Triple

T2952455
Position Surface form Disambiguated ID Type / Status
Subject The Intelligent Investor E79850 entity
Predicate revisedBy P1121 FINISHED
Object Jason Zweig
Jason Zweig is a financial journalist and author known for his work on investor psychology and for annotating the revised edition of Benjamin Graham’s classic book "The Intelligent Investor."
E315066 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: Jason Zweig | Statement: [The Intelligent Investor, revisedBy, Jason Zweig]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Jason Zweig
Context triple: [The Intelligent Investor, revisedBy, Jason Zweig]
  • A. William Bernstein
    William Bernstein is an American film producer best known as a co-founder of the independent film studio Orion Pictures.
  • B. Donald Markowitz
    Donald Markowitz is a songwriter best known for co-writing the Academy Award–winning hit "(I've Had) The Time of My Life" from the film Dirty Dancing.
  • C. 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.
  • D. David Meriwether
    David Meriwether was an American politician and statesman from Georgia who served in the U.S. Congress in the early 19th century.
  • E. William F. Miller
    William F. Miller was a prominent American physicist, academic leader, and technology executive known for his contributions to innovation management and university–industry collaboration.
  • 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: Jason Zweig
Triple: [The Intelligent Investor, revisedBy, Jason Zweig]
Generated description
Jason Zweig is a financial journalist and author known for his work on investor psychology and for annotating the revised edition of Benjamin Graham’s classic book "The Intelligent Investor."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Jason Zweig
Target entity description: Jason Zweig is a financial journalist and author known for his work on investor psychology and for annotating the revised edition of Benjamin Graham’s classic book "The Intelligent Investor."
  • A. William Bernstein
    William Bernstein is an American film producer best known as a co-founder of the independent film studio Orion Pictures.
  • B. Donald Markowitz
    Donald Markowitz is a songwriter best known for co-writing the Academy Award–winning hit "(I've Had) The Time of My Life" from the film Dirty Dancing.
  • C. 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.
  • D. David Meriwether
    David Meriwether was an American politician and statesman from Georgia who served in the U.S. Congress in the early 19th century.
  • E. William F. Miller
    William F. Miller was a prominent American physicist, academic leader, and technology executive known for his contributions to innovation management and university–industry collaboration.
  • 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_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_69b0fc82d1248190869beffffc0bf956 completed March 11, 2026, 5:24 a.m.
NEDg Description generation batch_69b0fd25e07c819088b2b1bcef4cf54e completed March 11, 2026, 5:27 a.m.
NED2 Entity disambiguation (via description) batch_69b100ecbee081908832ddec0efdc751 completed March 11, 2026, 5:43 a.m.
Created at: March 8, 2026, 2:57 p.m.