Triple

T153617
Position Surface form Disambiguated ID Type / Status
Subject World Economic Forum Annual Meeting in Davos E3483 entity
Predicate foundedBy P104 FINISHED
Object Klaus Schwab
Klaus Schwab is a German engineer and economist best known as the founder and executive chairman of the World Economic Forum, a prominent international organization for public–private cooperation.
 E18896 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: Klaus Schwab | Statement: [World Economic Forum Annual Meeting in Davos, foundedBy, Klaus Schwab]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Klaus Schwab
Context triple: [World Economic Forum Annual Meeting in Davos, foundedBy, Klaus Schwab]
  • A. Joseph Stiglitz
    Joseph Stiglitz is a Nobel Prize–winning American economist renowned for his work on information asymmetry, inequality, and critiques of unregulated markets.
  • B. Herman Daly
    Herman Daly was an influential American ecological economist known for pioneering the concept of a steady-state economy and critiquing unlimited economic growth on a finite planet.
  • C. Heinrich Klopfer
    Heinrich Klopfer was a Nazi official and legal expert who participated in the planning and administration of the Holocaust.
  • D. Martin Armstrong
    Martin Armstrong is an American former financial advisor and self-taught economic forecaster known for his controversial "Economic Confidence Model" and high-profile legal troubles related to fraud charges.
  • E. Gerhard Klopfer
    Gerhard Klopfer was a senior Nazi official in the Party Chancellery who participated in the planning and coordination of the Holocaust.
  • 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: Klaus Schwab
Triple: [World Economic Forum Annual Meeting in Davos, foundedBy, Klaus Schwab]
Generated description
Klaus Schwab is a German engineer and economist best known as the founder and executive chairman of the World Economic Forum, a prominent international organization for public–private cooperation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Klaus Schwab
Target entity description: Klaus Schwab is a German engineer and economist best known as the founder and executive chairman of the World Economic Forum, a prominent international organization for public–private cooperation.
  • A. Joseph Stiglitz
    Joseph Stiglitz is a Nobel Prize–winning American economist renowned for his work on information asymmetry, inequality, and critiques of unregulated markets.
  • B. Herman Daly
    Herman Daly was an influential American ecological economist known for pioneering the concept of a steady-state economy and critiquing unlimited economic growth on a finite planet.
  • C. Heinrich Klopfer
    Heinrich Klopfer was a Nazi official and legal expert who participated in the planning and administration of the Holocaust.
  • D. Martin Armstrong
    Martin Armstrong is an American former financial advisor and self-taught economic forecaster known for his controversial "Economic Confidence Model" and high-profile legal troubles related to fraud charges.
  • E. Gerhard Klopfer
    Gerhard Klopfer was a senior Nazi official in the Party Chancellery who participated in the planning and coordination of the Holocaust.
  • 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_69a252868de4819080e21c9938bfe8b6 completed Feb. 28, 2026, 2:27 a.m.
NER Named-entity recognition batch_69a25810799c8190a515a39169126e46 completed Feb. 28, 2026, 2:50 a.m.
NED1 Entity disambiguation (via context triple) batch_69a2ce3867688190bd6c32a2da7d67b3 completed Feb. 28, 2026, 11:15 a.m.
NEDg Description generation batch_69a2ceb2bd48819084fa2f198af74712 completed Feb. 28, 2026, 11:17 a.m.
NED2 Entity disambiguation (via description) batch_69a2cf98fc4881909e3e7cf0b90ae5ce completed Feb. 28, 2026, 11:20 a.m.
Created at: Feb. 28, 2026, 2:31 a.m.