Triple

T4725986
Position Surface form Disambiguated ID Type / Status
Subject Charles R. Schwab E104884 entity
Predicate hasWritten P2831 FINISHED
Object Invested: Changing Forever the Way Americans Invest
"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.
E463922 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: Invested: Changing Forever the Way Americans Invest | Statement: [Charles R. Schwab, hasWritten, 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, hasWritten, Invested: Changing Forever the Way Americans Invest]
  • A. 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.
  • B. 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.
  • C. 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.
  • D. 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.
  • E. The Mystery of Banking
    The Mystery of Banking is an Austrian School economic treatise by Murray Rothbard that critiques fractional-reserve banking and central banking while advocating for sound money and free-market monetary institutions.
  • 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: Invested: Changing Forever the Way Americans Invest
Triple: [Charles R. Schwab, hasWritten, Invested: Changing Forever the Way Americans Invest]
Generated description
"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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Invested: Changing Forever the Way Americans Invest
Target entity description: "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.
  • A. 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.
  • B. 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.
  • C. 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.
  • D. 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.
  • E. The Mystery of Banking
    The Mystery of Banking is an Austrian School economic treatise by Murray Rothbard that critiques fractional-reserve banking and central banking while advocating for sound money and free-market monetary institutions.
  • 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_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_69be109c67648190ba9bda7fc5cb3dd1 completed March 21, 2026, 3:29 a.m.
NEDg Description generation batch_69be134fbc088190a2c7b3c3e7f00584 completed March 21, 2026, 3:41 a.m.
NED2 Entity disambiguation (via description) batch_69be13e813e08190842ad5c2ad8e47cc completed March 21, 2026, 3:43 a.m.
Created at: March 20, 2026, 1:18 p.m.