Triple

T6389519
Position Surface form Disambiguated ID Type / Status
Subject Ian Stewart E143784 entity
Predicate notableWork P4 FINISHED
Object The Mathematics of Life
The Mathematics of Life is a popular science book by mathematician Ian Stewart that explores how mathematical ideas illuminate the principles and patterns underlying biological systems and evolution.
E589566 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: The Mathematics of Life | Statement: [Ian Stewart, notableWork, The Mathematics of Life]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Mathematics of Life
Context triple: [Ian Stewart, notableWork, The Mathematics of Life]
  • A. The Science of Life
    The Science of Life is a landmark early 20th-century biology book co-authored by H.G. Wells, his son George Philip Wells, and Julian Huxley that presents modern biological science in an accessible, encyclopedic form.
  • B. Essays of a Biologist
    Essays of a Biologist is a collection of influential essays by evolutionary biologist Julian Huxley that explores biology’s implications for human society, philosophy, and the modern worldview.
  • C. From Bacteria to Bach and Back
    From Bacteria to Bach and Back is a philosophical work by Daniel Dennett that explores how mind, consciousness, and culture could have evolved from simple biological beginnings through natural selection and cultural evolution.
  • D. The Language of Life
    The Language of Life is a popular science book by geneticist Francis Collins that explains how advances in genomics are transforming medicine and personal health.
  • E. The Diversity of Life
    The Diversity of Life is a landmark book by biologist Edward O. Wilson that explores the richness of Earth’s species, the processes that generate biodiversity, and the threats posed by human activity.
  • 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: The Mathematics of Life
Triple: [Ian Stewart, notableWork, The Mathematics of Life]
Generated description
The Mathematics of Life is a popular science book by mathematician Ian Stewart that explores how mathematical ideas illuminate the principles and patterns underlying biological systems and evolution.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Mathematics of Life
Target entity description: The Mathematics of Life is a popular science book by mathematician Ian Stewart that explores how mathematical ideas illuminate the principles and patterns underlying biological systems and evolution.
  • A. The Science of Life
    The Science of Life is a landmark early 20th-century biology book co-authored by H.G. Wells, his son George Philip Wells, and Julian Huxley that presents modern biological science in an accessible, encyclopedic form.
  • B. Essays of a Biologist
    Essays of a Biologist is a collection of influential essays by evolutionary biologist Julian Huxley that explores biology’s implications for human society, philosophy, and the modern worldview.
  • C. From Bacteria to Bach and Back
    From Bacteria to Bach and Back is a philosophical work by Daniel Dennett that explores how mind, consciousness, and culture could have evolved from simple biological beginnings through natural selection and cultural evolution.
  • D. The Language of Life
    The Language of Life is a popular science book by geneticist Francis Collins that explains how advances in genomics are transforming medicine and personal health.
  • E. The Diversity of Life
    The Diversity of Life is a landmark book by biologist Edward O. Wilson that explores the richness of Earth’s species, the processes that generate biodiversity, and the threats posed by human activity.
  • 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.