Triple

T17547690
Position Surface form Disambiguated ID Type / Status
Subject Michael S. McPherson E427370 entity
Predicate notableWork P4 FINISHED
Object The Student Aid Game
The Student Aid Game is a book by economist Michael S. McPherson that analyzes the design, impact, and policy implications of financial aid in higher education.
E1275686 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 Student Aid Game | Statement: [Michael S. McPherson, notableWork, The Student Aid Game]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Student Aid Game
Context triple: [Michael S. McPherson, notableWork, The Student Aid Game]
  • A. On Equilibrium
    On Equilibrium is a philosophical work by John Ralston Saul that explores the importance of balancing key human qualities—such as reason, ethics, and common sense—to create a more humane and democratic society.
  • B. Game Theory (with Drew Fudenberg)
    "Game Theory (with Drew Fudenberg)" is a widely used graduate-level textbook that provides a rigorous and comprehensive introduction to modern game theory and its applications in economics.
  • C. Gale’s top trading cycles algorithm
    Gale’s top trading cycles algorithm is a mechanism in matching theory that produces efficient and strategy-proof allocations of indivisible goods, such as in housing markets, by iteratively forming and executing trading cycles among participants.
  • D. An Introduction to Game Theory
    An Introduction to Game Theory is a widely used textbook that provides a rigorous yet accessible introduction to the fundamental concepts and models of game theory in economics and related fields.
  • E. Choquet game
    The Choquet game is a topological infinite game between two players whose winning strategies characterize important properties of spaces, such as being a Choquet or Baire space.
  • 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 Student Aid Game
Triple: [Michael S. McPherson, notableWork, The Student Aid Game]
Generated description
The Student Aid Game is a book by economist Michael S. McPherson that analyzes the design, impact, and policy implications of financial aid in higher education.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Student Aid Game
Target entity description: The Student Aid Game is a book by economist Michael S. McPherson that analyzes the design, impact, and policy implications of financial aid in higher education.
  • A. On Equilibrium
    On Equilibrium is a philosophical work by John Ralston Saul that explores the importance of balancing key human qualities—such as reason, ethics, and common sense—to create a more humane and democratic society.
  • B. Game Theory (with Drew Fudenberg)
    "Game Theory (with Drew Fudenberg)" is a widely used graduate-level textbook that provides a rigorous and comprehensive introduction to modern game theory and its applications in economics.
  • C. Gale’s top trading cycles algorithm
    Gale’s top trading cycles algorithm is a mechanism in matching theory that produces efficient and strategy-proof allocations of indivisible goods, such as in housing markets, by iteratively forming and executing trading cycles among participants.
  • D. An Introduction to Game Theory
    An Introduction to Game Theory is a widely used textbook that provides a rigorous yet accessible introduction to the fundamental concepts and models of game theory in economics and related fields.
  • E. Choquet game
    The Choquet game is a topological infinite game between two players whose winning strategies characterize important properties of spaces, such as being a Choquet or Baire space.
  • 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_69d889df6dc081908f67dbadc03c07ee completed April 10, 2026, 5:25 a.m.
NER Named-entity recognition batch_69e454626cfc8190a2602ba4934b8e6d completed April 19, 2026, 4:04 a.m.
NED1 Entity disambiguation (via context triple) batch_6a01d28f01588190b608e9e8c6c63635 completed May 11, 2026, 12:58 p.m.
NEDg Description generation batch_6a01d39bf344819096a89179137e22ab completed May 11, 2026, 1:03 p.m.
NED2 Entity disambiguation (via description) batch_6a01d48da4b0819094d4e32847b97345 completed May 11, 2026, 1:07 p.m.
Created at: April 10, 2026, 5:49 a.m.