Triple

T18897872
Position Surface form Disambiguated ID Type / Status
Subject Andrew W. Marshall E462254 entity
Predicate notableStudent P4838 FINISHED
Object Andrew Krepinevich
Andrew Krepinevich is an American defense analyst and author known for his influential work on military strategy, especially regarding asymmetric warfare and U.S. defense transformation.
E1347757 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: Andrew Krepinevich | Statement: [Andrew W. Marshall, notableStudent, Andrew Krepinevich]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Andrew Krepinevich
Context triple: [Andrew W. Marshall, notableStudent, Andrew Krepinevich]
  • A. Nikolay Kamensky
    Nikolay Kamensky was a Russian general of the early 19th century known for his prominent role in the Napoleonic-era wars, particularly in campaigns against Sweden and the Ottoman Empire.
  • B. Pavel Kadochnikov
    Pavel Kadochnikov was a prominent Soviet film and theater actor known for his leading roles in classic Russian cinema of the mid-20th century.
  • C. Alexander Dvornikov
    Alexander Dvornikov is a Russian Army general known for his senior command roles in Russia’s military operations in Syria and Ukraine.
  • D. Daniil Granin
    Daniil Granin was a prominent Soviet and Russian writer and public figure known for his novels about World War II and moral responsibility in science and society.
  • E. Oleg Yankovsky
    Oleg Yankovsky was a renowned Soviet and Russian film and theater actor celebrated for his nuanced performances and leading roles in classics of Russian cinema.
  • 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: Andrew Krepinevich
Triple: [Andrew W. Marshall, notableStudent, Andrew Krepinevich]
Generated description
Andrew Krepinevich is an American defense analyst and author known for his influential work on military strategy, especially regarding asymmetric warfare and U.S. defense transformation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Andrew Krepinevich
Target entity description: Andrew Krepinevich is an American defense analyst and author known for his influential work on military strategy, especially regarding asymmetric warfare and U.S. defense transformation.
  • A. Nikolay Kamensky
    Nikolay Kamensky was a Russian general of the early 19th century known for his prominent role in the Napoleonic-era wars, particularly in campaigns against Sweden and the Ottoman Empire.
  • B. Pavel Kadochnikov
    Pavel Kadochnikov was a prominent Soviet film and theater actor known for his leading roles in classic Russian cinema of the mid-20th century.
  • C. Alexander Dvornikov
    Alexander Dvornikov is a Russian Army general known for his senior command roles in Russia’s military operations in Syria and Ukraine.
  • D. Daniil Granin
    Daniil Granin was a prominent Soviet and Russian writer and public figure known for his novels about World War II and moral responsibility in science and society.
  • E. Oleg Yankovsky
    Oleg Yankovsky was a renowned Soviet and Russian film and theater actor celebrated for his nuanced performances and leading roles in classics of Russian cinema.
  • 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_69d8dcfd05bc819088903cca13cc2846 completed April 10, 2026, 11:20 a.m.
NER Named-entity recognition batch_69e5c52689308190b2e5ca163b1f6cd1 completed April 20, 2026, 6:18 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0582bad1c48190b01afdb8e70883bd completed May 14, 2026, 8:07 a.m.
NEDg Description generation batch_6a0584717b3c81908049e6590f7f96ec completed May 14, 2026, 8:14 a.m.
NED2 Entity disambiguation (via description) batch_6a05852c2bbc8190ae7b8658817b5972 completed May 14, 2026, 8:17 a.m.
Created at: April 10, 2026, 11:58 a.m.