Triple

T7087017
Position Surface form Disambiguated ID Type / Status
Subject neoclassical synthesis E165099 entity
Predicate associatedWithEconomist P1481 FINISHED
Object Franco Modigliani E111336 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: Franco Modigliani | Statement: [neoclassical synthesis, associatedWithEconomist, Franco Modigliani]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Franco Modigliani
Context triple: [neoclassical synthesis, associatedWithEconomist, Franco Modigliani]
  • A. Franco Modigliani chosen
    Franco Modigliani was an Italian-American economist and Nobel laureate renowned for his work on the life-cycle hypothesis of saving and the Modigliani–Miller theorem in corporate finance.
  • B. James Tobin
    James Tobin was an influential American economist and Nobel laureate known for his work on portfolio selection theory, monetary economics, and the proposal of the "Tobin tax" on financial transactions.
  • C. Paul Samuelson
    Paul Samuelson was a pioneering American economist and Nobel laureate whose work helped establish modern economic theory and transform economics into a more rigorous, mathematically grounded discipline.
  • D. Lawrence Klein
    Lawrence Klein was an American economist and Nobel laureate renowned for his pioneering work in developing econometric models for forecasting economic trends.
  • E. Hyman Minsky
    Hyman Minsky was an American economist best known for his financial instability hypothesis, which explains how periods of economic stability can lead to speculative excess and ultimately financial crises.
  • 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_69c6887d98408190912b9580666b0c1d completed March 27, 2026, 1:39 p.m.
NER Named-entity recognition batch_69c6e513d9b08190a8a8d213c2264ce4 completed March 27, 2026, 8:14 p.m.
NED1 Entity disambiguation (via context triple) batch_69c794888abc8190ada2ae826449745a completed March 28, 2026, 8:42 a.m.
Created at: March 27, 2026, 2:41 p.m.