Triple

T5077094
Position Surface form Disambiguated ID Type / Status
Subject Bruce Greenwald E114423 entity
Predicate notableWork P4 FINISHED
Object 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.
E493128 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: Value Investing: From Graham to Buffett and Beyond | Statement: [Bruce Greenwald, notableWork, Value Investing: From Graham to Buffett and Beyond]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Value Investing: From Graham to Buffett and Beyond
Context triple: [Bruce Greenwald, notableWork, Value Investing: From Graham to Buffett and Beyond]
  • 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. Invested: Changing Forever the Way Americans Invest
    "Invested: Changing Forever the Way Americans Invest" is a book by brokerage pioneer Charles R. Schwab that chronicles the rise of discount investing and the transformation of the U.S. financial services industry.
  • D. Warren Buffett’s 1984 essay "The Superinvestors of Graham-and-Doddsville"
    Warren Buffett’s 1984 essay "The Superinvestors of Graham-and-Doddsville" is a landmark piece arguing for the effectiveness of value investing by showcasing the long-term success of several Graham-trained investors as evidence against market efficiency.
  • E. 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.
  • 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: Value Investing: From Graham to Buffett and Beyond
Triple: [Bruce Greenwald, notableWork, Value Investing: From Graham to Buffett and Beyond]
Generated description
"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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Value Investing: From Graham to Buffett and Beyond
Target entity description: "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.
  • 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. Invested: Changing Forever the Way Americans Invest
    "Invested: Changing Forever the Way Americans Invest" is a book by brokerage pioneer Charles R. Schwab that chronicles the rise of discount investing and the transformation of the U.S. financial services industry.
  • D. Warren Buffett’s 1984 essay "The Superinvestors of Graham-and-Doddsville"
    Warren Buffett’s 1984 essay "The Superinvestors of Graham-and-Doddsville" is a landmark piece arguing for the effectiveness of value investing by showcasing the long-term success of several Graham-trained investors as evidence against market efficiency.
  • E. 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.
  • 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_69bd443dbf908190a9401e9c2dc7bd7d completed March 20, 2026, 12:57 p.m.
NER Named-entity recognition batch_69bd74d3b0088190a658864cb120eef4 completed March 20, 2026, 4:24 p.m.
NED1 Entity disambiguation (via context triple) batch_69beb12718388190974df282ec2c6a11 completed March 21, 2026, 2:54 p.m.
NEDg Description generation batch_69beb1d1202881909007f34c23887b35 completed March 21, 2026, 2:57 p.m.
NED2 Entity disambiguation (via description) batch_69beb2547068819092c98b471be691a1 completed March 21, 2026, 2:59 p.m.
Created at: March 20, 2026, 1:39 p.m.