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.