Triple

T204043
Position Surface form Disambiguated ID Type / Status
Subject The American Empire Project E4570 entity
Predicate hasContributor P4244 FINISHED
Object Chalmers Johnson
Chalmers Johnson was an American political scientist and author best known for his influential critiques of U.S. foreign policy and imperial overreach, particularly in works like "Blowback."
E26366 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: Chalmers Johnson | Statement: [The American Empire Project, hasContributor, Chalmers Johnson]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Chalmers Johnson
Context triple: [The American Empire Project, hasContributor, Chalmers Johnson]
  • A. Tom Engelhardt
    Tom Engelhardt is an American editor, essayist, and critic best known for founding and running the political commentary site TomDispatch, where he writes extensively on U.S. foreign policy, militarism, and empire.
  • B. Edward S. Herman
    Edward S. Herman was an American economist, media analyst, and critic of U.S. foreign policy best known for co-developing the "propaganda model" of the media.
  • C. Samuel Huntington
    Samuel Huntington was an American statesman, jurist, and signer of the Declaration of Independence who played a key leadership role in the early United States government.
  • D. Robert O. Keohane
    Robert O. Keohane is a prominent American political scientist best known for his influential work on international relations theory, particularly neoliberal institutionalism and the role of international institutions in global governance.
  • E. Kai Bird
    Kai Bird is an American historian, biographer, and Pulitzer Prize–winning author best known for co-writing the J. Robert Oppenheimer biography "American Prometheus."
  • 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: Chalmers Johnson
Triple: [The American Empire Project, hasContributor, Chalmers Johnson]
Generated description
Chalmers Johnson was an American political scientist and author best known for his influential critiques of U.S. foreign policy and imperial overreach, particularly in works like "Blowback."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Chalmers Johnson
Target entity description: Chalmers Johnson was an American political scientist and author best known for his influential critiques of U.S. foreign policy and imperial overreach, particularly in works like "Blowback."
  • A. Tom Engelhardt
    Tom Engelhardt is an American editor, essayist, and critic best known for founding and running the political commentary site TomDispatch, where he writes extensively on U.S. foreign policy, militarism, and empire.
  • B. Edward S. Herman
    Edward S. Herman was an American economist, media analyst, and critic of U.S. foreign policy best known for co-developing the "propaganda model" of the media.
  • C. Samuel Huntington
    Samuel Huntington was an American statesman, jurist, and signer of the Declaration of Independence who played a key leadership role in the early United States government.
  • D. Robert O. Keohane
    Robert O. Keohane is a prominent American political scientist best known for his influential work on international relations theory, particularly neoliberal institutionalism and the role of international institutions in global governance.
  • E. Kai Bird
    Kai Bird is an American historian, biographer, and Pulitzer Prize–winning author best known for co-writing the J. Robert Oppenheimer biography "American Prometheus."
  • 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_69a25737567c81908f9c505300239181 completed Feb. 28, 2026, 2:47 a.m.
NER Named-entity recognition batch_69a25be898ec8190b5e752a1d3b6f466 completed Feb. 28, 2026, 3:07 a.m.
NED1 Entity disambiguation (via context triple) batch_69a32bc77734819095e6cf53a10aa3d8 completed Feb. 28, 2026, 5:54 p.m.
NEDg Description generation batch_69a32c29d99081908ed22bfb073ad5bd completed Feb. 28, 2026, 5:55 p.m.
NED2 Entity disambiguation (via description) batch_69a32cc49eb08190ad97fdd8ead436f7 completed Feb. 28, 2026, 5:58 p.m.
Created at: Feb. 28, 2026, 2:51 a.m.