Triple

T141658
Position Surface form Disambiguated ID Type / Status
Subject Warren Buffett E2864 entity
Predicate influencedBy P9 FINISHED
Object Benjamin Graham
Benjamin Graham was a pioneering economist and investor known as the "father of value investing" and co-author of the seminal book "Security Analysis."
 E16685 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: Benjamin Graham | Statement: [Warren Buffett, influencedBy, Benjamin Graham]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Benjamin Graham
Context triple: [Warren Buffett, influencedBy, Benjamin Graham]
  • A. Warren Buffett
    Warren Buffett is an American business magnate, investor, and philanthropist, best known as the longtime chairman and CEO of Berkshire Hathaway and one of the world’s most successful value investors.
  • B. David Meriwether
    David Meriwether was an American politician and statesman from Georgia who served in the U.S. Congress in the early 19th century.
  • C. Martin Armstrong
    Martin Armstrong is an American former financial advisor and self-taught economic forecaster known for his controversial "Economic Confidence Model" and high-profile legal troubles related to fraud charges.
  • D. Alfred P. Sloan
    Alfred P. Sloan was a prominent American business executive and long-time president and chairman of General Motors, known for pioneering modern corporate management practices and organizational structures.
  • E. Henry Clay Frick
    Henry Clay Frick was an American industrialist and financier best known for his leadership in the steel and coke industries and his role in the development of Carnegie Steel.
  • 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: Benjamin Graham
Triple: [Warren Buffett, influencedBy, Benjamin Graham]
Generated description
Benjamin Graham was a pioneering economist and investor known as the "father of value investing" and co-author of the seminal book "Security Analysis."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Benjamin Graham
Target entity description: Benjamin Graham was a pioneering economist and investor known as the "father of value investing" and co-author of the seminal book "Security Analysis."
  • A. Warren Buffett
    Warren Buffett is an American business magnate, investor, and philanthropist, best known as the longtime chairman and CEO of Berkshire Hathaway and one of the world’s most successful value investors.
  • B. David Meriwether
    David Meriwether was an American politician and statesman from Georgia who served in the U.S. Congress in the early 19th century.
  • C. Martin Armstrong
    Martin Armstrong is an American former financial advisor and self-taught economic forecaster known for his controversial "Economic Confidence Model" and high-profile legal troubles related to fraud charges.
  • D. Alfred P. Sloan
    Alfred P. Sloan was a prominent American business executive and long-time president and chairman of General Motors, known for pioneering modern corporate management practices and organizational structures.
  • E. Henry Clay Frick
    Henry Clay Frick was an American industrialist and financier best known for his leadership in the steel and coke industries and his role in the development of Carnegie Steel.
  • 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_69a2521e35c08190b28e5c9f1e3c9b59 completed Feb. 28, 2026, 2:25 a.m.
NER Named-entity recognition batch_69a257c9cab8819095e8d9fa32c1fbc6 completed Feb. 28, 2026, 2:49 a.m.
NED1 Entity disambiguation (via context triple) batch_69a2b85fe4d481909e39b745857b62e7 completed Feb. 28, 2026, 9:41 a.m.
NEDg Description generation batch_69a2b8fccfe081909f9b3d4c5f900a1c completed Feb. 28, 2026, 9:44 a.m.
NED2 Entity disambiguation (via description) batch_69a2b983d1d081909a850747695b8e0c completed Feb. 28, 2026, 9:46 a.m.
Created at: Feb. 28, 2026, 2:31 a.m.