Triple

T718376
Position Surface form Disambiguated ID Type / Status
Subject Reid Hoffman E14359 entity
Predicate coAuthorOf P2389 FINISHED
Object Blitzscaling
Blitzscaling is a business growth strategy and framework popularized in a book by Reid Hoffman that focuses on prioritizing rapid scale over efficiency to quickly dominate markets in the face of uncertainty.
E85406 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: Blitzscaling | Statement: [Reid Hoffman, coAuthorOf, Blitzscaling]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Blitzscaling
Context triple: [Reid Hoffman, coAuthorOf, Blitzscaling]
  • A. People, Power, and Profits
    People, Power, and Profits is a book by economist Joseph Stiglitz that critiques contemporary capitalism and proposes reforms to create a fairer, more inclusive economy and democracy.
  • B. Chokepoint Capitalism
    Chokepoint Capitalism is a nonfiction book co-authored by Cory Doctorow and Rebecca Giblin that critiques how powerful corporations exploit bottlenecks in creative industries and proposes ways to reclaim artistic and economic freedom.
  • C. Phase 1 Ventures
    Phase 1 Ventures is an early-stage startup support and commercialization program run by the University City Science Center to help launch and grow technology-based ventures.
  • D. Bleeding Edge
    Bleeding Edge is a 2013 postmodern detective novel by Thomas Pynchon that explores the intersection of technology, capitalism, and conspiracy in New York City around the time of the dot-com crash and 9/11.
  • E. Paying the Cost to Be the Boss
    "Paying the Cost to Be the Boss" is a classic blues song by B.B. King that showcases his signature guitar style and themes of resilience and authority in relationships.
  • 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: Blitzscaling
Triple: [Reid Hoffman, coAuthorOf, Blitzscaling]
Generated description
Blitzscaling is a business growth strategy and framework popularized in a book by Reid Hoffman that focuses on prioritizing rapid scale over efficiency to quickly dominate markets in the face of uncertainty.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Blitzscaling
Target entity description: Blitzscaling is a business growth strategy and framework popularized in a book by Reid Hoffman that focuses on prioritizing rapid scale over efficiency to quickly dominate markets in the face of uncertainty.
  • A. People, Power, and Profits
    People, Power, and Profits is a book by economist Joseph Stiglitz that critiques contemporary capitalism and proposes reforms to create a fairer, more inclusive economy and democracy.
  • B. Chokepoint Capitalism
    Chokepoint Capitalism is a nonfiction book co-authored by Cory Doctorow and Rebecca Giblin that critiques how powerful corporations exploit bottlenecks in creative industries and proposes ways to reclaim artistic and economic freedom.
  • C. Phase 1 Ventures
    Phase 1 Ventures is an early-stage startup support and commercialization program run by the University City Science Center to help launch and grow technology-based ventures.
  • D. Bleeding Edge
    Bleeding Edge is a 2013 postmodern detective novel by Thomas Pynchon that explores the intersection of technology, capitalism, and conspiracy in New York City around the time of the dot-com crash and 9/11.
  • E. Paying the Cost to Be the Boss
    "Paying the Cost to Be the Boss" is a classic blues song by B.B. King that showcases his signature guitar style and themes of resilience and authority in relationships.
  • 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_69a4934a36e081909e7abef98b898a4e completed March 1, 2026, 7:28 p.m.
NER Named-entity recognition batch_69a4a577658881909c12951d63d96377 completed March 1, 2026, 8:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69a5dcb77bc481909d79542001fafbd2 completed March 2, 2026, 6:53 p.m.
NEDg Description generation batch_69a5de57bbec81908a5d1202299194f4 completed March 2, 2026, 7 p.m.
NED2 Entity disambiguation (via description) batch_69a60952c6388190a23a178d695eec6e completed March 2, 2026, 10:04 p.m.
Created at: March 1, 2026, 7:37 p.m.