Triple

T20197573
Position Surface form Disambiguated ID Type / Status
Subject Value Investing: From Graham to Buffett and Beyond E493128 entity
Predicate inspiredBy P9 FINISHED
Object Benjamin Graham NE NERFINISHED

How this triple was built (2 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: [Value Investing: From Graham to Buffett and Beyond, inspiredBy, Benjamin Graham]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Benjamin Graham
Context triple: [Value Investing: From Graham to Buffett and Beyond, inspiredBy, Benjamin Graham]
  • A. Benjamin Graham chosen
    Benjamin Graham was a pioneering economist and investor known as the "father of value investing" and co-author of the seminal book "Security Analysis."
  • B. Philip Fisher
    Philip Fisher was a pioneering American investor and author whose growth-focused investing philosophy, outlined in his book "Common Stocks and Uncommon Profits," has profoundly shaped modern value investing and influenced figures like Warren Buffett.
  • C. Walter Schloss
    Walter Schloss was a renowned American value investor and hedge fund manager known for his disciplined, Graham-style deep value approach and exceptional long-term returns.
  • D. John Templeton
    John Templeton was a British-American investor, philanthropist, and pioneer of global value investing, best known for founding the Templeton Growth Fund and establishing the Templeton Prize for achievements in spiritual progress.
  • E. Charlie Munger
    Charlie Munger was an American investor, lawyer, and philanthropist best known as Warren Buffett’s longtime business partner and vice chairman of Berkshire Hathaway.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (2 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_69da6269614c8190bb40475d9d477358 completed April 11, 2026, 3:02 p.m.
NER Named-entity recognition batch_69e66d8afe408190a7a9202ed67698e6 completed April 20, 2026, 6:16 p.m.
Created at: April 11, 2026, 11:37 p.m.