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.