Triple

T3974689
Position Surface form Disambiguated ID Type / Status
Subject Walter Schloss E85610 entity
Predicate notableWork P4 FINISHED
Object "The Walter Schloss Approach to Investing" (articles and speeches)
"The Walter Schloss Approach to Investing" is a collection of articles and speeches in which renowned value investor Walter Schloss explains his disciplined, conservative, and deeply quantitative method of buying undervalued stocks.
E405005 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 Walter Schloss Approach to Investing" (articles and speeches) | Statement: [Walter Schloss, notableWork, "The Walter Schloss Approach to Investing" (articles and speeches)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: "The Walter Schloss Approach to Investing" (articles and speeches)
Context triple: [Walter Schloss, notableWork, "The Walter Schloss Approach to Investing" (articles and speeches)]
  • A. 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.
  • B. 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.
  • C. Poor Charlie’s Almanack
    Poor Charlie’s Almanack is a widely acclaimed collection of Charlie Munger’s speeches, essays, and wisdom on investing, decision-making, and multidisciplinary thinking.
  • D. 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.
  • E. Heilbrunn Center for Graham & Dodd Investing
    The Heilbrunn Center for Graham & Dodd Investing is a leading academic and research hub dedicated to the study and practice of value investing in the tradition of Benjamin Graham and David Dodd.
  • 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 Walter Schloss Approach to Investing" (articles and speeches)
Triple: [Walter Schloss, notableWork, "The Walter Schloss Approach to Investing" (articles and speeches)]
Generated description
"The Walter Schloss Approach to Investing" is a collection of articles and speeches in which renowned value investor Walter Schloss explains his disciplined, conservative, and deeply quantitative method of buying undervalued stocks.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: "The Walter Schloss Approach to Investing" (articles and speeches)
Target entity description: "The Walter Schloss Approach to Investing" is a collection of articles and speeches in which renowned value investor Walter Schloss explains his disciplined, conservative, and deeply quantitative method of buying undervalued stocks.
  • A. 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.
  • B. 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.
  • C. Poor Charlie’s Almanack
    Poor Charlie’s Almanack is a widely acclaimed collection of Charlie Munger’s speeches, essays, and wisdom on investing, decision-making, and multidisciplinary thinking.
  • D. 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.
  • E. Heilbrunn Center for Graham & Dodd Investing
    The Heilbrunn Center for Graham & Dodd Investing is a leading academic and research hub dedicated to the study and practice of value investing in the tradition of Benjamin Graham and David Dodd.
  • 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_69aed93908348190a26c8aaf4fab3e86 completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69aef9b511f88190afca12c77481b344 completed March 9, 2026, 4:47 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5401712188190aa6144dc1d5dcab6 completed March 14, 2026, 11:01 a.m.
NEDg Description generation batch_69b54411546481908627a8b3ce7a433a completed March 14, 2026, 11:18 a.m.
NED2 Entity disambiguation (via description) batch_69b544a02d5c8190a76a074cc7e98cc5 completed March 14, 2026, 11:21 a.m.
Created at: March 9, 2026, 3:32 p.m.