Triple

T4725987
Position Surface form Disambiguated ID Type / Status
Subject Charles R. Schwab E104884 entity
Predicate notableWork P4 FINISHED
Object Invested: Changing Forever the Way Americans Invest E463922 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: Invested: Changing Forever the Way Americans Invest | Statement: [Charles R. Schwab, notableWork, Invested: Changing Forever the Way Americans Invest]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Invested: Changing Forever the Way Americans Invest
Context triple: [Charles R. Schwab, notableWork, Invested: Changing Forever the Way Americans Invest]
  • A. Invested: Changing Forever the Way Americans Invest chosen
    "Invested: Changing Forever the Way Americans Invest" is a book by brokerage pioneer Charles R. Schwab that chronicles the rise of discount investing and the transformation of the U.S. financial services industry.
  • B. Triumph of the Market
    Triumph of the Market is a critical work by economist and media analyst Edward S. Herman that examines the social and political consequences of neoliberal, market-driven policies.
  • C. The Power of the Market
    "The Power of the Market" is a well-known chapter from Milton and Rose Friedman's book *Free to Choose* that explains how free-market mechanisms coordinate economic activity and promote individual freedom.
  • D. The Alchemy of Finance
    The Alchemy of Finance is a seminal book by investor George Soros that outlines his theory of reflexivity in markets and its implications for financial speculation and economic cycles.
  • E. Irrational Exuberance
    Irrational Exuberance is an influential book by economist Robert J. Shiller that analyzes speculative bubbles in financial markets and warns about the psychological and structural factors driving asset price overvaluation.
  • 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_69bd43ed84648190ae0b7ee8e8d00482 completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd6446b42081908e023979c9685730 completed March 20, 2026, 3:14 p.m.
NED1 Entity disambiguation (via context triple) batch_69be3a0739a88190aefc952d9d9b39e2 completed March 21, 2026, 6:26 a.m.
Created at: March 20, 2026, 1:18 p.m.