Triple

T13232944
Position Surface form Disambiguated ID Type / Status
Subject Margin of Safety E315067 entity
Predicate describedIn P519 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 classic investment book by Seth Klarman that outlines a disciplined, risk-averse approach to value investing focused on capital preservation and buying securities with a significant discount to intrinsic value.
E315067 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: [Margin of Safety, describedIn, 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: [Margin of Safety, describedIn, 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. 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. 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.
  • 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: [Margin of Safety, describedIn, 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 classic investment book by Seth Klarman that outlines a disciplined, risk-averse approach to value investing focused on capital preservation and buying securities with a significant discount to intrinsic value.
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 classic investment book by Seth Klarman that outlines a disciplined, risk-averse approach to value investing focused on capital preservation and buying securities with a significant discount to intrinsic value.
  • 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 chosen
    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. 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. 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.
  • F. None of above.

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_69d806affc688190a25b6ccc588e9c72 completed April 9, 2026, 8:06 p.m.
NER Named-entity recognition batch_69d98d34ff288190bdb550a019b7a470 completed April 10, 2026, 11:52 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6ff2dca2c81909cab1aa868ad575d completed May 3, 2026, 7:54 a.m.
NEDg Description generation batch_69f70476310c8190b13dc948c1f1ce95 completed May 3, 2026, 8:16 a.m.
NED2 Entity disambiguation (via description) batch_69f70578047c819089fc3044eceb4eac completed May 3, 2026, 8:21 a.m.
Created at: April 9, 2026, 9:22 p.m.