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.