist best known for his pioneering work in quantum chaos and the development of the Gutzwiller trace formula.
  • D. Dennis Sullivan
    Dennis Sullivan is an influential American mathematician renowned for his groundbreaking work in topology, dynamical systems, and geometry.
  • E. David Ruelle
    David Ruelle is a Belgian-French mathematical physicist renowned for his foundational contributions to statistical mechanics, dynamical systems, and quantum field theory.
  • 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: Mitchell Feigenbaum
Triple: [chaos theory, hasPioneer, Mitchell Feigenbaum]
Generated description
Mitchell Feigenbaum was an American mathematical physicist best known for discovering the Feigenbaum constants and fundamentally advancing the quantitative understanding of chaos and nonlinear systems.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Mitchell Feigenbaum
Target entity description: Mitchell Feigenbaum was an American mathematical physicist best known for discovering the Feigenbaum constants and fundamentally advancing the quantitative understanding of chaos and nonlinear systems.
  • A. John Guckenheimer
    John Guckenheimer is an American mathematician and dynamical systems theorist known for his influential work in nonlinear dynamics and bifurcation theory.
  • B. Michael Brin
    Michael Brin is a mathematician known for his work in dynamical systems and as the father of Google co-founder Sergey Brin.
  • C. Martin Gutzwiller
    Martin Gutzwiller was a Swiss-American physicist best known for his pioneering work in quantum chaos and the development of the Gutzwiller trace formula.
  • D. Dennis Sullivan
    Dennis Sullivan is an influential American mathematician renowned for his groundbreaking work in topology, dynamical systems, and geometry.
  • E. David Ruelle
    David Ruelle is a Belgian-French mathematical physicist renowned for his foundational contributions to statistical mechanics, dynamical systems, and quantum field theory.
  • 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_69e245f8e6248190ba3d58e068b4dccb completed April 17, 2026, 2:38 p.m.
NER Named-entity recognition batch_69f18ecb72fc8190a24e8f5756217a36 completed April 29, 2026, 4:53 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0c308fd60c8190afd340bd74423220 completed May 19, 2026, 9:42 a.m.
NEDg Description generation batch_6a0c32dc646081909d3c36d089d61c00 completed May 19, 2026, 9:52 a.m.
NED2 Entity disambiguation (via description) batch_6a0c35636e908190ae11d96deb15e1f5 completed May 19, 2026, 10:03 a.m.
Created at: April 17, 2026, 4 p.m.