Triple

T638845
Position Surface form Disambiguated ID Type / Status
Subject Benjamin Graham E16685 entity
Predicate notableWork P4 FINISHED
Object The Intelligent Investor
The Intelligent Investor is a classic book on value investing that lays out Benjamin Graham’s principles for analyzing securities, managing risk, and investing with a margin of safety.
E79850 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 Intelligent Investor | Statement: [Benjamin Graham, notableWork, The Intelligent Investor]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Intelligent Investor
Context triple: [Benjamin Graham, notableWork, The Intelligent Investor]
  • 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 Art of the Deal
    The Art of the Deal is a 1987 business memoir and self-help book in which Donald Trump outlines his deal-making philosophy and recounts key episodes from his real estate career.
  • C. Grand Pursuit: The Story of Economic Genius
    Grand Pursuit: The Story of Economic Genius is a narrative history book by Sylvia Nasar that traces the development of modern economic thought through the lives and ideas of influential economists.
  • D. The Gospel of Wealth
    The Gospel of Wealth is an 1889 essay by industrialist Andrew Carnegie that argues the rich have a moral obligation to distribute their fortunes for the benefit of society.
  • E. The Last Tycoon
    The Last Tycoon is a 1976 American drama film adaptation of F. Scott Fitzgerald’s unfinished novel about a powerful Hollywood studio executive in the 1930s.
  • 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 Intelligent Investor
Triple: [Benjamin Graham, notableWork, The Intelligent Investor]
Generated description
The Intelligent Investor is a classic book on value investing that lays out Benjamin Graham’s principles for analyzing securities, managing risk, and investing with a margin of safety.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Intelligent Investor
Target entity description: The Intelligent Investor is a classic book on value investing that lays out Benjamin Graham’s principles for analyzing securities, managing risk, and investing with a margin of safety.
  • 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 Art of the Deal
    The Art of the Deal is a 1987 business memoir and self-help book in which Donald Trump outlines his deal-making philosophy and recounts key episodes from his real estate career.
  • C. Grand Pursuit: The Story of Economic Genius
    Grand Pursuit: The Story of Economic Genius is a narrative history book by Sylvia Nasar that traces the development of modern economic thought through the lives and ideas of influential economists.
  • D. The Gospel of Wealth
    The Gospel of Wealth is an 1889 essay by industrialist Andrew Carnegie that argues the rich have a moral obligation to distribute their fortunes for the benefit of society.
  • E. The Last Tycoon
    The Last Tycoon is a 1976 American drama film adaptation of F. Scott Fitzgerald’s unfinished novel about a powerful Hollywood studio executive in the 1930s.
  • 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_69a4936be1c88190af56540324b57da7 completed March 1, 2026, 7:28 p.m.
NER Named-entity recognition batch_69a49f00260081909d1a679182e23d10 completed March 1, 2026, 8:18 p.m.
NED1 Entity disambiguation (via context triple) batch_69a574076b30819090f086b42696bb35 completed March 2, 2026, 11:27 a.m.
NEDg Description generation batch_69a5748d5a4c8190b4f8fcbbae972b88 completed March 2, 2026, 11:29 a.m.
NED2 Entity disambiguation (via description) batch_69a574fb37348190b0979dad87e79e53 completed March 2, 2026, 11:31 a.m.
Created at: March 1, 2026, 7:35 p.m.