Triple

T4374844
Position Surface form Disambiguated ID Type / Status
Subject Jeff Benedict E98979 entity
Predicate notableWork P4 FINISHED
Object How to Build a Business Warren Buffett Would Buy
"How to Build a Business Warren Buffett Would Buy" is a business book by Jeff Benedict that outlines the principles and strategies for creating a company attractive to long-term, value-focused investors like Warren Buffett.
E436363 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: How to Build a Business Warren Buffett Would Buy | Statement: [Jeff Benedict, notableWork, How to Build a Business Warren Buffett Would Buy]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: How to Build a Business Warren Buffett Would Buy
Context triple: [Jeff Benedict, notableWork, How to Build a Business Warren Buffett Would Buy]
  • A. How to Win at the Sport of Business
    How to Win at the Sport of Business is an entrepreneurial and motivational book by billionaire investor Mark Cuban that distills his personal experiences and lessons on building successful businesses.
  • B. “Moonshot!: Game-Changing Strategies to Build Billion-Dollar Businesses”
    “Moonshot!: Game-Changing Strategies to Build Billion-Dollar Businesses” is a business and leadership book that distills former Apple CEO John Sculley’s insights on innovation, disruptive strategy, and scaling companies to massive growth.
  • 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. 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.
  • E. Built to Last
    Built to Last is the final studio album by the American rock band Grateful Dead, released in 1989 and noted for its polished production and later-era songwriting.
  • 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: How to Build a Business Warren Buffett Would Buy
Triple: [Jeff Benedict, notableWork, How to Build a Business Warren Buffett Would Buy]
Generated description
"How to Build a Business Warren Buffett Would Buy" is a business book by Jeff Benedict that outlines the principles and strategies for creating a company attractive to long-term, value-focused investors like Warren Buffett.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: How to Build a Business Warren Buffett Would Buy
Target entity description: "How to Build a Business Warren Buffett Would Buy" is a business book by Jeff Benedict that outlines the principles and strategies for creating a company attractive to long-term, value-focused investors like Warren Buffett.
  • A. How to Win at the Sport of Business
    How to Win at the Sport of Business is an entrepreneurial and motivational book by billionaire investor Mark Cuban that distills his personal experiences and lessons on building successful businesses.
  • B. “Moonshot!: Game-Changing Strategies to Build Billion-Dollar Businesses”
    “Moonshot!: Game-Changing Strategies to Build Billion-Dollar Businesses” is a business and leadership book that distills former Apple CEO John Sculley’s insights on innovation, disruptive strategy, and scaling companies to massive growth.
  • 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. 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.
  • E. Built to Last
    Built to Last is the final studio album by the American rock band Grateful Dead, released in 1989 and noted for its polished production and later-era songwriting.
  • 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_69b3454db3708190aeafd814413c4c3d completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b352222df48190bead639e99635faf completed March 12, 2026, 11:54 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5e5162d5081909e7d8813907e25a6 completed March 14, 2026, 10:45 p.m.
NEDg Description generation batch_69b5eeadd68881909820a75aaff9d8d5 completed March 14, 2026, 11:26 p.m.
NED2 Entity disambiguation (via description) batch_69b5ef36f2bc8190a21e0f2fadbdd697 completed March 14, 2026, 11:28 p.m.
Created at: March 12, 2026, 11:18 p.m.