Triple

T2952430
Position Surface form Disambiguated ID Type / Status
Subject Security Analysis E79849 entity
Predicate hasPrimaryAuthor P4244 FINISHED
Object Benjamin Graham E16685 NE FINISHED

How this triple was built (3 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: [Security Analysis, hasPrimaryAuthor, Benjamin Graham]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Benjamin Graham
Context triple: [Security Analysis, hasPrimaryAuthor, 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.
PD Predicate disambiguation gpt-5-mini-2025-08-07 
Target predicate: hasPrimaryAuthor
Context triple: [Security Analysis, hasPrimaryAuthor, Benjamin Graham]
  • A. hasAuthor chosen
    Indicates that an entity is written or created by a specific author.
  • B. hasPrimaryMaintainer
    Indicates that one entity is the main person or organization responsible for maintaining or overseeing another entity.
  • C. hasAuthorRelationship
    Indicates a relationship where one entity serves as the author or creator of another entity (such as a work, document, or resource).
  • D. hasCoauthor
    Indicates that two or more entities have jointly authored the same work or publication.
  • E. publishedAuthor
    Indicates that a person is the author of one or more works that have been formally published.
  • F. None of above.

Provenance (4 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_69ad8b1276588190a374a0b12e0f7bdf completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69ad98fcea5c8190b7d80de942bcb4f7 completed March 8, 2026, 3:42 p.m.
NED1 Entity disambiguation (via context triple) batch_69b108dae9ac8190b72faf84e75a60c7 completed March 11, 2026, 6:16 a.m.
PD Predicate disambiguation batch_69ad960a70ac8190816b5ae3e8631031 completed March 8, 2026, 3:30 p.m.
Created at: March 8, 2026, 2:57 p.m.