Triple

T16911684
Position Surface form Disambiguated ID Type / Status
Subject Seth Klarman E410210 entity
Predicate notableWork P4 FINISHED
Object Margin of Safety: Risk-Averse Value Investing Strategies for the Thoughtful Investor
"Margin of Safety: Risk-Averse Value Investing Strategies for the Thoughtful Investor" is a highly sought-after, out-of-print investment book by Seth Klarman that outlines a disciplined, risk-focused approach to value investing.
E1239795 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: Margin of Safety: Risk-Averse Value Investing Strategies for the Thoughtful Investor | Statement: [Seth Klarman, notableWork, Margin of Safety: Risk-Averse Value Investing Strategies for the Thoughtful Investor]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Margin of Safety: Risk-Averse Value Investing Strategies for the Thoughtful Investor
Context triple: [Seth Klarman, notableWork, Margin of Safety: Risk-Averse Value Investing Strategies for the Thoughtful Investor]
  • A. Value Investing: From Graham to Buffett and Beyond
    "Value Investing: From Graham to Buffett and Beyond" is a widely regarded finance book by Bruce Greenwald that explains and updates the principles of classic value investing for modern markets, drawing on the approaches of Benjamin Graham and Warren Buffett.
  • B. Margin of Safety
    Margin of Safety is a core value-investing principle emphasizing buying securities at prices significantly below their intrinsic value to reduce downside risk.
  • C. "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.
  • D. Graham-and-Dodd school of investing
    The Graham-and-Dodd school of investing is a value-investing philosophy that emphasizes buying securities at prices below their intrinsic value based on rigorous fundamental analysis and a margin of safety.
  • E. 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.
  • 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: Margin of Safety: Risk-Averse Value Investing Strategies for the Thoughtful Investor
Triple: [Seth Klarman, notableWork, Margin of Safety: Risk-Averse Value Investing Strategies for the Thoughtful Investor]
Generated description
"Margin of Safety: Risk-Averse Value Investing Strategies for the Thoughtful Investor" is a highly sought-after, out-of-print investment book by Seth Klarman that outlines a disciplined, risk-focused approach to value investing.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Margin of Safety: Risk-Averse Value Investing Strategies for the Thoughtful Investor
Target entity description: "Margin of Safety: Risk-Averse Value Investing Strategies for the Thoughtful Investor" is a highly sought-after, out-of-print investment book by Seth Klarman that outlines a disciplined, risk-focused approach to value investing.
  • A. Value Investing: From Graham to Buffett and Beyond
    "Value Investing: From Graham to Buffett and Beyond" is a widely regarded finance book by Bruce Greenwald that explains and updates the principles of classic value investing for modern markets, drawing on the approaches of Benjamin Graham and Warren Buffett.
  • B. Margin of Safety
    Margin of Safety is a core value-investing principle emphasizing buying securities at prices significantly below their intrinsic value to reduce downside risk.
  • C. "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.
  • D. Graham-and-Dodd school of investing
    The Graham-and-Dodd school of investing is a value-investing philosophy that emphasizes buying securities at prices below their intrinsic value based on rigorous fundamental analysis and a margin of safety.
  • E. 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.
  • 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_69d886c7b1e481908c3766dfa8c13458 completed April 10, 2026, 5:12 a.m.
NER Named-entity recognition batch_69e3ca3d6be88190bca5e1fdf727141b completed April 18, 2026, 6:15 p.m.
NED1 Entity disambiguation (via context triple) batch_6a00c7bb4ac481909318d3d61a2d10e1 completed May 10, 2026, 6 p.m.
NEDg Description generation batch_6a00c8c9c78481908e503977d47f7c1f completed May 10, 2026, 6:04 p.m.
NED2 Entity disambiguation (via description) batch_6a00c9d1c6a0819083635b8246cc82e7 completed May 10, 2026, 6:09 p.m.
Created at: April 10, 2026, 5:30 a.m.