Triple

T8099203
Position Surface form Disambiguated ID Type / Status
Subject Mikhail Kalashnikov E189063 entity
Predicate designed P184 FINISHED
Object PKM machine gun
The PKM machine gun is a Soviet-era, belt-fed 7.62×54mmR general-purpose machine gun widely used around the world for its reliability, durability, and effectiveness in both infantry and vehicle-mounted roles.
E715553 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: PKM machine gun | Statement: [Mikhail Kalashnikov, designed, PKM machine gun]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: PKM machine gun
Context triple: [Mikhail Kalashnikov, designed, PKM machine gun]
  • A. MG5 general-purpose machine gun
    The MG5 general-purpose machine gun is a modern 7.62×51mm NATO belt-fed weapon used by the German military as a standard infantry and vehicle-mounted support gun.
  • B. HK21 machine gun
    The HK21 machine gun is a German-designed, belt-fed general-purpose machine gun developed by Heckler & Koch and based on the G3 rifle’s roller-delayed blowback system.
  • C. Maxim machine gun
    The Maxim machine gun is a pioneering late 19th-century recoil-operated, water-cooled heavy machine gun that became one of the first fully automatic weapons widely adopted by major armies around the world.
  • D. MG 131 machine gun
    The MG 131 machine gun was a German 13 mm aircraft-mounted heavy machine gun used extensively by the Luftwaffe during World War II for defensive and offensive armament on various combat aircraft.
  • E. M60 machine gun
    The M60 machine gun is a 7.62×51mm NATO general-purpose machine gun developed by the United States and widely used by its military forces from the late 1950s onward.
  • 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: PKM machine gun
Triple: [Mikhail Kalashnikov, designed, PKM machine gun]
Generated description
The PKM machine gun is a Soviet-era, belt-fed 7.62×54mmR general-purpose machine gun widely used around the world for its reliability, durability, and effectiveness in both infantry and vehicle-mounted roles.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: PKM machine gun
Target entity description: The PKM machine gun is a Soviet-era, belt-fed 7.62×54mmR general-purpose machine gun widely used around the world for its reliability, durability, and effectiveness in both infantry and vehicle-mounted roles.
  • A. MG5 general-purpose machine gun
    The MG5 general-purpose machine gun is a modern 7.62×51mm NATO belt-fed weapon used by the German military as a standard infantry and vehicle-mounted support gun.
  • B. HK21 machine gun
    The HK21 machine gun is a German-designed, belt-fed general-purpose machine gun developed by Heckler & Koch and based on the G3 rifle’s roller-delayed blowback system.
  • C. Maxim machine gun
    The Maxim machine gun is a pioneering late 19th-century recoil-operated, water-cooled heavy machine gun that became one of the first fully automatic weapons widely adopted by major armies around the world.
  • D. MG 131 machine gun
    The MG 131 machine gun was a German 13 mm aircraft-mounted heavy machine gun used extensively by the Luftwaffe during World War II for defensive and offensive armament on various combat aircraft.
  • E. M60 machine gun
    The M60 machine gun is a 7.62×51mm NATO general-purpose machine gun developed by the United States and widely used by its military forces from the late 1950s onward.
  • 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_69ca82b886d88190a9cba0d5a4a27521 completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cb42961ad4819085d023427fc5ac5f completed March 31, 2026, 3:42 a.m.
NED1 Entity disambiguation (via context triple) batch_69ccbe8e3fc88190aaf3bbfa54f4c8ec completed April 1, 2026, 6:43 a.m.
NEDg Description generation batch_69ccc37113108190901b02fae92764cf completed April 1, 2026, 7:04 a.m.
NED2 Entity disambiguation (via description) batch_69ccd7eca618819081e0c5452c8b1960 completed April 1, 2026, 8:31 a.m.
Created at: March 30, 2026, 5:30 p.m.