Triple

T12797618
Position Surface form Disambiguated ID Type / Status
Subject Philip J. Davis E305929 entity
Predicate notableWork P4 FINISHED
Object Spirals: From Theodorus to Chaos
Spirals: From Theodorus to Chaos is a mathematical book by Philip J. Davis that explores the geometry, history, and applications of spiral forms from ancient constructions to modern chaos theory.
E1002058 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: Spirals: From Theodorus to Chaos | Statement: [Philip J. Davis, notableWork, Spirals: From Theodorus to Chaos]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Spirals: From Theodorus to Chaos
Context triple: [Philip J. Davis, notableWork, Spirals: From Theodorus to Chaos]
  • A. On Spirals
    On Spirals is a mathematical treatise by Archimedes in which he systematically studies the properties and applications of spiral curves, especially the Archimedean spiral.
  • B. Nature’s Numbers
    Nature’s Numbers is a popular science book by mathematician Ian Stewart that explores how mathematical patterns and principles underlie structures and phenomena in the natural world.
  • C. Euclid's Window: The Story of Geometry from Parallel Lines to Hyperspace
    Euclid's Window: The Story of Geometry from Parallel Lines to Hyperspace is a popular science book by Leonard Mlodinow that traces the historical development of geometry from ancient Greece to modern theories of spacetime and higher dimensions.
  • D. Ulam spiral
    The Ulam spiral is a graphical arrangement of the positive integers in a spiral pattern that reveals striking diagonal alignments of prime numbers, suggesting unexpected structure in their distribution.
  • E. Mysterious Patterns: Finding Fractals in Nature
    "Mysterious Patterns: Finding Fractals in Nature" is a popular science book that introduces readers, especially younger audiences, to the concept of fractals through examples and patterns found in the natural world.
  • 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: Spirals: From Theodorus to Chaos
Triple: [Philip J. Davis, notableWork, Spirals: From Theodorus to Chaos]
Generated description
Spirals: From Theodorus to Chaos is a mathematical book by Philip J. Davis that explores the geometry, history, and applications of spiral forms from ancient constructions to modern chaos theory.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Spirals: From Theodorus to Chaos
Target entity description: Spirals: From Theodorus to Chaos is a mathematical book by Philip J. Davis that explores the geometry, history, and applications of spiral forms from ancient constructions to modern chaos theory.
  • A. On Spirals
    On Spirals is a mathematical treatise by Archimedes in which he systematically studies the properties and applications of spiral curves, especially the Archimedean spiral.
  • B. Nature’s Numbers
    Nature’s Numbers is a popular science book by mathematician Ian Stewart that explores how mathematical patterns and principles underlie structures and phenomena in the natural world.
  • C. Euclid's Window: The Story of Geometry from Parallel Lines to Hyperspace
    Euclid's Window: The Story of Geometry from Parallel Lines to Hyperspace is a popular science book by Leonard Mlodinow that traces the historical development of geometry from ancient Greece to modern theories of spacetime and higher dimensions.
  • D. Ulam spiral
    The Ulam spiral is a graphical arrangement of the positive integers in a spiral pattern that reveals striking diagonal alignments of prime numbers, suggesting unexpected structure in their distribution.
  • E. Mysterious Patterns: Finding Fractals in Nature
    "Mysterious Patterns: Finding Fractals in Nature" is a popular science book that introduces readers, especially younger audiences, to the concept of fractals through examples and patterns found in the natural world.
  • 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_69d7bdf366888190a8cccb982606889c completed April 9, 2026, 2:55 p.m.
NER Named-entity recognition batch_69d96e6db68481909a2ca8da1287f3e0 completed April 10, 2026, 9:41 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6850d6ebc8190aaffcac09f4b15eb completed May 2, 2026, 11:13 p.m.
NEDg Description generation batch_69f6863fada48190afe2ff7896a60094 completed May 2, 2026, 11:18 p.m.
NED2 Entity disambiguation (via description) batch_69f686bcac94819088782273effbb06a completed May 2, 2026, 11:20 p.m.
Created at: April 9, 2026, 5:30 p.m.