Triple

T962803
Position Surface form Disambiguated ID Type / Status
Subject Bill Gates E20772 entity
Predicate authorOf P4244 FINISHED
Object Business @ the Speed of Thought
Business @ the Speed of Thought is a business and technology book by Bill Gates that explores how digital systems and information networks can transform organizations and decision-making.
E113148 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: Business @ the Speed of Thought | Statement: [Bill Gates, authorOf, Business @ the Speed of Thought]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Business @ the Speed of Thought
Context triple: [Bill Gates, authorOf, Business @ the Speed of Thought]
  • A. Computer Lib / Dream Machines
    Computer Lib / Dream Machines is a pioneering 1974 book by Ted Nelson that passionately advocates for personal computing, hypertext, and user empowerment in the digital age.
  • B. The Wizard of Menlo Park
    The Wizard of Menlo Park is the famous nickname of American inventor Thomas Edison, highlighting his prolific and groundbreaking work at his Menlo Park laboratory.
  • C. As We May Think
    As We May Think is a seminal 1945 essay by Vannevar Bush that envisioned hypertext-like information systems and profoundly influenced the development of modern computing and the internet.
  • D. The Mythical Man-Month
    The Mythical Man-Month is a classic software engineering book by Fred Brooks that explores the challenges of large-scale software projects and famously argues that adding manpower to a late project makes it later.
  • E. Xerox PARC technical reports
    Xerox PARC technical reports are a series of influential research documents produced at Xerox's Palo Alto Research Center that detail pioneering work in computer science, including early graphical user interfaces, networking, and personal computing.
  • 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: Business @ the Speed of Thought
Triple: [Bill Gates, authorOf, Business @ the Speed of Thought]
Generated description
Business @ the Speed of Thought is a business and technology book by Bill Gates that explores how digital systems and information networks can transform organizations and decision-making.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Business @ the Speed of Thought
Target entity description: Business @ the Speed of Thought is a business and technology book by Bill Gates that explores how digital systems and information networks can transform organizations and decision-making.
  • A. Computer Lib / Dream Machines
    Computer Lib / Dream Machines is a pioneering 1974 book by Ted Nelson that passionately advocates for personal computing, hypertext, and user empowerment in the digital age.
  • B. The Wizard of Menlo Park
    The Wizard of Menlo Park is the famous nickname of American inventor Thomas Edison, highlighting his prolific and groundbreaking work at his Menlo Park laboratory.
  • C. As We May Think
    As We May Think is a seminal 1945 essay by Vannevar Bush that envisioned hypertext-like information systems and profoundly influenced the development of modern computing and the internet.
  • D. The Mythical Man-Month
    The Mythical Man-Month is a classic software engineering book by Fred Brooks that explores the challenges of large-scale software projects and famously argues that adding manpower to a late project makes it later.
  • E. Xerox PARC technical reports
    Xerox PARC technical reports are a series of influential research documents produced at Xerox's Palo Alto Research Center that detail pioneering work in computer science, including early graphical user interfaces, networking, and personal computing.
  • 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_69a493b21f2881908132dcf45dcd2f36 completed March 1, 2026, 7:29 p.m.
NER Named-entity recognition batch_69a4b416cf4c8190bd685227db25fb53 completed March 1, 2026, 9:48 p.m.
NED1 Entity disambiguation (via context triple) batch_69ac11a6107481909b152291a73958d3 completed March 7, 2026, 11:53 a.m.
NEDg Description generation batch_69ac12c5978481909be2d6e1ce85acd5 completed March 7, 2026, 11:57 a.m.
NED2 Entity disambiguation (via description) batch_69ac132f09448190b5f789f90328f81f completed March 7, 2026, 11:59 a.m.
Created at: March 1, 2026, 7:40 p.m.