Triple

T16402761
Position Surface form Disambiguated ID Type / Status
Subject Classics in Game Theory E398340 entity
Predicate hasContributor P4244 FINISHED
Object Lloyd S. Shapley E612752 NE FINISHED

How this triple was built (2 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: Lloyd S. Shapley | Statement: [Classics in Game Theory, hasContributor, Lloyd S. Shapley]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Lloyd S. Shapley
Context triple: [Classics in Game Theory, hasContributor, Lloyd S. Shapley]
  • A. Lloyd Shapley chosen
    Lloyd Shapley was an American mathematician and Nobel laureate renowned for his foundational contributions to game theory and the theory of stable matching.
  • B. Harold W. Kuhn
    Harold W. Kuhn was an American mathematician and game theorist best known for his work on nonlinear programming and the Kuhn–Tucker conditions.
  • C. Leonid Hurwicz
    Leonid Hurwicz was a Polish-American economist and mathematician best known as a pioneer of mechanism design theory and a Nobel Memorial Prize laureate in Economic Sciences.
  • D. Herbert Scarf
    Herbert Scarf was an influential American economist and mathematician known for his work on general equilibrium theory, fixed-point theorems, and integer programming.
  • E. Robert Aumann
    Robert Aumann is an Israeli-American mathematician and Nobel laureate renowned for his pioneering contributions to game theory and its applications to economics and conflict.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (3 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_69d87f2950248190bc8ad9b9bebdc8c8 completed April 10, 2026, 4:40 a.m.
NER Named-entity recognition batch_69e327d0652081908f42f78b156f3ae7 completed April 18, 2026, 6:42 a.m.
NED1 Entity disambiguation (via context triple) batch_6a00679a900c8190aeb7a273943bf553 completed May 10, 2026, 11:10 a.m.
Created at: April 10, 2026, 5:09 a.m.