Triple

T12797665
Position Surface form Disambiguated ID Type / Status
Subject Steven Strogatz E305930 entity
Predicate notableWork P4 FINISHED
Object The Calculus of Friendship
The Calculus of Friendship is a reflective non-fiction book by mathematician Steven Strogatz that explores his decades-long correspondence with his former high school teacher through the lens of calculus and human connection.
E1002067 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 Calculus of Friendship | Statement: [Steven Strogatz, notableWork, The Calculus of Friendship]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Calculus of Friendship
Context triple: [Steven Strogatz, notableWork, The Calculus of Friendship]
  • A. Letters to a Young Mathematician
    "Letters to a Young Mathematician" is a popular science book by Ian Stewart that offers personal, accessible guidance on the nature of mathematical thinking and the life of a mathematician.
  • B. The Calculus Affair
    The Calculus Affair is a Tintin comic adventure by Hergé in which Tintin and Captain Haddock become embroiled in Cold War espionage surrounding Professor Calculus’s dangerous new invention.
  • C. The Mathematics of Love
    The Mathematics of Love is a popular science book by mathematician Hannah Fry that uses mathematical concepts and models to explore patterns and decision-making in romantic relationships.
  • D. Twenty Letters to a Friend
    "Twenty Letters to a Friend" is a memoir by Svetlana Alliluyeva, Joseph Stalin’s daughter, in which she reflects on her life inside the Soviet elite and her complex relationship with her father.
  • E. Birth of a Theorem
    Birth of a Theorem is a memoir-style mathematical narrative by Fields Medalist Cédric Villani that chronicles the creative and personal journey behind one of his major research breakthroughs.
  • 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 Calculus of Friendship
Triple: [Steven Strogatz, notableWork, The Calculus of Friendship]
Generated description
The Calculus of Friendship is a reflective non-fiction book by mathematician Steven Strogatz that explores his decades-long correspondence with his former high school teacher through the lens of calculus and human connection.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Calculus of Friendship
Target entity description: The Calculus of Friendship is a reflective non-fiction book by mathematician Steven Strogatz that explores his decades-long correspondence with his former high school teacher through the lens of calculus and human connection.
  • A. Letters to a Young Mathematician
    "Letters to a Young Mathematician" is a popular science book by Ian Stewart that offers personal, accessible guidance on the nature of mathematical thinking and the life of a mathematician.
  • B. The Calculus Affair
    The Calculus Affair is a Tintin comic adventure by Hergé in which Tintin and Captain Haddock become embroiled in Cold War espionage surrounding Professor Calculus’s dangerous new invention.
  • C. The Mathematics of Love
    The Mathematics of Love is a popular science book by mathematician Hannah Fry that uses mathematical concepts and models to explore patterns and decision-making in romantic relationships.
  • D. Twenty Letters to a Friend
    "Twenty Letters to a Friend" is a memoir by Svetlana Alliluyeva, Joseph Stalin’s daughter, in which she reflects on her life inside the Soviet elite and her complex relationship with her father.
  • E. Birth of a Theorem
    Birth of a Theorem is a memoir-style mathematical narrative by Fields Medalist Cédric Villani that chronicles the creative and personal journey behind one of his major research breakthroughs.
  • 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_69d96e6f858c8190915ede38e9a6a2df 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.