Triple

T14393439
Position Surface form Disambiguated ID Type / Status
Subject Pedro Domingos E356899 entity
Predicate notableWork P4 FINISHED
Object The Master Algorithm
The Master Algorithm is a popular science book by Pedro Domingos that explores the unification of different machine learning paradigms into a single, overarching "master" learning algorithm.
E1096523 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: The Master Algorithm | Statement: [Pedro Domingos, notableWork, The Master Algorithm]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Master Algorithm
Context triple: [Pedro Domingos, notableWork, The Master Algorithm]
  • A. “Probably Approximately Correct” (book)
    “Probably Approximately Correct” is a 2013 book by computer scientist Leslie Valiant that explores how ideas from computational learning theory can explain intelligence, evolution, and the way we understand the world.
  • B. How to Create a Mind
    "How to Create a Mind" is a nonfiction book by futurist Ray Kurzweil that explores the workings of human intelligence and proposes designs for advanced artificial intelligence based on the brain’s principles.
  • C. The Algorithm
    "The Algorithm" is a track from Ludwig Göransson's score for the 2020 science-fiction thriller film *Tenet*, known for its complex, time-bending musical structure that mirrors the movie’s inversion themes.
  • D. Hello World: How to be Human in the Age of the Machine
    "Hello World: How to be Human in the Age of the Machine" is a popular science book by mathematician Hannah Fry that explores how algorithms shape modern life and examines the balance between human judgment and machine decision-making.
  • E. Kurzweil Applied Intelligence
    Kurzweil Applied Intelligence is a technology company known for pioneering speech recognition and artificial intelligence software applications.
  • 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: The Master Algorithm
Triple: [Pedro Domingos, notableWork, The Master Algorithm]
Generated description
The Master Algorithm is a popular science book by Pedro Domingos that explores the unification of different machine learning paradigms into a single, overarching "master" learning algorithm.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Master Algorithm
Target entity description: The Master Algorithm is a popular science book by Pedro Domingos that explores the unification of different machine learning paradigms into a single, overarching "master" learning algorithm.
  • A. “Probably Approximately Correct” (book)
    “Probably Approximately Correct” is a 2013 book by computer scientist Leslie Valiant that explores how ideas from computational learning theory can explain intelligence, evolution, and the way we understand the world.
  • B. How to Create a Mind
    "How to Create a Mind" is a nonfiction book by futurist Ray Kurzweil that explores the workings of human intelligence and proposes designs for advanced artificial intelligence based on the brain’s principles.
  • C. The Algorithm
    "The Algorithm" is a track from Ludwig Göransson's score for the 2020 science-fiction thriller film *Tenet*, known for its complex, time-bending musical structure that mirrors the movie’s inversion themes.
  • D. Hello World: How to be Human in the Age of the Machine
    "Hello World: How to be Human in the Age of the Machine" is a popular science book by mathematician Hannah Fry that explores how algorithms shape modern life and examines the balance between human judgment and machine decision-making.
  • E. Kurzweil Applied Intelligence
    Kurzweil Applied Intelligence is a technology company known for pioneering speech recognition and artificial intelligence software applications.
  • 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_69d827927c988190ad98bb0360981783 completed April 9, 2026, 10:26 p.m.
NER Named-entity recognition batch_69de902d114881908a8f3c01b3c6d309 completed April 14, 2026, 7:06 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd551b006c8190b84449f2e2b59b62 completed May 8, 2026, 3:14 a.m.
NEDg Description generation batch_69fd55d90ed08190b6a0184715f39ff4 completed May 8, 2026, 3:17 a.m.
NED2 Entity disambiguation (via description) batch_69fd565d32fc8190acc1e733537a23cb completed May 8, 2026, 3:19 a.m.
Created at: April 10, 2026, 1:16 a.m.