Triple

T15112243
Position Surface form Disambiguated ID Type / Status
Subject Sergei Akhromeyev E360940 entity
Predicate notableWork P4 FINISHED
Object Soviet military reforms (late Cold War period)
Soviet military reforms (late Cold War period) were a series of late-1980s restructuring efforts aimed at modernizing the USSR’s armed forces, reducing their size and costs, and adapting strategy and doctrine to new political and technological realities under Gorbachev.
E1138945 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: Soviet military reforms (late Cold War period) | Statement: [Sergei Akhromeyev, notableWork, Soviet military reforms (late Cold War period)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Soviet military reforms (late Cold War period)
Context triple: [Sergei Akhromeyev, notableWork, Soviet military reforms (late Cold War period)]
  • A. Soviet administrative reform
    The Soviet administrative reform was a series of structural changes implemented by the Soviet government to reorganize and centralize territorial-administrative divisions across the former Russian Empire.
  • B. Soviet military doctrine
    Soviet military doctrine is a Cold War–era strategic and operational framework developed by the USSR, emphasizing large-scale conventional warfare, centralized command, and combined-arms operations shaped by Marxist-Leninist military theory.
  • C. Root reforms of the U.S. Army
    Root reforms of the U.S. Army were a series of early 20th-century organizational and administrative changes that modernized the U.S. Army into a more professional, centralized, and efficient military force.
  • D. Soviet economic reforms of 1965
    The Soviet economic reforms of 1965 were a set of market-oriented changes aimed at improving efficiency and decentralization in the USSR’s planned economy, particularly by giving enterprises more autonomy and linking bonuses to profitability.
  • E. Soviet deep operations doctrine
    Soviet deep operations doctrine was a World War II–era Red Army operational concept that emphasized large-scale, coordinated offensives designed to penetrate enemy defenses in depth and rapidly exploit breakthroughs with mobile forces.
  • 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: Soviet military reforms (late Cold War period)
Triple: [Sergei Akhromeyev, notableWork, Soviet military reforms (late Cold War period)]
Generated description
Soviet military reforms (late Cold War period) were a series of late-1980s restructuring efforts aimed at modernizing the USSR’s armed forces, reducing their size and costs, and adapting strategy and doctrine to new political and technological realities under Gorbachev.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Soviet military reforms (late Cold War period)
Target entity description: Soviet military reforms (late Cold War period) were a series of late-1980s restructuring efforts aimed at modernizing the USSR’s armed forces, reducing their size and costs, and adapting strategy and doctrine to new political and technological realities under Gorbachev.
  • A. Soviet administrative reform
    The Soviet administrative reform was a series of structural changes implemented by the Soviet government to reorganize and centralize territorial-administrative divisions across the former Russian Empire.
  • B. Soviet military doctrine
    Soviet military doctrine is a Cold War–era strategic and operational framework developed by the USSR, emphasizing large-scale conventional warfare, centralized command, and combined-arms operations shaped by Marxist-Leninist military theory.
  • C. Root reforms of the U.S. Army
    Root reforms of the U.S. Army were a series of early 20th-century organizational and administrative changes that modernized the U.S. Army into a more professional, centralized, and efficient military force.
  • D. Soviet economic reforms of 1965
    The Soviet economic reforms of 1965 were a set of market-oriented changes aimed at improving efficiency and decentralization in the USSR’s planned economy, particularly by giving enterprises more autonomy and linking bonuses to profitability.
  • E. Soviet deep operations doctrine
    Soviet deep operations doctrine was a World War II–era Red Army operational concept that emphasized large-scale, coordinated offensives designed to penetrate enemy defenses in depth and rapidly exploit breakthroughs with mobile forces.
  • 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_69d85a0491ec8190830960be8fafb994 completed April 10, 2026, 2:01 a.m.
NER Named-entity recognition batch_69e0058d786c8190937c6819255c01bd completed April 15, 2026, 9:39 p.m.
NED1 Entity disambiguation (via context triple) batch_69feb7eb139c8190b76393e4a8be576b completed May 9, 2026, 4:28 a.m.
NEDg Description generation batch_69feb9f7b6d88190886fd65ce736ed1b completed May 9, 2026, 4:37 a.m.
NED2 Entity disambiguation (via description) batch_69febaa20ffc819090dd4b113d8513d7 completed May 9, 2026, 4:40 a.m.
Created at: April 10, 2026, 3:05 a.m.