Triple

T10908910
Position Surface form Disambiguated ID Type / Status
Subject Michael Dell E257641 entity
Predicate notableWork P4 FINISHED
Object Direct from Dell: Strategies That Revolutionized an Industry
"Direct from Dell: Strategies That Revolutionized an Industry" is a business book in which Michael Dell explains the innovative direct-sales model and management strategies that transformed Dell into a leading global technology company.
E892627 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: Direct from Dell: Strategies That Revolutionized an Industry | Statement: [Michael Dell, notableWork, Direct from Dell: Strategies That Revolutionized an Industry]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Direct from Dell: Strategies That Revolutionized an Industry
Context triple: [Michael Dell, notableWork, Direct from Dell: Strategies That Revolutionized an Industry]
  • A. Under the Radar: How Red Hat Changed the Software Business and Took Microsoft by Surprise
    Under the Radar: How Red Hat Changed the Software Business and Took Microsoft by Surprise is a business and technology book that chronicles the rise of Red Hat and the open-source software model, highlighting how it disrupted traditional proprietary software giants like Microsoft.
  • B. The Untold Story of How Salesforce.com Went from Idea to Billion-Dollar Company—and Revolutionized an Industry
    "The Untold Story of How Salesforce.com Went from Idea to Billion-Dollar Company—and Revolutionized an Industry" is the subtitle of Marc Benioff’s business book "Behind the Cloud," which chronicles the creation and disruptive growth of Salesforce.com and the broader impact of cloud computing on the software industry.
  • C. 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.
  • D. The Innovator's Dilemma
    The Innovator's Dilemma is a seminal business book that explains how successful companies can fail by ignoring disruptive innovations that initially appear inferior but eventually transform entire industries.
  • E. Netscape Time: The Making of the Billion-Dollar Start-Up That Took on Microsoft
    "Netscape Time: The Making of the Billion-Dollar Start-Up That Took on Microsoft" is a business and technology memoir chronicling the rise of Netscape and its battle with Microsoft during the early days of the commercial internet.
  • 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: Direct from Dell: Strategies That Revolutionized an Industry
Triple: [Michael Dell, notableWork, Direct from Dell: Strategies That Revolutionized an Industry]
Generated description
"Direct from Dell: Strategies That Revolutionized an Industry" is a business book in which Michael Dell explains the innovative direct-sales model and management strategies that transformed Dell into a leading global technology company.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Direct from Dell: Strategies That Revolutionized an Industry
Target entity description: "Direct from Dell: Strategies That Revolutionized an Industry" is a business book in which Michael Dell explains the innovative direct-sales model and management strategies that transformed Dell into a leading global technology company.
  • A. Under the Radar: How Red Hat Changed the Software Business and Took Microsoft by Surprise
    Under the Radar: How Red Hat Changed the Software Business and Took Microsoft by Surprise is a business and technology book that chronicles the rise of Red Hat and the open-source software model, highlighting how it disrupted traditional proprietary software giants like Microsoft.
  • B. The Untold Story of How Salesforce.com Went from Idea to Billion-Dollar Company—and Revolutionized an Industry
    "The Untold Story of How Salesforce.com Went from Idea to Billion-Dollar Company—and Revolutionized an Industry" is the subtitle of Marc Benioff’s business book "Behind the Cloud," which chronicles the creation and disruptive growth of Salesforce.com and the broader impact of cloud computing on the software industry.
  • C. 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.
  • D. The Innovator's Dilemma
    The Innovator's Dilemma is a seminal business book that explains how successful companies can fail by ignoring disruptive innovations that initially appear inferior but eventually transform entire industries.
  • E. Netscape Time: The Making of the Billion-Dollar Start-Up That Took on Microsoft
    "Netscape Time: The Making of the Billion-Dollar Start-Up That Took on Microsoft" is a business and technology memoir chronicling the rise of Netscape and its battle with Microsoft during the early days of the commercial internet.
  • 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_69d6aa8550c8819095508a2ed9acf3db completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d7706824d08190ba894d144cc6b3ba completed April 9, 2026, 9:24 a.m.
NED1 Entity disambiguation (via context triple) batch_69e1554fc61c8190a0354e2f24cb62e4 completed April 16, 2026, 9:31 p.m.
NEDg Description generation batch_69e1801dc2e8819099bc862705871761 completed April 17, 2026, 12:34 a.m.
NED2 Entity disambiguation (via description) batch_69e1831802608190b5c3c5a4e8d8681a completed April 17, 2026, 12:47 a.m.
Created at: April 8, 2026, 9:22 p.m.