Triple

T23052621
Position Surface form Disambiguated ID Type / Status
Subject Danica McKellar E574060 entity
Predicate authorOf P4244 FINISHED
Object Math Doesn't Suck
Math Doesn't Suck is a popular middle-school math book that uses relatable explanations and real-life examples to help students, especially girls, build confidence and skills in mathematics.
E1568558 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: Math Doesn't Suck | Statement: [Danica McKellar, authorOf, Math Doesn't Suck]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Math Doesn't Suck
Context triple: [Danica McKellar, authorOf, Math Doesn't Suck]
  • A. I Want to Be a Mathematician: An Automathography
    I Want to Be a Mathematician: An Automathography is Paul Halmos’s autobiographical memoir recounting his life, career, and experiences in 20th-century mathematics.
  • B. 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.
  • C. Calculus Made Easy
    Calculus Made Easy is a classic introductory mathematics book that simplifies and demystifies the fundamental concepts of calculus for beginners.
  • D. Die mathematische Denkweise
    "Die mathematische Denkweise" is a work by mathematician Andreas Speiser that explores the nature, structure, and philosophy of mathematical thinking.
  • E. How Not to Be Wrong: The Power of Mathematical Thinking
    "How Not to Be Wrong: The Power of Mathematical Thinking" is a popular mathematics book by Jordan Ellenberg that explores how mathematical ideas and reasoning illuminate everyday life, decision-making, and public policy.
  • 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: Math Doesn't Suck
Triple: [Danica McKellar, authorOf, Math Doesn't Suck]
Generated description
Math Doesn't Suck is a popular middle-school math book that uses relatable explanations and real-life examples to help students, especially girls, build confidence and skills in mathematics.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Math Doesn't Suck
Target entity description: Math Doesn't Suck is a popular middle-school math book that uses relatable explanations and real-life examples to help students, especially girls, build confidence and skills in mathematics.
  • A. I Want to Be a Mathematician: An Automathography
    I Want to Be a Mathematician: An Automathography is Paul Halmos’s autobiographical memoir recounting his life, career, and experiences in 20th-century mathematics.
  • B. 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.
  • C. Calculus Made Easy
    Calculus Made Easy is a classic introductory mathematics book that simplifies and demystifies the fundamental concepts of calculus for beginners.
  • D. Die mathematische Denkweise
    "Die mathematische Denkweise" is a work by mathematician Andreas Speiser that explores the nature, structure, and philosophy of mathematical thinking.
  • E. How Not to Be Wrong: The Power of Mathematical Thinking
    "How Not to Be Wrong: The Power of Mathematical Thinking" is a popular mathematics book by Jordan Ellenberg that explores how mathematical ideas and reasoning illuminate everyday life, decision-making, and public policy.
  • 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_69e245ba7ae48190be606dbc54120e39 completed April 17, 2026, 2:37 p.m.
NER Named-entity recognition batch_69f1867dfac48190bf300f85d2907854 completed April 29, 2026, 4:18 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0c0ae036908190a6cdcb74e0d28f82 completed May 19, 2026, 7:01 a.m.
NEDg Description generation batch_6a0c0e2dd7908190afa879304ef3ed17 completed May 19, 2026, 7:15 a.m.
NED2 Entity disambiguation (via description) batch_6a0c0eaa7f8c81908110341d34d92537 completed May 19, 2026, 7:18 a.m.
Created at: April 17, 2026, 3:54 p.m.