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.