Triple

T6389509
Position Surface form Disambiguated ID Type / Status
Subject Ian Stewart E143784 entity
Predicate notableWork P4 FINISHED
Object 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.
E589558 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: Nature’s Numbers | Statement: [Ian Stewart, notableWork, Nature’s Numbers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Nature’s Numbers
Context triple: [Ian Stewart, notableWork, Nature’s Numbers]
  • A. Kunstformen der Natur
    Kunstformen der Natur is a famous illustrated book by Ernst Haeckel that presents highly detailed and artistic depictions of diverse organisms, blending scientific accuracy with aesthetic design.
  • B. On Nature
    On Nature is a lost philosophical treatise by the pre-Socratic thinker Anaximander, in which he is believed to have explored early cosmology, metaphysics, and the principles underlying the natural world.
  • C. On Nature
    On Nature is a lost philosophical treatise by the pre-Socratic thinker Anaxagoras that outlined his cosmology, including the role of Mind (Nous) in ordering the universe.
  • D. On Nature
    On Nature is a lost philosophical treatise by the ancient Greek sophist Gorgias, known primarily through reports and fragments that present a radical skeptical argument about existence, knowledge, and communication.
  • E. On Nature
    On Nature is a lost philosophical poem by Xenophanes of Colophon that critiqued traditional Greek religion and advanced early ideas about a single, rational god and the nature of reality.
  • 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: Nature’s Numbers
Triple: [Ian Stewart, notableWork, Nature’s Numbers]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Nature’s Numbers
Target entity description: 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.
  • A. Kunstformen der Natur
    Kunstformen der Natur is a famous illustrated book by Ernst Haeckel that presents highly detailed and artistic depictions of diverse organisms, blending scientific accuracy with aesthetic design.
  • B. On Nature
    On Nature is a lost philosophical treatise by the pre-Socratic thinker Anaximander, in which he is believed to have explored early cosmology, metaphysics, and the principles underlying the natural world.
  • C. On Nature
    On Nature is a lost philosophical treatise by the pre-Socratic thinker Anaxagoras that outlined his cosmology, including the role of Mind (Nous) in ordering the universe.
  • D. On Nature
    On Nature is a lost philosophical treatise by the ancient Greek sophist Gorgias, known primarily through reports and fragments that present a radical skeptical argument about existence, knowledge, and communication.
  • E. On Nature
    On Nature is a lost philosophical poem by Xenophanes of Colophon that critiqued traditional Greek religion and advanced early ideas about a single, rational god and the nature of reality.
  • 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_69c008db906c819096f3597d55d95432 completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c0686cc6d481909c62a29a84a4ce8e completed March 22, 2026, 10:08 p.m.
NED1 Entity disambiguation (via context triple) batch_69c638868d4481908611530d0bc8e286 completed March 27, 2026, 7:57 a.m.
NEDg Description generation batch_69c639320a608190bc1123fe00ac1f9a completed March 27, 2026, 8 a.m.
NED2 Entity disambiguation (via description) batch_69c639f9916c8190a1a9f0284198aebd completed March 27, 2026, 8:04 a.m.
Created at: March 22, 2026, 4:34 p.m.